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": 0.812,
"id": "FORGE-105700",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:54:00Z",
"trace_id": "66b0f707-6b6b-480a-a42d-2e77fcb246db"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"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": 0.43,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.084,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.53,
"battery_mwh": 0.51,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-C92C916224",
"grid_service_limit_mw": 17.65,
"gross_sqft": 405856,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.433,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.517,
"nearby_nodes": 8,
"network_redundancy_score": 0.452,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50,
"dock_utilization_pct": 89.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"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": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.3,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 3.03,
"rent_growth_90d_pct": 4.87,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 66174,
"annualized_revenue_impact_usd": 109269,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 591614,
"expansion_capture_probability_post_event": 0.517,
"lease_rate_change_pct": 3.55,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.33
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.533,
"capital_availability": 0.433,
"demand_pressure": 0.838,
"entitlement_friction": 0.517,
"labor_shortage": 0.689,
"portfolio_tightness": 0.526,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-105701",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:27:00Z",
"trace_id": "279abbc3-a89b-4a6b-9755-a75b881a9d98"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": 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": 0.48,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.47,
"battery_mwh": 3.77,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-84F40FB7B3",
"grid_service_limit_mw": 21.24,
"gross_sqft": 786378,
"infill_site": true,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.569,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.259,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.397,
"nearby_nodes": 8,
"network_redundancy_score": 0.476,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 102884... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 83.7,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.9,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 1.98,
"tenant_expansion_probability": 0.365
} | {
"annualized_noi_impact_usd": -64264,
"annualized_revenue_impact_usd": -106872,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 404495,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": 0.34,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.31
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.98
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.677,
"capital_availability": 0.569,
"demand_pressure": 0.54,
"entitlement_friction": 0.397,
"labor_shortage": 0.55,
"portfolio_tightness": 0.483,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-105702",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:26:00Z",
"trace_id": "fccf5dc3-fa71-457b-a862-9b95bc18d33f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"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": 0.285,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.362,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.33,
"battery_mwh": 5.78,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-8567380A90",
"grid_service_limit_mw": 14.13,
"gross_sqft": 587364,
"infill_site": true,
"lease_expiry_months": 33,
"occu... | {
"capital_availability": 0.417,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.408,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.458,
"nearby_nodes": 3,
"network_redundancy_score": 0.515,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 88.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"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": 1.81,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.53
} | {
"annualized_noi_impact_usd": 58391,
"annualized_revenue_impact_usd": 86566,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 491405,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 1.84,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.54
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.396,
"capital_availability": 0.417,
"demand_pressure": 0.83,
"entitlement_friction": 0.458,
"labor_shortage": 0.771,
"portfolio_tightness": 0.435,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-105703",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:42:00Z",
"trace_id": "1478fa5c-7599-4818-b713-10d11f57a7e5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "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": 0.314,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.27,
"battery_mwh": 1.4,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-AFEE4A70DB",
"grid_service_limit_mw": 24.48,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 37,
"o... | {
"capital_availability": 0.068,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.699,
"nearby_nodes": 5,
"network_redundancy_score": 0.402,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 79.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": -0.33,
"rent_growth_90d_pct": 1,
"tenant_expansion_probability": 0.095
} | {
"annualized_noi_impact_usd": -57352,
"annualized_revenue_impact_usd": -88286,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 540432,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.78,
"occupancy_shift": -0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.25
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.706,
"capital_availability": 0.068,
"demand_pressure": 0.346,
"entitlement_friction": 0.699,
"labor_shortage": 0.591,
"portfolio_tightness": 0.471,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-105704",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:17:00Z",
"trace_id": "86e51dc6-c73c-4751-bba1-bd405f37fcf0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.386,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.161,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.29,
"battery_mwh": 0.33,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-8D34BF87F6",
"grid_service_limit_mw": 14.01,
"gross_sqft": 794915,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.537,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.42,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.311,
"nearby_nodes": 4,
"network_redundancy_score": 0.543,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 92... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 87.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.8,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 1.38,
"tenant_expansion_probability": 0.601
} | {
"annualized_noi_impact_usd": 84697,
"annualized_revenue_impact_usd": 133140,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 566270,
"expansion_capture_probability_post_event": 0.512,
"lease_rate_change_pct": 0.99,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.93
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.8
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.274,
"capital_availability": 0.537,
"demand_pressure": 0.778,
"entitlement_friction": 0.311,
"labor_shortage": 0.79,
"portfolio_tightness": 0.361,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-105705",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:12:00Z",
"trace_id": "cd9254e0-54f5-44a4-8a38-3646761dbb25"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"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": 0.335,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.21,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.25,
"battery_mwh": 10.84,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-A0EC8F03D0",
"grid_service_limit_mw": 8.74,
"gross_sqft": 618799,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.756,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.696,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.255,
"nearby_nodes": 8,
"network_redundancy_score": 0.675,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 30... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 86.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 2.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 3.4,
"rent_growth_90d_pct": 5.59,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 203239,
"annualized_revenue_impact_usd": 327809,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 452146,
"expansion_capture_probability_post_event": 0.493,
"lease_rate_change_pct": 3.44,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.63
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.43
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.434,
"capital_availability": 0.756,
"demand_pressure": 0.626,
"entitlement_friction": 0.255,
"labor_shortage": 1,
"portfolio_tightness": 0.648,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-105706",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:28:00Z",
"trace_id": "30cf9805-45f9-4e67-8495-eab7246b8189"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.168,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.314,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.28,
"battery_mwh": 9.98,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-9CF5F15F19",
"grid_service_limit_mw": 11.65,
"gross_sqft": 517732,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.642,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.755,
"nearby_nodes": 2,
"network_redundancy_score": 0.324,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 84.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 2.26,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 1.79,
"tenant_expansion_probability": 0.354
} | {
"annualized_noi_impact_usd": -69926,
"annualized_revenue_impact_usd": -94767,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 646905,
"expansion_capture_probability_post_event": 0.24,
"lease_rate_change_pct": -1.14,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.36
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.789,
"capital_availability": 0,
"demand_pressure": 0.584,
"entitlement_friction": 0.755,
"labor_shortage": 1,
"portfolio_tightness": 0.556,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-105707",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T06:32:00Z",
"trace_id": "cd05feda-a7b3-4aa3-9a99-d0c99fc31274"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.261,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.073,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.41,
"battery_mwh": 6.78,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-2D95A428B6",
"grid_service_limit_mw": 19.71,
"gross_sqft": 478707,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.695,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.568,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.16,
"nearby_nodes": 5,
"network_redundancy_score": 0.648,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 208495,... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30,
"dock_utilization_pct": 86.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.46,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.99,
"rent_growth_90d_pct": 5.64,
"tenant_expansion_probability": 0.559
... | {
"annualized_noi_impact_usd": 73465,
"annualized_revenue_impact_usd": 100586,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 389720,
"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 3.84,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.62
},
{
"action": "monit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.14,
"capital_availability": 0.695,
"demand_pressure": 0.691,
"entitlement_friction": 0.16,
"labor_shortage": 0.444,
"portfolio_tightness": 0.428,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-105708",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:50:00Z",
"trace_id": "752a4d54-5ac7-427d-8ea3-650350f06b5b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.055,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.137,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.45,
"battery_mwh": 1.3,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-1E00A7D707",
"grid_service_limit_mw": 8.63,
"gross_sqft": 828473,
"infill_site": false,
"lease_expiry_months": 60,
"occup... | {
"capital_availability": 0.678,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.299,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.253,
"nearby_nodes": 2,
"network_redundancy_score": 0.621,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 29.4,
"dock_utilization_pct": 80.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.633,
"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": 2.87,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.7,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 3.48,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 25781,
"annualized_revenue_impact_usd": 37320,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 475537,
"expansion_capture_probability_post_event": 0.338,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 22.95
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.638,
"capital_availability": 0.678,
"demand_pressure": 0.31,
"entitlement_friction": 0.253,
"labor_shortage": 0.62,
"portfolio_tightness": 0.704,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-105709",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T07:40:00Z",
"trace_id": "28a922cb-e782-41bf-b789-c4f7439282b2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.388,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.406,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.74,
"battery_mwh": 10.8,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-8797B9EC95",
"grid_service_limit_mw": 9.97,
"gross_sqft": 684848,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.377,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.396,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.666,
"nearby_nodes": 7,
"network_redundancy_score": 0.467,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 2.25,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 0.9,
"tenant_expansion_probability": 0.598
} | {
"annualized_noi_impact_usd": 51869,
"annualized_revenue_impact_usd": 78535,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 636329,
"expansion_capture_probability_post_event": 0.486,
"lease_rate_change_pct": -0.03,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.55
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.9,
"capital_availability": 0.377,
"demand_pressure": 0.685,
"entitlement_friction": 0.666,
"labor_shortage": 1,
"portfolio_tightness": 0.574,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-105710",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T07:27:00Z",
"trace_id": "ffc3ab51-cd09-4536-b212-9054f8ce7232"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.432,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.223,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.69,
"battery_mwh": 3.75,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-BC05D6084A",
"grid_service_limit_mw": 14.52,
"gross_sqft": 813419,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.446,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.535,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.767,
"nearby_nodes": 3,
"network_redundancy_score": 0.69,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 1.66,
"tenant_expansion_probability": 0.627
... | {
"annualized_noi_impact_usd": 96340,
"annualized_revenue_impact_usd": 132713,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 570077,
"expansion_capture_probability_post_event": 0.5,
"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.4
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.53
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.846,
"capital_availability": 0.446,
"demand_pressure": 0.696,
"entitlement_friction": 0.767,
"labor_shortage": 1,
"portfolio_tightness": 0.551,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-105711",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:01:00Z",
"trace_id": "7236a83b-0cfd-4803-bffb-bd36be626352"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.3,
"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": 0.334,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.226,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.65,
"battery_mwh": 9.25,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-091DF10760",
"grid_service_limit_mw": 6.69,
"gross_sqft": 244897,
"infill_site": true,
"lease_expiry_months": 40,
"o... | {
"capital_availability": 0.285,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.731,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.487,
"nearby_nodes": 2,
"network_redundancy_score": 0.422,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 87... | [
{
"appointment_fill_pct": 88,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.863,
"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": 2.39,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability": 0.485
... | {
"annualized_noi_impact_usd": -31274,
"annualized_revenue_impact_usd": -43851,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 680106,
"expansion_capture_probability_post_event": 0.346,
"lease_rate_change_pct": 0.39,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.4
},
{
"action": "offer_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.803,
"capital_availability": 0.285,
"demand_pressure": 0.548,
"entitlement_friction": 0.487,
"labor_shortage": 1,
"portfolio_tightness": 0.626,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-105712",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:23:00Z",
"trace_id": "4ed27d5f-6af5-4e57-9f47-1085d6293595"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.9,
"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": 0.24,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.229,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.27,
"battery_mwh": 9.59,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-17D66111D9",
"grid_service_limit_mw": 11.2,
"gross_sqft": 903687,
"infill_site": true,
"lease_expiry_months": 47,
"o... | {
"capital_availability": 0.486,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.553,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.437,
"nearby_nodes": 4,
"network_redundancy_score": 0.388,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"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": 2.41,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.7,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 2.56,
"rent_growth_90d_pct": 2.32,
"tenant_expansion_probability": 0.421
} | {
"annualized_noi_impact_usd": -78617,
"annualized_revenue_impact_usd": -123462,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 554792,
"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": -0.24,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.97
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.53
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.876,
"capital_availability": 0.486,
"demand_pressure": 0.577,
"entitlement_friction": 0.437,
"labor_shortage": 1,
"portfolio_tightness": 0.678,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-105713",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:59:00Z",
"trace_id": "ed921683-b58b-429f-a977-7eb5b5b2d384"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.09,
"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": 0.76,
"battery_mwh": 1.07,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-DDA2134FFF",
"grid_service_limit_mw": 12.54,
"gross_sqft": 1063554,
"infill_site": false,
"lease_expiry_months": 40,... | {
"capital_availability": 0.297,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.423,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.425,
"nearby_nodes": 3,
"network_redundancy_score": 0.807,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 200... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 80.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"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": "moderate",
"forecast... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.4,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 1.29,
"tenant_expansion_probability": 0.2... | {
"annualized_noi_impact_usd": -413276,
"annualized_revenue_impact_usd": -552057,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 571806,
"expansion_capture_probability_post_event": 0.189,
"lease_rate_change_pct": -1.64,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.04
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.61,
"capital_availability": 0.297,
"demand_pressure": 0.364,
"entitlement_friction": 0.425,
"labor_shortage": 0.915,
"portfolio_tightness": 0.591,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-105714",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:02:00Z",
"trace_id": "8b9035db-a321-499a-a273-e02373e07e58"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.22,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.189,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.2,
"battery_mwh": 3.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-DE30A318CA",
"grid_service_limit_mw": 13.06,
"gross_sqft": 1044977,
"infill_site": true,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.438,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.865,
"nearby_nodes": 8,
"network_redundancy_score": 0.688,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 85.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.3,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": 0.45
} | {
"annualized_noi_impact_usd": 23416,
"annualized_revenue_impact_usd": 36883,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 483499,
"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": -0.82,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 35.8
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.98
},
{
"action": "rebalance_carrier_mix",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.696,
"capital_availability": 0.358,
"demand_pressure": 0.6,
"entitlement_friction": 0.865,
"labor_shortage": 0.89,
"portfolio_tightness": 0.623,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-105715",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:00:00Z",
"trace_id": "62c731cf-05d4-4c10-9412-d398e72f4fb7"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.422,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.28,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.19,
"battery_mwh": 0.19,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-F83C091732",
"grid_service_limit_mw": 17.58,
"gross_sqft": 1023197,
"infill_site": false,
"lease_expiry_months": 26,... | {
"capital_availability": 0.499,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.739,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.438,
"nearby_nodes": 2,
"network_redundancy_score": 0.311,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 87.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.9,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.608
} | {
"annualized_noi_impact_usd": 81582,
"annualized_revenue_impact_usd": 111318,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 637840,
"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": 1.19,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.85
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.56
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.329,
"capital_availability": 0.499,
"demand_pressure": 0.713,
"entitlement_friction": 0.438,
"labor_shortage": 0.666,
"portfolio_tightness": 0.514,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-105716",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T07:48:00Z",
"trace_id": "a887109a-db3f-4137-9768-d2dfd287947e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "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": false,
"growth_rate": -0.029,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.226,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.57,
"battery_mwh": 0.62,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-4C62BB747C",
"grid_service_limit_mw": 8.26,
"gross_sqft": 528464,
"infill_site": false,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.794,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.523,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.802,
"nearby_nodes": 5,
"network_redundancy_score": 0.866,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 81.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"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": 2.56,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.3,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.236
} | {
"annualized_noi_impact_usd": -66355,
"annualized_revenue_impact_usd": -113992,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 479978,
"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": -2.04,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.76
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.269,
"capital_availability": 0.794,
"demand_pressure": 0.403,
"entitlement_friction": 0.802,
"labor_shortage": 0.805,
"portfolio_tightness": 0.604,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-105717",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:57:00Z",
"trace_id": "42298698-b165-4c8f-92b6-a891fab21397"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"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": 0.263,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.22,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.48,
"battery_mwh": 11.07,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 56,
"facility_id": "FAC-363582DE7A",
"grid_service_limit_mw": 21.7,
"gross_sqft": 568332,
"infill_site": true,
"lease_expiry_months": 38,
"... | {
"capital_availability": 0.527,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.379,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.174,
"nearby_nodes": 4,
"network_redundancy_score": 0.801,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.9,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.726,
"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": 2.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.7,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 4.53,
"rent_growth_90d_pct": 5.33,
"tenant_expansion_probability": 0.557
} | {
"annualized_noi_impact_usd": 60919,
"annualized_revenue_impact_usd": 80214,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 540230,
"expansion_capture_probability_post_event": 0.505,
"lease_rate_change_pct": 2.88,
"occupancy_shift": 0.021,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.01
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.92
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.187,
"capital_availability": 0.527,
"demand_pressure": 0.608,
"entitlement_friction": 0.174,
"labor_shortage": 0.691,
"portfolio_tightness": 0.557,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-105718",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:45:00Z",
"trace_id": "035f1add-ad6d-44e6-bef2-3779c2336be2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.116,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.402,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.22,
"battery_mwh": 7.17,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-F34ECFE299",
"grid_service_limit_mw": 9.72,
"gross_sqft": 772237,
"infill_site": true,
"lease_expiry_months": 16,
"... | {
"capital_availability": 0.677,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.696,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.24,
"nearby_nodes": 5,
"network_redundancy_score": 0.711,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 463... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 82,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.651,
"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": 2.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 3.99,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0.467
} | {
"annualized_noi_impact_usd": 74521,
"annualized_revenue_impact_usd": 99041,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 340584,
"expansion_capture_probability_post_event": 0.444,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.2
},
{
"action": "secure... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.503,
"capital_availability": 0.677,
"demand_pressure": 0.401,
"entitlement_friction": 0.24,
"labor_shortage": 0.836,
"portfolio_tightness": 0.685,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-105719",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T08:07:00Z",
"trace_id": "d5cab60f-313c-41fe-a537-14b515cb214e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"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": 0.058,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.149,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.42,
"battery_mwh": 7.06,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 102,
"facility_id": "FAC-7166816DD2",
"grid_service_limit_mw": 13.03,
"gross_sqft": 1028212,
"infill_site": true,
"lease_expiry_months": 30,
"occ... | {
"capital_availability": 0.343,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.237,
"nearby_nodes": 2,
"network_redundancy_score": 0.448,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 80.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.6,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.4,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 0.05,
"tenant_expansion_probability": 0.157
} | {
"annualized_noi_impact_usd": -234251,
"annualized_revenue_impact_usd": -374700,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 746075,
"expansion_capture_probability_post_event": 0.039,
"lease_rate_change_pct": -3.15,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.46
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.58
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.414,
"capital_availability": 0.343,
"demand_pressure": 0.401,
"entitlement_friction": 0.237,
"labor_shortage": 0.769,
"portfolio_tightness": 0.415,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-105720",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:19:00Z",
"trace_id": "fcd0a35a-eee6-4f4b-a333-62109644d4b9"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.388,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.436,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.74,
"battery_mwh": 6.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 137,
"facility_id": "FAC-7BE576D412",
"grid_service_limit_mw": 26.92,
"gross_sqft": 1377022,
"infill_site": false,
"lease_expiry_months": 47,
"oc... | {
"capital_availability": 0.504,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.284,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.338,
"nearby_nodes": 6,
"network_redundancy_score": 0.324,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 87.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"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": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.3,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 5.02,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 129110,
"annualized_revenue_impact_usd": 208962,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 607346,
"expansion_capture_probability_post_event": 0.496,
"lease_rate_change_pct": 3.56,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.17
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.369,
"capital_availability": 0.504,
"demand_pressure": 0.741,
"entitlement_friction": 0.338,
"labor_shortage": 0.73,
"portfolio_tightness": 0.495,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.882,
"id": "FORGE-105721",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:35:00Z",
"trace_id": "b925ae1b-0a20-44f7-86c0-e8219c2511c1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.401,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.306,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.75,
"battery_mwh": 2.95,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-06056F371A",
"grid_service_limit_mw": 17.02,
"gross_sqft": 1262051,
"infill_site": false,
"lease_expiry_months": 58,
"o... | {
"capital_availability": 0.352,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.809,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.36,
"nearby_nodes": 7,
"network_redundancy_score": 0.395,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 77... | [
{
"appointment_fill_pct": 94.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 88.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"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": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.4,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 2,
"tenant_expansion_probability": 0.586
} | {
"annualized_noi_impact_usd": 28290,
"annualized_revenue_impact_usd": 40428,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 620713,
"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": 1.57,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.59
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.276,
"capital_availability": 0.352,
"demand_pressure": 0.828,
"entitlement_friction": 0.36,
"labor_shortage": 0.591,
"portfolio_tightness": 0.353,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-105722",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T09:17:00Z",
"trace_id": "25c18071-fc19-466d-b417-1046025ec449"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.398,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.27,
"battery_mwh": 4.49,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-229422A8F0",
"grid_service_limit_mw": 21.13,
"gross_sqft": 737871,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.49,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.672,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.597,
"nearby_nodes": 5,
"network_redundancy_score": 0.705,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.7,
"dock_utilization_pct": 87.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 1.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 101669,
"annualized_revenue_impact_usd": 153284,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 497147,
"expansion_capture_probability_post_event": 0.537,
"lease_rate_change_pct": 2.15,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.22
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.832,
"capital_availability": 0.49,
"demand_pressure": 0.763,
"entitlement_friction": 0.597,
"labor_shortage": 0.931,
"portfolio_tightness": 0.45,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-105723",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:16:00Z",
"trace_id": "56778f33-c88b-4616-8e1d-f269dc2fa212"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.335,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.339,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.27,
"battery_mwh": 10.73,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-1C46BF3BD3",
"grid_service_limit_mw": 14.94,
"gross_sqft": 980384,
"infill_site": false,
"lease_expiry_months": 71,
"oc... | {
"capital_availability": 0.042,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.597,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.566,
"nearby_nodes": 2,
"network_redundancy_score": 0.705,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 85.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.9,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 0.47,
"tenant_expansion_probability": 0.574
} | {
"annualized_noi_impact_usd": 43931,
"annualized_revenue_impact_usd": 74680,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 452558,
"expansion_capture_probability_post_event": 0.491,
"lease_rate_change_pct": -0.01,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.11
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.779,
"capital_availability": 0.042,
"demand_pressure": 0.631,
"entitlement_friction": 0.566,
"labor_shortage": 0.84,
"portfolio_tightness": 0.54,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-105724",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:54:00Z",
"trace_id": "551ed617-aed4-4b8c-8230-51d56329fcf5"
} | {
"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": 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": 0.374,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.373,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.66,
"battery_mwh": 9.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-3E41495C78",
"grid_service_limit_mw": 18.75,
"gross_sqft": 1366623,
"infill_site": true,
"lease_expiry_months": 54,
"oc... | {
"capital_availability": 0.279,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.572,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.578,
"nearby_nodes": 4,
"network_redundancy_score": 0.752,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 923884... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.5,
"dock_utilization_pct": 91.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"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": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.4,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 2.37,
"tenant_expansion_probability": 0.574
} | {
"annualized_noi_impact_usd": 185054,
"annualized_revenue_impact_usd": 239746,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 544127,
"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 1.5,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.65
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.91
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.391,
"capital_availability": 0.279,
"demand_pressure": 1,
"entitlement_friction": 0.578,
"labor_shortage": 0.697,
"portfolio_tightness": 0.352,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-105725",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:01:00Z",
"trace_id": "f6b8472b-9619-46e0-9d9e-3833b19f87f5"
} | {
"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": "development_timing_risk",
"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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.01,
"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.... | {
"automation_penetration": 0.33,
"battery_mwh": 1.96,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-312C28EBAB",
"grid_service_limit_mw": 19.74,
"gross_sqft": 760331,
"infill_site": true,
"lease_expiry_months": 13,
"occu... | {
"capital_availability": 0.266,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.301,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.653,
"nearby_nodes": 5,
"network_redundancy_score": 0.7,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 78.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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": 1.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": -1.12,
"rent_growth_90d_pct": 0.15,
"tenant_expansion_probability": 0.147
} | {
"annualized_noi_impact_usd": -171376,
"annualized_revenue_impact_usd": -246653,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 90,
"estimated_capex_usd": 615542,
"expansion_capture_probability_post_event": 0.046,
"lease_rate_change_pct": -3.21,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.44
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31.54
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.925,
"capital_availability": 0.266,
"demand_pressure": 0.273,
"entitlement_friction": 0.653,
"labor_shortage": 0.908,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.738,
"id": "FORGE-105726",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:44:00Z",
"trace_id": "74185a06-43dd-4130-befa-46e6ac1d7238"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"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": 0.008,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.394,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.19,
"battery_mwh": 4.83,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-77DA20709D",
"grid_service_limit_mw": 12.9,
"gross_sqft": 1393896,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.313,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.692,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.534,
"nearby_nodes": 5,
"network_redundancy_score": 0.777,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 76.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"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": 1.57,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": -1.16,
"rent_growth_90d_pct": -1.74,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -292178,
"annualized_revenue_impact_usd": -493416,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 45,
"estimated_capex_usd": 466367,
"expansion_capture_probability_post_event": 0.045,
"lease_rate_change_pct": -4.43,
"occupancy_shift": -0.021,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.82
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.91
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.698,
"capital_availability": 0.313,
"demand_pressure": 0.168,
"entitlement_friction": 0.534,
"labor_shortage": 0.751,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-105727",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:10:00Z",
"trace_id": "0db87873-ce16-44d2-8083-7d1ca20a3190"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.195,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.096,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.33,
"battery_mwh": 7.17,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 102,
"facility_id": "FAC-CFA1ABDB6C",
"grid_service_limit_mw": 8.77,
"gross_sqft": 1026173,
"infill_site": false,
"lease_expiry_months": 18,
"occ... | {
"capital_availability": 0.281,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.537,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.759,
"nearby_nodes": 2,
"network_redundancy_score": 0.769,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -161843,
"annualized_revenue_impact_usd": -237874,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 727756,
"expansion_capture_probability_post_event": 0.227,
"lease_rate_change_pct": -0.02,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.5
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.27
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.463,
"capital_availability": 0.281,
"demand_pressure": 0.402,
"entitlement_friction": 0.759,
"labor_shortage": 0.868,
"portfolio_tightness": 0.596,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-105728",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:31:00Z",
"trace_id": "dfa8da2e-e68b-45a1-99e9-1fa2097d69f4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.19,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.111,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.29,
"battery_mwh": 7.78,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-C2B6A4BA63",
"grid_service_limit_mw": 12.29,
"gross_sqft": 883815,
"infill_site": true,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.673,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.446,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.092,
"nearby_nodes": 8,
"network_redundancy_score": 0.44,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 81.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 0.59,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probability": 0.328
... | {
"annualized_noi_impact_usd": -37098,
"annualized_revenue_impact_usd": -58970,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 516172,
"expansion_capture_probability_post_event": 0.242,
"lease_rate_change_pct": 0.65,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.1
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.22
},
{
"action": "shift_overflow_to_sa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.482,
"capital_availability": 0.673,
"demand_pressure": 0.476,
"entitlement_friction": 0.092,
"labor_shortage": 0.587,
"portfolio_tightness": 0.375,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-105729",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:14:00Z",
"trace_id": "94536ede-ab6e-47ff-a619-6ee976ddf612"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.019,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.296,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.2,
"battery_mwh": 1.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-C882FF2022",
"grid_service_limit_mw": 22.18,
"gross_sqft": 1075385,
"infill_site": true,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.104,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.482,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.111,
"nearby_nodes": 6,
"network_redundancy_score": 0.693,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 326975... | [
{
"appointment_fill_pct": 82,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 78.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.724,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.2,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 0.34,
"rent_growth_90d_pct": 0.94,
"tenant_expansion_probability": 0.185
} | {
"annualized_noi_impact_usd": -182063,
"annualized_revenue_impact_usd": -281726,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 367021,
"expansion_capture_probability_post_event": 0.115,
"lease_rate_change_pct": -1.92,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.01
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.563,
"capital_availability": 0.104,
"demand_pressure": 0.253,
"entitlement_friction": 0.111,
"labor_shortage": 0.812,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-105730",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T08:47:00Z",
"trace_id": "7b01ba33-19aa-4529-986a-06647be86655"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"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": 0.196,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.102,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.42,
"battery_mwh": 0.84,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-AFC3AED807",
"grid_service_limit_mw": 17.66,
"gross_sqft": 575394,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.56,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.468,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.758,
"nearby_nodes": 5,
"network_redundancy_score": 0.423,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 700623,
... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.7,
"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79,
"occupancy_90d": 1,
"rent_growth_30d_pct": -0.46,
"rent_growth_90d_pct": 0.6,
"tenant_expansion_probability": 0.394
} | {
"annualized_noi_impact_usd": -15090,
"annualized_revenue_impact_usd": -21513,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 499441,
"expansion_capture_probability_post_event": 0.317,
"lease_rate_change_pct": -0.6,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.05
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.57
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.584,
"capital_availability": 0.56,
"demand_pressure": 0.458,
"entitlement_friction": 0.758,
"labor_shortage": 0.546,
"portfolio_tightness": 0.372,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-105731",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T07:18:00Z",
"trace_id": "680e6352-0ede-4635-a77a-845e5f375b5d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.365,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.328,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.47,
"battery_mwh": 10.96,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-FFB119F5E7",
"grid_service_limit_mw": 15.1,
"gross_sqft": 1271519,
"infill_site": false,
"lease_expiry_months": 58,... | {
"capital_availability": 0.528,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.689,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.229,
"nearby_nodes": 7,
"network_redundancy_score": 0.424,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 88.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.723,
"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": 2.29,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.77,
"rent_growth_90d_pct": 5.39,
"tenant_expansion_probability": 0.715
} | {
"annualized_noi_impact_usd": 188999,
"annualized_revenue_impact_usd": 246038,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 418284,
"expansion_capture_probability_post_event": 0.683,
"lease_rate_change_pct": 4.08,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.2
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.51
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.201,
"capital_availability": 0.528,
"demand_pressure": 0.785,
"entitlement_friction": 0.229,
"labor_shortage": 0.788,
"portfolio_tightness": 0.488,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-105732",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T06:52:00Z",
"trace_id": "ab39e4b5-0748-4879-aed7-34ad64d2303b"
} | {
"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": 7.7,
"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": 0.067,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.271,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.28,
"battery_mwh": 8.6,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-E3B09AABC1",
"grid_service_limit_mw": 18.83,
"gross_sqft": 216142,
"infill_site": true,
"lease_expiry_months": 17,
"... | {
"capital_availability": 0.706,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.344,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.529,
"nearby_nodes": 3,
"network_redundancy_score": 0.864,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 80.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"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": 1.62,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": -0.36,
"rent_growth_90d_pct": -1.16,
"tenant_expansion_probability": 0.241
} | {
"annualized_noi_impact_usd": -36125,
"annualized_revenue_impact_usd": -53650,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 490996,
"expansion_capture_probability_post_event": 0.156,
"lease_rate_change_pct": -3.33,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.37
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.09
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.468,
"capital_availability": 0.706,
"demand_pressure": 0.426,
"entitlement_friction": 0.529,
"labor_shortage": 0.797,
"portfolio_tightness": 0.35,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-105733",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:23:00Z",
"trace_id": "f688b5f9-2e7f-4da2-ba0e-9ffa21405cb4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.219,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.191,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.41,
"battery_mwh": 0.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-F510D08EB1",
"grid_service_limit_mw": 12.16,
"gross_sqft": 1367536,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.378,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.454,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.339,
"nearby_nodes": 3,
"network_redundancy_score": 0.382,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.3,
"dock_utilization_pct": 84.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.665,
"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": 2.2,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.6,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 1.97,
"tenant_expansion_probability": 0.54
} | {
"annualized_noi_impact_usd": 145303,
"annualized_revenue_impact_usd": 242657,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 345335,
"expansion_capture_probability_post_event": 0.515,
"lease_rate_change_pct": 0.71,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.68
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.06,
"capital_availability": 0.378,
"demand_pressure": 0.603,
"entitlement_friction": 0.339,
"labor_shortage": 0.555,
"portfolio_tightness": 0.405,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-105734",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T06:44:00Z",
"trace_id": "11e198cd-aa68-4d20-b04d-6669dfeadfb9"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.136,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.306,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.26,
"battery_mwh": 1.92,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-BD04FEA449",
"grid_service_limit_mw": 22.63,
"gross_sqft": 668251,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.634,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.392,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.104,
"nearby_nodes": 5,
"network_redundancy_score": 0.841,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 83.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.2,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.349
} | {
"annualized_noi_impact_usd": -46953,
"annualized_revenue_impact_usd": -80288,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 542244,
"expansion_capture_probability_post_event": 0.277,
"lease_rate_change_pct": -0.38,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.01
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.381,
"capital_availability": 0.634,
"demand_pressure": 0.537,
"entitlement_friction": 0.104,
"labor_shortage": 0.753,
"portfolio_tightness": 0.513,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-105735",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T07:11:00Z",
"trace_id": "e1e958ac-629a-4793-bf11-3a302f05fc00"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.151,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.176,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.51,
"battery_mwh": 12.49,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 146,
"facility_id": "FAC-24489D7882",
"grid_service_limit_mw": 16.36,
"gross_sqft": 1461571,
"infill_site": false,
"lease_expiry_months": 57... | {
"capital_availability": 0.538,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.448,
"nearby_nodes": 3,
"network_redundancy_score": 0.373,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 84.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.9,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability": 0.378
} | {
"annualized_noi_impact_usd": -47254,
"annualized_revenue_impact_usd": -66618,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 580159,
"expansion_capture_probability_post_event": 0.281,
"lease_rate_change_pct": -0.05,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.6
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.3
},
{
"action": "rebalance_carrier_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.278,
"capital_availability": 0.538,
"demand_pressure": 0.575,
"entitlement_friction": 0.448,
"labor_shortage": 0.938,
"portfolio_tightness": 0.556,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-105736",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T06:51:00Z",
"trace_id": "622bb5fb-9b5c-4012-8c7d-f52e317a6272"
} | {
"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": 8.1,
"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": 0.18,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.256,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.43,
"battery_mwh": 8.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-AB2A790D2E",
"grid_service_limit_mw": 17.71,
"gross_sqft": 365669,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.655,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.796,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.517,
"nearby_nodes": 6,
"network_redundancy_score": 0.61,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 83,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 1.73,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 0.65,
"rent_growth_90d_pct": 2.21,
"tenant_expansion_probability": 0.375
} | {
"annualized_noi_impact_usd": -6077,
"annualized_revenue_impact_usd": -8604,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 511341,
"expansion_capture_probability_post_event": 0.282,
"lease_rate_change_pct": -0.1,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.99
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.99
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.335,
"capital_availability": 0.655,
"demand_pressure": 0.532,
"entitlement_friction": 0.517,
"labor_shortage": 0.815,
"portfolio_tightness": 0.385,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-105737",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:06:00Z",
"trace_id": "dff777d8-c671-46e8-9463-eb21535a61c1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.102,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.124,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.23,
"battery_mwh": 8.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-C9D050AA85",
"grid_service_limit_mw": 14.51,
"gross_sqft": 835935,
"infill_site": true,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.29,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.237,
"nearby_nodes": 7,
"network_redundancy_score": 0.811,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1502... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 80.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.641,
"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": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.4,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 3.73,
"tenant_expansion_probability": 0.392
} | {
"annualized_noi_impact_usd": 33517,
"annualized_revenue_impact_usd": 47135,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 369125,
"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": 1.04,
"occupancy_shift": 0.023,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.73
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 25.71
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.53,
"capital_availability": 0.2,
"demand_pressure": 0.368,
"entitlement_friction": 0.237,
"labor_shortage": 0.732,
"portfolio_tightness": 0.449,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-105738",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:47:00Z",
"trace_id": "3a79f5e5-7543-4c3a-b062-378cc8220142"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.004,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.317,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.57,
"battery_mwh": 0.34,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-BBCD387228",
"grid_service_limit_mw": 19.49,
"gross_sqft": 880301,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.517,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.289,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.537,
"nearby_nodes": 8,
"network_redundancy_score": 0.758,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 80.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.2,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 0.35,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability": 0.159
} | {
"annualized_noi_impact_usd": -105597,
"annualized_revenue_impact_usd": -151789,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 462504,
"expansion_capture_probability_post_event": 0.063,
"lease_rate_change_pct": -1.16,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.34
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.601,
"capital_availability": 0.517,
"demand_pressure": 0.392,
"entitlement_friction": 0.537,
"labor_shortage": 0.797,
"portfolio_tightness": 0.484,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-105739",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:21:00Z",
"trace_id": "9ba7118d-cfbe-4cc4-85f8-00f5b8f86d00"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.249,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.105,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.36,
"battery_mwh": 10.52,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-CE50E8DDFB",
"grid_service_limit_mw": 15.72,
"gross_sqft": 1118576,
"infill_site": false,
"lease_expiry_months": 53... | {
"capital_availability": 0.509,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.385,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.085,
"nearby_nodes": 6,
"network_redundancy_score": 0.313,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.6,
"dock_utilization_pct": 84.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"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": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.8,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 3.87,
"rent_growth_90d_pct": 6.4,
"tenant_expansion_probability": 0.5... | {
"annualized_noi_impact_usd": 180431,
"annualized_revenue_impact_usd": 304525,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 352935,
"expansion_capture_probability_post_event": 0.553,
"lease_rate_change_pct": 4.38,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.95
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.254,
"capital_availability": 0.509,
"demand_pressure": 0.563,
"entitlement_friction": 0.085,
"labor_shortage": 0.575,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-105740",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T05:48:00Z",
"trace_id": "a16dbe96-3ebc-4ac8-9e0e-79d7f508cbec"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.059,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.226,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.55,
"battery_mwh": 1.6,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 70,
"facility_id": "FAC-CDC1327555",
"grid_service_limit_mw": 13.8,
"gross_sqft": 704883,
"infill_site": true,
"lease_expiry_months": 69,
"oc... | {
"capital_availability": 0.491,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.631,
"nearby_nodes": 8,
"network_redundancy_score": 0.482,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 1.65,
"tenant_expansion_probability": 0.19... | {
"annualized_noi_impact_usd": -333887,
"annualized_revenue_impact_usd": -494569,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 693969,
"expansion_capture_probability_post_event": 0.058,
"lease_rate_change_pct": -2.55,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.18
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.34
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.545,
"capital_availability": 0.491,
"demand_pressure": 0.341,
"entitlement_friction": 0.631,
"labor_shortage": 0.905,
"portfolio_tightness": 0.667,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-105741",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T07:35:00Z",
"trace_id": "a3dcf78b-0155-487e-9b2c-6099c66c65be"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.304,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.306,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.35,
"battery_mwh": 1.68,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-708AAA2D29",
"grid_service_limit_mw": 11.29,
"gross_sqft": 940909,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.889,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.705,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.566,
"nearby_nodes": 2,
"network_redundancy_score": 0.602,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 85.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 35.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"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": 1.94,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.8,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 5.21,
"tenant_expansion_probability": 0.633
} | {
"annualized_noi_impact_usd": 140434,
"annualized_revenue_impact_usd": 229482,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 352191,
"expansion_capture_probability_post_event": 0.601,
"lease_rate_change_pct": 3.53,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.55
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.89
},
{
"action": "delay_spec_development",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.398,
"capital_availability": 0.889,
"demand_pressure": 0.664,
"entitlement_friction": 0.566,
"labor_shortage": 0.711,
"portfolio_tightness": 0.411,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.884,
"id": "FORGE-105742",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:16:00Z",
"trace_id": "543527c1-1ae5-4e8d-99ee-4233e197b0f6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": 0.309,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.348,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.22,
"battery_mwh": 0.67,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-E3687C61C0",
"grid_service_limit_mw": 13.99,
"gross_sqft": 1218896,
"infill_site": false,
"lease_expiry_months": 53,
"o... | {
"capital_availability": 0.31,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.262,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.179,
"nearby_nodes": 6,
"network_redundancy_score": 0.539,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 90.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fill_rate_... | {
"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": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.6,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 3.68,
"rent_growth_90d_pct": 6.13,
"tenant_expansion_probability": 0.534
} | {
"annualized_noi_impact_usd": 123912,
"annualized_revenue_impact_usd": 175996,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 498096,
"expansion_capture_probability_post_event": 0.459,
"lease_rate_change_pct": 4.34,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.55
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.55
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.324,
"capital_availability": 0.31,
"demand_pressure": 0.888,
"entitlement_friction": 0.179,
"labor_shortage": 0.628,
"portfolio_tightness": 0.489,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-105743",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:56:00Z",
"trace_id": "9979b170-24a2-454c-b6c7-60f7bd17ff7c"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.036,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.483,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.61,
"battery_mwh": 7.54,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-D2DBC623C5",
"grid_service_limit_mw": 11.82,
"gross_sqft": 1109799,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.205,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.652,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.681,
"nearby_nodes": 6,
"network_redundancy_score": 0.349,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 76.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"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": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": -0.71,
"rent_growth_90d_pct": -1.12,
"tenant_expansion_probability": 0.209
} | {
"annualized_noi_impact_usd": -195503,
"annualized_revenue_impact_usd": -308691,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 625381,
"expansion_capture_probability_post_event": 0.106,
"lease_rate_change_pct": -3.84,
"occupancy_shift": -0.024,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.46
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 25.32
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.337,
"capital_availability": 0.205,
"demand_pressure": 0.193,
"entitlement_friction": 0.681,
"labor_shortage": 0.758,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-105744",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T06:08:00Z",
"trace_id": "d00b2812-b0ca-4804-914a-96511be36eb4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": -0.009,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.275,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.62,
"battery_mwh": 7.62,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-C46BD92570",
"grid_service_limit_mw": 18.13,
"gross_sqft": 806396,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.561,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.507,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.342,
"nearby_nodes": 5,
"network_redundancy_score": 0.671,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 83.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"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": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.7,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 4.25,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -64168,
"annualized_revenue_impact_usd": -92813,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 359816,
"expansion_capture_probability_post_event": 0.138,
"lease_rate_change_pct": 0.67,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.69
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.248,
"capital_availability": 0.561,
"demand_pressure": 0.522,
"entitlement_friction": 0.342,
"labor_shortage": 0.625,
"portfolio_tightness": 0.475,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-105745",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:16:00Z",
"trace_id": "8db642f8-d1fb-436d-b0b4-22e3c4702d9c"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.245,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.386,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.76,
"battery_mwh": 7.26,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-4A400D5196",
"grid_service_limit_mw": 11.66,
"gross_sqft": 940904,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.197,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.614,
"nearby_nodes": 7,
"network_redundancy_score": 0.782,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 31... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 83.8,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 76.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.8,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -49992,
"annualized_revenue_impact_usd": -66966,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 610982,
"expansion_capture_probability_post_event": 0.334,
"lease_rate_change_pct": 0.43,
"occupancy_shift": -0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.5
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.4
},
{
"action": "secure_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.296,
"capital_availability": 0.197,
"demand_pressure": 0.497,
"entitlement_friction": 0.614,
"labor_shortage": 0.781,
"portfolio_tightness": 0.668,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-105746",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T07:30:00Z",
"trace_id": "e61f8d9d-e2c5-4f29-a26b-9a27c895aeb4"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.324,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.08,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.57,
"battery_mwh": 9.33,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-8A6B10FB3D",
"grid_service_limit_mw": 14.73,
"gross_sqft": 722688,
"infill_site": true,
"lease_expiry_months": 9,
"... | {
"capital_availability": 0.452,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.621,
"nearby_nodes": 5,
"network_redundancy_score": 0.68,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 217... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 1.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 0.18,
"rent_growth_90d_pct": 0.36,
"tenant_expansion_probability": 0.471
... | {
"annualized_noi_impact_usd": 7403,
"annualized_revenue_impact_usd": 9978,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 717319,
"expansion_capture_probability_post_event": 0.354,
"lease_rate_change_pct": -0.88,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.11
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.67
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.793,
"capital_availability": 0.452,
"demand_pressure": 0.538,
"entitlement_friction": 0.621,
"labor_shortage": 0.832,
"portfolio_tightness": 0.418,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-105747",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T06:00:00Z",
"trace_id": "4a8878b6-e2e2-4851-8a48-fa9e587b6007"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.447,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.195,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.55,
"battery_mwh": 1.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-5C5FD89652",
"grid_service_limit_mw": 15.03,
"gross_sqft": 653314,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.516,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.335,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.481,
"nearby_nodes": 4,
"network_redundancy_score": 0.483,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 88.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 1.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 86514,
"annualized_revenue_impact_usd": 125124,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 383606,
"expansion_capture_probability_post_event": 0.588,
"lease_rate_change_pct": 3.03,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.29
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.96
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.363,
"capital_availability": 0.516,
"demand_pressure": 0.824,
"entitlement_friction": 0.481,
"labor_shortage": 0.598,
"portfolio_tightness": 0.319,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-105748",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:37:00Z",
"trace_id": "ababae94-1aa8-43db-bf04-07a9b01971dc"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.154,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.288,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.2,
"battery_mwh": 10.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-4ECFFF6AFE",
"grid_service_limit_mw": 20.77,
"gross_sqft": 771265,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.475,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.756,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.209,
"nearby_nodes": 3,
"network_redundancy_score": 0.368,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 180073... | [
{
"appointment_fill_pct": 78,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 83.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 4.11,
"tenant_expansion_probability": 0.375
} | {
"annualized_noi_impact_usd": 3457,
"annualized_revenue_impact_usd": 5230,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 338836,
"expansion_capture_probability_post_event": 0.301,
"lease_rate_change_pct": 1.56,
"occupancy_shift": 0.003,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.96
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.351,
"capital_availability": 0.475,
"demand_pressure": 0.513,
"entitlement_friction": 0.209,
"labor_shortage": 0.792,
"portfolio_tightness": 0.488,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-105749",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:32:00Z",
"trace_id": "07e74bfd-b314-4b22-8502-47ab3cb0f65c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.214,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.134,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.33,
"battery_mwh": 1.98,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-11794B3FB4",
"grid_service_limit_mw": 12.14,
"gross_sqft": 364905,
"infill_site": true,
"lease_expiry_months": 44,
"occu... | {
"capital_availability": 0.448,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.431,
"nearby_nodes": 4,
"network_redundancy_score": 0.597,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.1,
"dock_utilization_pct": 85.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 3.49,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": 0.508
} | {
"annualized_noi_impact_usd": 38766,
"annualized_revenue_impact_usd": 52388,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 472813,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 0.75,
"occupancy_shift": 0.032,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.15
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32
},
{
"action": "rebalanc... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.369,
"capital_availability": 0.448,
"demand_pressure": 0.655,
"entitlement_friction": 0.431,
"labor_shortage": 0.481,
"portfolio_tightness": 0.469,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-105750",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:30:00Z",
"trace_id": "36c6f0c2-cf32-4512-825a-4ecc8e5fa4f2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.322,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.344,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.65,
"battery_mwh": 5.68,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 136,
"facility_id": "FAC-D43C742D43",
"grid_service_limit_mw": 12.28,
"gross_sqft": 1363797,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.278,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.408,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.581,
"nearby_nodes": 6,
"network_redundancy_score": 0.522,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 30... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.878,
"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": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.1,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 2.91,
"tenant_expansion_probability": 0.485
... | {
"annualized_noi_impact_usd": -146874,
"annualized_revenue_impact_usd": -196907,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 736966,
"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": 0.35,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.3
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.46
},
{
"action": "sec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.715,
"capital_availability": 0.278,
"demand_pressure": 0.681,
"entitlement_friction": 0.581,
"labor_shortage": 1,
"portfolio_tightness": 0.628,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-105751",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:54:00Z",
"trace_id": "8609ff0e-6cf1-4c4a-bc5c-1a1ac7edff6a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.249,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.38,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.62,
"battery_mwh": 6.32,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-F836743566",
"grid_service_limit_mw": 16.75,
"gross_sqft": 632145,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.547,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.258,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.442,
"nearby_nodes": 6,
"network_redundancy_score": 0.849,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 733103... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 83.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.5,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 2.28,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 12736,
"annualized_revenue_impact_usd": 21795,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 301288,
"expansion_capture_probability_post_event": 0.443,
"lease_rate_change_pct": 1.08,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.49
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.274,
"capital_availability": 0.547,
"demand_pressure": 0.516,
"entitlement_friction": 0.442,
"labor_shortage": 0.723,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-105752",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T07:01:00Z",
"trace_id": "77e44075-d3e1-4450-8a91-f1e247a3e39b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.06,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.388,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.2,
"battery_mwh": 3.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 31,
"facility_id": "FAC-39060E9E3C",
"grid_service_limit_mw": 18.2,
"gross_sqft": 319288,
"infill_site": false,
"lease_expiry_months": 50,
"o... | {
"capital_availability": 0.536,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.261,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.112,
"nearby_nodes": 3,
"network_redundancy_score": 0.703,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 75.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 80.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 0.04,
"rent_growth_90d_pct": 1.6,
"tenant_expansion_probability": 0.159
} | {
"annualized_noi_impact_usd": -32784,
"annualized_revenue_impact_usd": -54929,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 522951,
"expansion_capture_probability_post_event": 0.065,
"lease_rate_change_pct": -1.28,
"occupancy_shift": -0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.14
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.23
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.357,
"capital_availability": 0.536,
"demand_pressure": 0.436,
"entitlement_friction": 0.112,
"labor_shortage": 0.553,
"portfolio_tightness": 0.312,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-105753",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:45:00Z",
"trace_id": "19401865-d501-4b6a-91d3-caaf297f0f98"
} | {
"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.308,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.14,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.48,
"battery_mwh": 8.96,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-C66E3C9C50",
"grid_service_limit_mw": 9.51,
"gross_sqft": 284193,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.623,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.534,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.415,
"nearby_nodes": 5,
"network_redundancy_score": 0.625,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 85.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 5.14,
"tenant_expansion_probability": 0.521
} | {
"annualized_noi_impact_usd": 10879,
"annualized_revenue_impact_usd": 18436,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 522532,
"expansion_capture_probability_post_event": 0.416,
"lease_rate_change_pct": 2.7,
"occupancy_shift": 0.002,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.51
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.833,
"capital_availability": 0.623,
"demand_pressure": 0.608,
"entitlement_friction": 0.415,
"labor_shortage": 1,
"portfolio_tightness": 0.646,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-105754",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:55:00Z",
"trace_id": "68f16217-62e9-454e-9f5f-f7524d8cf12c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"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": 0.208,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.087,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.44,
"battery_mwh": 8.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 106,
"facility_id": "FAC-E39C1D2AA4",
"grid_service_limit_mw": 17.28,
"gross_sqft": 1067528,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.239,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.47,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.163,
"nearby_nodes": 4,
"network_redundancy_score": 0.803,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.7,
"dock_utilization_pct": 80.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 2.12,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.7,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 0.3,
"rent_growth_90d_pct": -1.02,
"tenant_expansion_probability": 0.311
} | {
"annualized_noi_impact_usd": -221218,
"annualized_revenue_impact_usd": -331559,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 589600,
"expansion_capture_probability_post_event": 0.204,
"lease_rate_change_pct": -2.37,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.78
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.58
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.717,
"capital_availability": 0.239,
"demand_pressure": 0.388,
"entitlement_friction": 0.163,
"labor_shortage": 0.602,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-105755",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:44:00Z",
"trace_id": "2a4e5781-fd29-4724-98ca-c54412d2145a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.403,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.237,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.25,
"battery_mwh": 0.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-2A16CDE57D",
"grid_service_limit_mw": 8.53,
"gross_sqft": 768693,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.408,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.723,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.767,
"nearby_nodes": 6,
"network_redundancy_score": 0.446,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 106... | [
{
"appointment_fill_pct": 85,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 90.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 2.57,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.6,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 4.56,
"rent_growth_90d_pct": 4.81,
"tenant_expansion_probability": 0.711
} | {
"annualized_noi_impact_usd": 208367,
"annualized_revenue_impact_usd": 322849,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 474300,
"expansion_capture_probability_post_event": 0.614,
"lease_rate_change_pct": 3.39,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.55
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.23
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.438,
"capital_availability": 0.408,
"demand_pressure": 0.855,
"entitlement_friction": 0.767,
"labor_shortage": 0.894,
"portfolio_tightness": 0.727,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-105756",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:49:00Z",
"trace_id": "064fb7fc-64bb-43df-83e1-cae8b5d8e054"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.413,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.132,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.36,
"battery_mwh": 3.94,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-03A0CD7D61",
"grid_service_limit_mw": 12.01,
"gross_sqft": 659367,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.346,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.623,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.407,
"nearby_nodes": 5,
"network_redundancy_score": 0.603,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 2.69,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.9,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 2.99,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 219353,
"annualized_revenue_impact_usd": 328443,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 472826,
"expansion_capture_probability_post_event": 0.617,
"lease_rate_change_pct": 2.26,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.21
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.251,
"capital_availability": 0.346,
"demand_pressure": 0.713,
"entitlement_friction": 0.407,
"labor_shortage": 1,
"portfolio_tightness": 0.567,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-105757",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T05:41:00Z",
"trace_id": "61041600-a8bd-413d-96b2-890e7ea270f5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.249,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.142,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.36,
"battery_mwh": 3.68,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 39,
"facility_id": "FAC-14197F0AAA",
"grid_service_limit_mw": 14.37,
"gross_sqft": 390095,
"infill_site": true,
"lease_expiry_months": 50,
"... | {
"capital_availability": 0.693,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.471,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.817,
"nearby_nodes": 3,
"network_redundancy_score": 0.364,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 79.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.69,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.7,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 3.84,
"tenant_expansion_probability": 0.524
} | {
"annualized_noi_impact_usd": 45915,
"annualized_revenue_impact_usd": 60478,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 541780,
"expansion_capture_probability_post_event": 0.452,
"lease_rate_change_pct": 1.32,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.25
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.78
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.381,
"capital_availability": 0.693,
"demand_pressure": 0.459,
"entitlement_friction": 0.817,
"labor_shortage": 0.572,
"portfolio_tightness": 0.549,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-105758",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T08:39:00Z",
"trace_id": "f47f3f7b-df22-4e63-9ce6-55f33d90cb50"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.129,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.23,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.26,
"battery_mwh": 4.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-3A9CF522C0",
"grid_service_limit_mw": 11.57,
"gross_sqft": 1275122,
"infill_site": false,
"lease_expiry_months": 28,... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.742,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.416,
"nearby_nodes": 4,
"network_redundancy_score": 0.75,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21201... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.716,
"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": 2.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 4.94,
"rent_growth_90d_pct": 3.76,
"tenant_expansion_probability": 0.435
} | {
"annualized_noi_impact_usd": 278981,
"annualized_revenue_impact_usd": 425577,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 462966,
"expansion_capture_probability_post_event": 0.396,
"lease_rate_change_pct": 0.83,
"occupancy_shift": 0.033,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.41
},
{
"action": "offer_preemptive_expansion_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.542,
"capital_availability": 0.2,
"demand_pressure": 0.758,
"entitlement_friction": 0.416,
"labor_shortage": 0.726,
"portfolio_tightness": 0.614,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-105759",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:33:00Z",
"trace_id": "a76c999f-2262-4554-9f62-57f74cec2c2f"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.013,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.172,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.51,
"battery_mwh": 2.95,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-BA8F28E1CF",
"grid_service_limit_mw": 13.29,
"gross_sqft": 478935,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.476,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.53,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.52,
"nearby_nodes": 2,
"network_redundancy_score": 0.621,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 520... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 82.1,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.1,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": 2.13,
"tenant_expansion_probability": 0.14... | {
"annualized_noi_impact_usd": -61520,
"annualized_revenue_impact_usd": -94194,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 573370,
"expansion_capture_probability_post_event": 0.057,
"lease_rate_change_pct": -1.24,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.23
},
{
"action": "escalate_utili... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.395,
"capital_availability": 0.476,
"demand_pressure": 0.488,
"entitlement_friction": 0.52,
"labor_shortage": 0.535,
"portfolio_tightness": 0.375,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-105760",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T03:49:00Z",
"trace_id": "07f4da65-39e8-4db6-8267-3e2b57cf4971"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.121,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.312,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.37,
"battery_mwh": 4.91,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 65,
"facility_id": "FAC-787A63673E",
"grid_service_limit_mw": 17.86,
"gross_sqft": 659269,
"infill_site": false,
"lease_expiry_months": 24,
"occu... | {
"capital_availability": 0.121,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.746,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.665,
"nearby_nodes": 7,
"network_redundancy_score": 0.565,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 81.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.875,
"rent_growth_30d_pct": 0.56,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability": 0.241
} | {
"annualized_noi_impact_usd": -74409,
"annualized_revenue_impact_usd": -98818,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 812177,
"expansion_capture_probability_post_event": 0.105,
"lease_rate_change_pct": -1.57,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.57
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.38
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.595,
"capital_availability": 0.121,
"demand_pressure": 0.442,
"entitlement_friction": 0.665,
"labor_shortage": 0.897,
"portfolio_tightness": 0.498,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-105761",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:43:00Z",
"trace_id": "7bd6e679-3947-43b0-bc8b-1d4c8b874364"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"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": 0.136,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.379,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.46,
"battery_mwh": 11.76,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-06E9ED40CA",
"grid_service_limit_mw": 19.96,
"gross_sqft": 1288364,
"infill_site": false,
"lease_expiry_months": 61... | {
"capital_availability": 0.385,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.542,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.353,
"nearby_nodes": 4,
"network_redundancy_score": 0.482,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.6,
"occupancy_90d": 0.872,
"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability": 0.29
} | {
"annualized_noi_impact_usd": -116862,
"annualized_revenue_impact_usd": -178862,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 587207,
"expansion_capture_probability_post_event": 0.196,
"lease_rate_change_pct": -0.17,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.03
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.842,
"capital_availability": 0.385,
"demand_pressure": 0.451,
"entitlement_friction": 0.353,
"labor_shortage": 0.662,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-105762",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T04:46:00Z",
"trace_id": "f714f7ce-b229-4db1-8b00-e3b593541aa1"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9,
"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": 0.327,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.432,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.53,
"battery_mwh": 5.3,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-9F20F58461",
"grid_service_limit_mw": 7.23,
"gross_sqft": 514258,
"infill_site": false,
"lease_expiry_months": 13,
"o... | {
"capital_availability": 0.053,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.749,
"nearby_nodes": 4,
"network_redundancy_score": 0.411,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 172... | [
{
"appointment_fill_pct": 94.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 86.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"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": 2.51,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.8,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 2.96,
"rent_growth_90d_pct": 5.24,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -32557,
"annualized_revenue_impact_usd": -42713,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 751103,
"expansion_capture_probability_post_event": 0.384,
"lease_rate_change_pct": 2.47,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.02
},
{
"action": "of... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.462,
"capital_availability": 0.053,
"demand_pressure": 0.657,
"entitlement_friction": 0.749,
"labor_shortage": 0.765,
"portfolio_tightness": 0.652,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-105763",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:15:00Z",
"trace_id": "3380e792-17f7-48e9-bdfb-5a7ce87353b3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.424,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.282,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.76,
"battery_mwh": 4.33,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-AFF1F6C110",
"grid_service_limit_mw": 13.66,
"gross_sqft": 367810,
"infill_site": true,
"lease_expiry_months": 61,
"occu... | {
"capital_availability": 0.772,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.532,
"nearby_nodes": 4,
"network_redundancy_score": 0.537,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 88.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"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": 2.32,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.2,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 5.16,
"rent_growth_90d_pct": 6.54,
"tenant_expansion_probability": 0.808
} | {
"annualized_noi_impact_usd": 63996,
"annualized_revenue_impact_usd": 83214,
"cap_rate_pressure_pct": 0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 449234,
"expansion_capture_probability_post_event": 0.754,
"lease_rate_change_pct": 4.78,
"occupancy_shift": 0.03,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 59.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.65
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.077,
"capital_availability": 0.772,
"demand_pressure": 0.745,
"entitlement_friction": 0.532,
"labor_shortage": 0.963,
"portfolio_tightness": 0.585,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-105764",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T03:49:00Z",
"trace_id": "52c0461a-a41b-4266-89cf-e49f22f4cb8c"
} | {
"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.327,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.333,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.58,
"battery_mwh": 4.51,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-1196C9C89F",
"grid_service_limit_mw": 26.02,
"gross_sqft": 752926,
"infill_site": true,
"lease_expiry_months": 65,
"occu... | {
"capital_availability": 0.259,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.272,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.336,
"nearby_nodes": 6,
"network_redundancy_score": 0.524,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 2.03,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.4,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": 3.4,
"tenant_expansion_probability": 0.454
} | {
"annualized_noi_impact_usd": -1573,
"annualized_revenue_impact_usd": -2246,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 734332,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 1.61,
"occupancy_shift": -0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 45.56
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.9
},
{
"action": "shift_overflow_to_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.783,
"capital_availability": 0.259,
"demand_pressure": 0.556,
"entitlement_friction": 0.336,
"labor_shortage": 0.699,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-105765",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:24:00Z",
"trace_id": "31127cfd-d08a-4fcc-b3d7-7f11da092444"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.382,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.439,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.26,
"battery_mwh": 9.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-57EC76517A",
"grid_service_limit_mw": 8.77,
"gross_sqft": 537142,
"infill_site": false,
"lease_expiry_months": 48,
"occu... | {
"capital_availability": 0.688,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.522,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.431,
"nearby_nodes": 8,
"network_redundancy_score": 0.652,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 62... | [
{
"appointment_fill_pct": 97.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 92.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"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": 2.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 6.49,
"rent_growth_90d_pct": 7.42,
"tenant_expansion_probability": 0.75
} | {
"annualized_noi_impact_usd": 424426,
"annualized_revenue_impact_usd": 560460,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 397366,
"expansion_capture_probability_post_event": 0.718,
"lease_rate_change_pct": 5.8,
"occupancy_shift": 0.031,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.39
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.51
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.643,
"capital_availability": 0.688,
"demand_pressure": 0.926,
"entitlement_friction": 0.431,
"labor_shortage": 0.667,
"portfolio_tightness": 0.722,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-105766",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T05:51:00Z",
"trace_id": "55b43bef-32b4-4fe1-beae-c302b05aa406"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.413,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.183,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.29,
"battery_mwh": 2.59,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-CA18BB67CC",
"grid_service_limit_mw": 23.56,
"gross_sqft": 295239,
"infill_site": true,
"lease_expiry_months": 62,
"occu... | {
"capital_availability": 0.517,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.277,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.541,
"nearby_nodes": 5,
"network_redundancy_score": 0.338,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 95.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.8,
"dock_utilization_pct": 88,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"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": 2.22,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability": 0.667
} | {
"annualized_noi_impact_usd": 33419,
"annualized_revenue_impact_usd": 44500,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 572871,
"expansion_capture_probability_post_event": 0.568,
"lease_rate_change_pct": 2.7,
"occupancy_shift": 0.018,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.58
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.33
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.39,
"capital_availability": 0.517,
"demand_pressure": 0.755,
"entitlement_friction": 0.541,
"labor_shortage": 0.935,
"portfolio_tightness": 0.526,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-105767",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T04:31:00Z",
"trace_id": "6c21bd49-e4c2-41fe-852d-e8fe8d8e1403"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.113,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.492,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.31,
"battery_mwh": 9.1,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-FF4B239794",
"grid_service_limit_mw": 8.42,
"gross_sqft": 405237,
"infill_site": false,
"lease_expiry_months": 41,
"... | {
"capital_availability": 0.155,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.66,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.29,
"nearby_nodes": 5,
"network_redundancy_score": 0.599,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1594... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 2.69,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 3.76,
"rent_growth_90d_pct": 5.79,
"tenant_expansion_probability": 0.356
} | {
"annualized_noi_impact_usd": -12546,
"annualized_revenue_impact_usd": -18114,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 530343,
"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": 2.47,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.12
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.359,
"capital_availability": 0.155,
"demand_pressure": 0.747,
"entitlement_friction": 0.29,
"labor_shortage": 0.761,
"portfolio_tightness": 0.609,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-105768",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:49:00Z",
"trace_id": "59495fd2-1a8c-4199-acf5-5419c8ed6fd3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.15,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.364,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.45,
"battery_mwh": 2.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-65F4B6A4AF",
"grid_service_limit_mw": 12.44,
"gross_sqft": 784616,
"infill_site": false,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.301,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.561,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.404,
"nearby_nodes": 2,
"network_redundancy_score": 0.813,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 82.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.69,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.5,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.41,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0.381
} | {
"annualized_noi_impact_usd": -74165,
"annualized_revenue_impact_usd": -104511,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 491801,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": 0,
"occupancy_shift": -0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.87
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.329,
"capital_availability": 0.301,
"demand_pressure": 0.454,
"entitlement_friction": 0.404,
"labor_shortage": 0.753,
"portfolio_tightness": 0.636,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-105769",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:56:00Z",
"trace_id": "a49765ae-ff38-48c3-b1e3-68c4dd4798a5"
} | {
"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": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.137,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.282,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.4,
"battery_mwh": 10.29,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-D0CEAEBF40",
"grid_service_limit_mw": 19.52,
"gross_sqft": 609048,
"infill_site": true,
"lease_expiry_months": 16,
"occu... | {
"capital_availability": 0.419,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.48,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.167,
"nearby_nodes": 5,
"network_redundancy_score": 0.365,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 549... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33,
"dock_utilization_pct": 79.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 34.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.626,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 1.47,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 12592,
"annualized_revenue_impact_usd": 20170,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 355420,
"expansion_capture_probability_post_event": 0.432,
"lease_rate_change_pct": -0.06,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 23.55
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.434,
"capital_availability": 0.419,
"demand_pressure": 0.359,
"entitlement_friction": 0.167,
"labor_shortage": 0.686,
"portfolio_tightness": 0.376,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-105770",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:25:00Z",
"trace_id": "f4ba41b9-1f3e-4b9f-b834-7e1b15eef3a2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "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": 0.054,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.116,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.67,
"battery_mwh": 3.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-154573B50E",
"grid_service_limit_mw": 10.52,
"gross_sqft": 1004090,
"infill_site": false,
"lease_expiry_months": 33,... | {
"capital_availability": 0.686,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.689,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.564,
"nearby_nodes": 6,
"network_redundancy_score": 0.598,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 61... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 81.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 34.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.55,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 3873,
"annualized_revenue_impact_usd": 5035,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 435338,
"expansion_capture_probability_post_event": 0.353,
"lease_rate_change_pct": -0.72,
"occupancy_shift": 0.015,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.77
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.95
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.243,
"capital_availability": 0.686,
"demand_pressure": 0.386,
"entitlement_friction": 0.564,
"labor_shortage": 0.88,
"portfolio_tightness": 0.642,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-105771",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:55:00Z",
"trace_id": "7db4a2bb-fc5e-4478-b803-294753737d4b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.291,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.056,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.65,
"battery_mwh": 6.33,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-44A0D6014D",
"grid_service_limit_mw": 8.59,
"gross_sqft": 480588,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.495,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.272,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.777,
"nearby_nodes": 7,
"network_redundancy_score": 0.409,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 87.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.54
} | {
"annualized_noi_impact_usd": 94992,
"annualized_revenue_impact_usd": 134676,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 597856,
"expansion_capture_probability_post_event": 0.435,
"lease_rate_change_pct": 0.76,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.14
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.552,
"capital_availability": 0.495,
"demand_pressure": 0.662,
"entitlement_friction": 0.777,
"labor_shortage": 0.785,
"portfolio_tightness": 0.694,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-105772",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T03:20:00Z",
"trace_id": "eca9cdcf-87d3-4ab8-9c3d-ba566a1a6d3e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.437,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.213,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.19,
"battery_mwh": 5.72,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-4D0FC2ED88",
"grid_service_limit_mw": 20.01,
"gross_sqft": 791606,
"infill_site": false,
"lease_expiry_months": 57,
"occ... | {
"capital_availability": 0.484,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.544,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.381,
"nearby_nodes": 7,
"network_redundancy_score": 0.36,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.7,
"dock_utilization_pct": 88.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 1.71,
"tenant_expansion_probability": 0.667
} | {
"annualized_noi_impact_usd": 140133,
"annualized_revenue_impact_usd": 213903,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 499987,
"expansion_capture_probability_post_event": 0.591,
"lease_rate_change_pct": 1.89,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.73
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.8,
"capital_availability": 0.484,
"demand_pressure": 0.823,
"entitlement_friction": 0.381,
"labor_shortage": 0.8,
"portfolio_tightness": 0.45,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-105773",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:38:00Z",
"trace_id": "b556d28d-7d13-4fe2-8d09-4c4bc9cfa542"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.402,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.251,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.71,
"battery_mwh": 0.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-19631287A0",
"grid_service_limit_mw": 13.16,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0.279,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.779,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.561,
"nearby_nodes": 5,
"network_redundancy_score": 0.384,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 240473... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52,
"dock_utilization_pct": 86.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": 0.612
} | {
"annualized_noi_impact_usd": 27670,
"annualized_revenue_impact_usd": 35896,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 560124,
"expansion_capture_probability_post_event": 0.528,
"lease_rate_change_pct": 2.13,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.98
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.65
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.799,
"capital_availability": 0.279,
"demand_pressure": 0.717,
"entitlement_friction": 0.561,
"labor_shortage": 0.866,
"portfolio_tightness": 0.354,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-105774",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:06:00Z",
"trace_id": "5056011f-3e72-4e60-812a-7c373d7a3bfd"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.427,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.228,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.42,
"battery_mwh": 1.73,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-49A24D0D0B",
"grid_service_limit_mw": 10.46,
"gross_sqft": 1110687,
"infill_site": false,
"lease_expiry_months": 69,
"o... | {
"capital_availability": 0.098,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.272,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.399,
"nearby_nodes": 6,
"network_redundancy_score": 0.875,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 56.7,
"dock_utilization_pct": 88,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"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": 2.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 4.59,
"tenant_expansion_probability": 0.666
} | {
"annualized_noi_impact_usd": 277030,
"annualized_revenue_impact_usd": 468605,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 545240,
"expansion_capture_probability_post_event": 0.564,
"lease_rate_change_pct": 3.25,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.66
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.88
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.511,
"capital_availability": 0.098,
"demand_pressure": 0.751,
"entitlement_friction": 0.399,
"labor_shortage": 1,
"portfolio_tightness": 0.544,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-105775",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:49:00Z",
"trace_id": "00ad8641-4804-4f7e-9df6-63218fea80bb"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"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": 0.276,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.76,
"battery_mwh": 11.31,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-5D5B125763",
"grid_service_limit_mw": 23.92,
"gross_sqft": 761339,
"infill_site": true,
"lease_expiry_months": 41,
"occ... | {
"capital_availability": 0.387,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.25,
"nearby_nodes": 4,
"network_redundancy_score": 0.797,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2088969,... | [
{
"appointment_fill_pct": 79,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability": 0.537
} | {
"annualized_noi_impact_usd": 16242,
"annualized_revenue_impact_usd": 21867,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 539822,
"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 0.68,
"occupancy_shift": 0,
"service_penalty_risk_usd": 0... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.58
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.584,
"capital_availability": 0.387,
"demand_pressure": 0.484,
"entitlement_friction": 0.25,
"labor_shortage": 0.544,
"portfolio_tightness": 0.433,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-105776",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:55:00Z",
"trace_id": "157de040-5fb0-4eb8-b712-4105a52a1010"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.368,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.132,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.74,
"battery_mwh": 7.06,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 96,
"facility_id": "FAC-02E56AFC88",
"grid_service_limit_mw": 9.88,
"gross_sqft": 960006,
"infill_site": false,
"lease_expiry_months": 35,
"occup... | {
"capital_availability": 0.577,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.442,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.465,
"nearby_nodes": 4,
"network_redundancy_score": 0.832,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 86.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"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": 2.51,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.5,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 3.01,
"rent_growth_90d_pct": 2.46,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 137087,
"annualized_revenue_impact_usd": 200464,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 730641,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 0.8,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.28
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.9
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.682,
"capital_availability": 0.577,
"demand_pressure": 0.616,
"entitlement_friction": 0.465,
"labor_shortage": 1,
"portfolio_tightness": 0.68,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-105777",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:43:00Z",
"trace_id": "80541555-cdbd-4bac-ba03-8140a1b524c2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.001,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.288,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.33,
"battery_mwh": 1.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-5B6C3D3D1E",
"grid_service_limit_mw": 7.39,
"gross_sqft": 906939,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.59,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.259,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.301,
"nearby_nodes": 4,
"network_redundancy_score": 0.535,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 201... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 83.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.53,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probability": 0.184
} | {
"annualized_noi_impact_usd": -260889,
"annualized_revenue_impact_usd": -420285,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 534280,
"expansion_capture_probability_post_event": 0.1,
"lease_rate_change_pct": -0.46,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.13
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.692,
"capital_availability": 0.59,
"demand_pressure": 0.501,
"entitlement_friction": 0.301,
"labor_shortage": 0.755,
"portfolio_tightness": 0.641,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-105778",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:06:00Z",
"trace_id": "89f89a87-5b30-4a8e-9be6-3b44f2605f10"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"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": 0.03,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.308,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.64,
"battery_mwh": 5.77,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-257B89B9AC",
"grid_service_limit_mw": 17.86,
"gross_sqft": 464796,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.149,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.74,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.301,
"nearby_nodes": 7,
"network_redundancy_score": 0.772,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.9,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": -0.03,
"rent_growth_90d_pct": 2.53,
"tenant_expansion_probability": 0.159
} | {
"annualized_noi_impact_usd": -29477,
"annualized_revenue_impact_usd": -40169,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 551506,
"expansion_capture_probability_post_event": 0.077,
"lease_rate_change_pct": -0.61,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.25
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.31
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.645,
"capital_availability": 0.149,
"demand_pressure": 0.424,
"entitlement_friction": 0.301,
"labor_shortage": 0.588,
"portfolio_tightness": 0.389,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-105779",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:25:00Z",
"trace_id": "8654020c-b25a-45d4-b3f9-12d5006aa8b4"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.03,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.168,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.35,
"battery_mwh": 12.47,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-E9975D99EA",
"grid_service_limit_mw": 11.47,
"gross_sqft": 526368,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.178,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.652,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.562,
"nearby_nodes": 7,
"network_redundancy_score": 0.764,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 65... | [
{
"appointment_fill_pct": 81,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.3,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": 0.215
} | {
"annualized_noi_impact_usd": -191928,
"annualized_revenue_impact_usd": -266612,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 496924,
"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -1.41,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.7
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.92
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.789,
"capital_availability": 0.178,
"demand_pressure": 0.482,
"entitlement_friction": 0.562,
"labor_shortage": 0.731,
"portfolio_tightness": 0.653,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-105780",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T04:42:00Z",
"trace_id": "071274a0-1986-412a-927a-433cf43a96b2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.058,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.37,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.66,
"battery_mwh": 4.54,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 38,
"facility_id": "FAC-FAEC673634",
"grid_service_limit_mw": 9.8,
"gross_sqft": 389138,
"infill_site": false,
"lease_expiry_months": 9,
"occupan... | {
"capital_availability": 0.148,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.481,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.568,
"nearby_nodes": 2,
"network_redundancy_score": 0.417,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 75.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 78.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.31,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.7,
"occupancy_90d": 0.877,
"rent_growth_30d_pct": -0.08,
"rent_growth_90d_pct": -0.47,
"tenant_expansion_probability": 0.156
} | {
"annualized_noi_impact_usd": -283874,
"annualized_revenue_impact_usd": -366975,
"cap_rate_pressure_pct": -0.35,
"decision_horizon_days": 30,
"estimated_capex_usd": 732683,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.01,
"occupancy_shift": -0.022,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.09
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.839,
"capital_availability": 0.148,
"demand_pressure": 0.255,
"entitlement_friction": 0.568,
"labor_shortage": 0.891,
"portfolio_tightness": 0.563,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-105781",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:15:00Z",
"trace_id": "7e1c0679-cd00-4b80-affb-c6320e111b38"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.151,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.399,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.38,
"battery_mwh": 11.88,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-E9B70BC696",
"grid_service_limit_mw": 22.1,
"gross_sqft": 1290852,
"infill_site": false,
"lease_expiry_months": 12,
"oc... | {
"capital_availability": 0.088,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.243,
"nearby_nodes": 4,
"network_redundancy_score": 0.853,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.8,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.856,
"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": 2.09,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 1.47,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -275637,
"annualized_revenue_impact_usd": -361184,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 717569,
"expansion_capture_probability_post_event": 0.151,
"lease_rate_change_pct": -1.5,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.1
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.794,
"capital_availability": 0.088,
"demand_pressure": 0.661,
"entitlement_friction": 0.243,
"labor_shortage": 0.909,
"portfolio_tightness": 0.505,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-105782",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:51:00Z",
"trace_id": "c9acce3b-fa6a-4b4c-a24f-83ece98cbe57"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.076,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.361,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.33,
"battery_mwh": 3.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-7D5284A8FA",
"grid_service_limit_mw": 17.09,
"gross_sqft": 1137131,
"infill_site": false,
"lease_expiry_months": 35,
"o... | {
"capital_availability": 0.268,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.331,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.379,
"nearby_nodes": 2,
"network_redundancy_score": 0.692,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": -0.09,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.15
} | {
"annualized_noi_impact_usd": -285462,
"annualized_revenue_impact_usd": -383144,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 30,
"estimated_capex_usd": 634314,
"expansion_capture_probability_post_event": 0.031,
"lease_rate_change_pct": -2.35,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.5
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.15
},
{
"action": "escala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.883,
"capital_availability": 0.268,
"demand_pressure": 0.397,
"entitlement_friction": 0.379,
"labor_shortage": 0.704,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-105783",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:08:00Z",
"trace_id": "12e2df3c-713f-4438-887f-7a58c95fe7bb"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.398,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.348,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.81,
"battery_mwh": 2.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-8132FC0542",
"grid_service_limit_mw": 10.35,
"gross_sqft": 908476,
"infill_site": true,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.687,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.771,
"nearby_nodes": 4,
"network_redundancy_score": 0.587,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 182... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 84.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"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": 2.64,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.6,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0.623
} | {
"annualized_noi_impact_usd": 135408,
"annualized_revenue_impact_usd": 210592,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 633175,
"expansion_capture_probability_post_event": 0.487,
"lease_rate_change_pct": 2.42,
"occupancy_shift": -0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.51
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.03
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.272,
"capital_availability": 0.687,
"demand_pressure": 0.514,
"entitlement_friction": 0.771,
"labor_shortage": 0.759,
"portfolio_tightness": 0.707,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-105784",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:23:00Z",
"trace_id": "ce0239be-8488-4ff0-91ff-270199a4d05d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.209,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.421,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.36,
"battery_mwh": 5.98,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-AF9C62F19A",
"grid_service_limit_mw": 25.73,
"gross_sqft": 405990,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.479,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.533,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.616,
"nearby_nodes": 6,
"network_redundancy_score": 0.559,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 83.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 2.03,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": 0.69,
"tenant_expansion_probability": 0.376
} | {
"annualized_noi_impact_usd": -22717,
"annualized_revenue_impact_usd": -31961,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 464494,
"expansion_capture_probability_post_event": 0.279,
"lease_rate_change_pct": -0.91,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.44
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.596,
"capital_availability": 0.479,
"demand_pressure": 0.55,
"entitlement_friction": 0.616,
"labor_shortage": 0.58,
"portfolio_tightness": 0.448,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-105785",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T04:41:00Z",
"trace_id": "0e1ef46f-c5b7-475c-9429-d73857da2585"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.369,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.429,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.26,
"battery_mwh": 1.1,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-23AF93E4DE",
"grid_service_limit_mw": 13.8,
"gross_sqft": 959054,
"infill_site": false,
"lease_expiry_months": 53,
"occup... | {
"capital_availability": 0.456,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.5,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.334,
"nearby_nodes": 2,
"network_redundancy_score": 0.71,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 32... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 84.9,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.8,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 2.47,
"tenant_expansion_probability": 0.533
} | {
"annualized_noi_impact_usd": 16141,
"annualized_revenue_impact_usd": 27293,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 594199,
"expansion_capture_probability_post_event": 0.433,
"lease_rate_change_pct": 1.54,
"occupancy_shift": -0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.33
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.889,
"capital_availability": 0.456,
"demand_pressure": 0.599,
"entitlement_friction": 0.334,
"labor_shortage": 0.703,
"portfolio_tightness": 0.514,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-105786",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:41:00Z",
"trace_id": "94d1aa2d-5f02-401e-ba0c-68b877dc46c3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"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": -0.012,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.136,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.56,
"battery_mwh": 2.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-9599CBA8CB",
"grid_service_limit_mw": 12.35,
"gross_sqft": 995508,
"infill_site": true,
"lease_expiry_months": 48,
"occupa... | {
"capital_availability": 0.569,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.258,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.666,
"nearby_nodes": 5,
"network_redundancy_score": 0.363,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 0.08,
"rent_growth_90d_pct": 1.07,
"tenant_expansion_probability": 0.118
} | {
"annualized_noi_impact_usd": -426198,
"annualized_revenue_impact_usd": -697939,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 45,
"estimated_capex_usd": 662413,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.23,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.82
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.38
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.964,
"capital_availability": 0.569,
"demand_pressure": 0.332,
"entitlement_friction": 0.666,
"labor_shortage": 1,
"portfolio_tightness": 0.572,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-105787",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T04:36:00Z",
"trace_id": "e9a1077b-7566-498e-bc97-6d68df9457c6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.045,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.413,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.35,
"battery_mwh": 3.1,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-BB2C16ED08",
"grid_service_limit_mw": 18.85,
"gross_sqft": 501863,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.259,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.252,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.32,
"nearby_nodes": 2,
"network_redundancy_score": 0.736,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1687239... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 78.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": -0.68,
"rent_growth_90d_pct": 1.12,
"tenant_expansion_probability": 0.167
... | {
"annualized_noi_impact_usd": -77169,
"annualized_revenue_impact_usd": -110310,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 640249,
"expansion_capture_probability_post_event": 0.071,
"lease_rate_change_pct": -1.96,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.32
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.709,
"capital_availability": 0.259,
"demand_pressure": 0.292,
"entitlement_friction": 0.32,
"labor_shortage": 0.773,
"portfolio_tightness": 0.405,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-105788",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:39:00Z",
"trace_id": "5e407b31-a226-4cdd-8294-616731c8ba73"
} | {
"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": 8.7,
"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": 0.318,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.117,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.29,
"battery_mwh": 5.08,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-02968C6B39",
"grid_service_limit_mw": 23.37,
"gross_sqft": 971210,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.23,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.33,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.674,
"nearby_nodes": 3,
"network_redundancy_score": 0.374,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 0.5,
"rent_growth_90d_pct": -0.77,
"tenant_expansion_probability": 0.457
} | {
"annualized_noi_impact_usd": -52050,
"annualized_revenue_impact_usd": -71472,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 783101,
"expansion_capture_probability_post_event": 0.324,
"lease_rate_change_pct": -2.02,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.52
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.56
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.472,
"capital_availability": 0.23,
"demand_pressure": 0.483,
"entitlement_friction": 0.674,
"labor_shortage": 0.725,
"portfolio_tightness": 0.444,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.729,
"id": "FORGE-105789",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:07:00Z",
"trace_id": "4a19cfdf-f42c-4839-882f-3d3388fa32ec"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.178,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.423,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.19,
"battery_mwh": 4.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-32AFD23109",
"grid_service_limit_mw": 9.91,
"gross_sqft": 932791,
"infill_site": true,
"lease_expiry_months": 34,
"occup... | {
"capital_availability": 0.567,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.739,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.321,
"nearby_nodes": 5,
"network_redundancy_score": 0.412,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 84.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.685,
"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": 2.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 3.88,
"rent_growth_90d_pct": 4.91,
"tenant_expansion_probability": 0.476
} | {
"annualized_noi_impact_usd": 135273,
"annualized_revenue_impact_usd": 192569,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 532467,
"expansion_capture_probability_post_event": 0.436,
"lease_rate_change_pct": 2.14,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.13
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.62
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.685,
"capital_availability": 0.567,
"demand_pressure": 0.519,
"entitlement_friction": 0.321,
"labor_shortage": 0.718,
"portfolio_tightness": 0.641,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-105790",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:41:00Z",
"trace_id": "f18b71f2-1608-49d9-8d09-55b25bf067f1"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.401,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.367,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.27,
"battery_mwh": 3.39,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-90F420825B",
"grid_service_limit_mw": 10.19,
"gross_sqft": 1185103,
"infill_site": false,
"lease_expiry_months": 26,
"o... | {
"capital_availability": 0.175,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.287,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.341,
"nearby_nodes": 7,
"network_redundancy_score": 0.483,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 84,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 86.2,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 77.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_pct": 7... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 3.24,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability": 0.603
} | {
"annualized_noi_impact_usd": 160276,
"annualized_revenue_impact_usd": 218048,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 655166,
"expansion_capture_probability_post_event": 0.493,
"lease_rate_change_pct": 1.33,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.2
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.79
},
{
"action": "shift_overflow_to_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.71,
"capital_availability": 0.175,
"demand_pressure": 0.618,
"entitlement_friction": 0.341,
"labor_shortage": 0.73,
"portfolio_tightness": 0.694,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-105791",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:39:00Z",
"trace_id": "9885bb82-fe42-4b0e-8042-4edb51392666"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.411,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.335,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.41,
"battery_mwh": 4.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-140EE8AD82",
"grid_service_limit_mw": 12.73,
"gross_sqft": 1297535,
"infill_site": true,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.57,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.291,
"nearby_nodes": 7,
"network_redundancy_score": 0.847,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1965... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 87.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.875,
"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": 2.44,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.4,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 3.25,
"rent_growth_90d_pct": 5.44,
"tenant_expansion_probability": 0.574
} | {
"annualized_noi_impact_usd": 19897,
"annualized_revenue_impact_usd": 25563,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 777560,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 3.49,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.59
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.85
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.889,
"capital_availability": 0.57,
"demand_pressure": 0.706,
"entitlement_friction": 0.291,
"labor_shortage": 0.822,
"portfolio_tightness": 0.665,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-105792",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T05:41:00Z",
"trace_id": "9f1fe052-c162-4a94-a7a8-0f67a928f13d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.319,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.348,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.67,
"battery_mwh": 8.99,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-B1B84305BB",
"grid_service_limit_mw": 19.14,
"gross_sqft": 511853,
"infill_site": false,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.497,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.451,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.375,
"nearby_nodes": 3,
"network_redundancy_score": 0.556,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 133504... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 90.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.41,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probability": 0.646
} | {
"annualized_noi_impact_usd": 93395,
"annualized_revenue_impact_usd": 119918,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 452458,
"expansion_capture_probability_post_event": 0.623,
"lease_rate_change_pct": 2.4,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.73
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 31.23
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.583,
"capital_availability": 0.497,
"demand_pressure": 0.929,
"entitlement_friction": 0.375,
"labor_shortage": 0.736,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-105793",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:37:00Z",
"trace_id": "b9aa55cd-edcd-4202-82da-65f4af7b429b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"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": "high",
"risk_of_churn": 0.178,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.65,
"battery_mwh": 12.02,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-5BDE88B068",
"grid_service_limit_mw": 20.94,
"gross_sqft": 639516,
"infill_site": true,
"lease_expiry_months": 52,
"occ... | {
"capital_availability": 0.767,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.735,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.62,
"nearby_nodes": 2,
"network_redundancy_score": 0.556,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 67... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52,
"dock_utilization_pct": 88.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 1.86,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 3.02,
"rent_growth_90d_pct": 2.03,
"tenant_expansion_probability": 0.624
} | {
"annualized_noi_impact_usd": 69139,
"annualized_revenue_impact_usd": 96629,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 435637,
"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 1.11,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.45
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.36,
"capital_availability": 0.767,
"demand_pressure": 0.78,
"entitlement_friction": 0.62,
"labor_shortage": 0.815,
"portfolio_tightness": 0.546,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-105794",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:49:00Z",
"trace_id": "39d1eada-6fb0-4a92-bf5a-c868c8749347"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.126,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.453,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.8,
"battery_mwh": 10.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 44,
"facility_id": "FAC-4B73BF5E89",
"grid_service_limit_mw": 18.96,
"gross_sqft": 440978,
"infill_site": true,
"lease_expiry_months": 50,
"occup... | {
"capital_availability": 0.582,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.487,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.384,
"nearby_nodes": 3,
"network_redundancy_score": 0.86,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 378370,... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.6,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 3.5,
"rent_growth_90d_pct": 4.02,
"tenant_expansion_probability": 0.399
} | {
"annualized_noi_impact_usd": 11386,
"annualized_revenue_impact_usd": 17121,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 490348,
"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": 1.15,
"occupancy_shift": 0.013,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.39
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.87
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.232,
"capital_availability": 0.582,
"demand_pressure": 0.618,
"entitlement_friction": 0.384,
"labor_shortage": 0.532,
"portfolio_tightness": 0.461,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-105795",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:17:00Z",
"trace_id": "ffec3be0-e3e1-4d78-83dd-0ad8ea8be7e7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.112,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.083,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.52,
"battery_mwh": 0.85,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-6288A68029",
"grid_service_limit_mw": 12.33,
"gross_sqft": 913638,
"infill_site": false,
"lease_expiry_months": 38,
"occ... | {
"capital_availability": 0.37,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.753,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.661,
"nearby_nodes": 3,
"network_redundancy_score": 0.673,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 217... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 80.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 63.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"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": 2.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.5,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 23907,
"annualized_revenue_impact_usd": 36576,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 728857,
"expansion_capture_probability_post_event": 0.322,
"lease_rate_change_pct": 0.33,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.69
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.562,
"capital_availability": 0.37,
"demand_pressure": 0.314,
"entitlement_friction": 0.661,
"labor_shortage": 1,
"portfolio_tightness": 0.668,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-105796",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:48:00Z",
"trace_id": "853e3dd4-2a26-4b57-aa64-8f8a9b24a9cc"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"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": 0.041,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.464,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.62,
"battery_mwh": 6.6,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-6657F9BE69",
"grid_service_limit_mw": 8.2,
"gross_sqft": 1199195,
"infill_site": true,
"lease_expiry_months": 71,
"... | {
"capital_availability": 0.115,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.402,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.458,
"nearby_nodes": 3,
"network_redundancy_score": 0.502,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 46... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 84.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 2.32,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.219
} | {
"annualized_noi_impact_usd": -351279,
"annualized_revenue_impact_usd": -526649,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 369280,
"expansion_capture_probability_post_event": 0.135,
"lease_rate_change_pct": 0.04,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.55
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.22
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.895,
"capital_availability": 0.115,
"demand_pressure": 0.536,
"entitlement_friction": 0.458,
"labor_shortage": 0.785,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-105797",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:12:00Z",
"trace_id": "71d02668-9771-4ebb-bb2a-af6edf28dbf4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.127,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.155,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.18,
"battery_mwh": 0.1,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-89DFAC8C2E",
"grid_service_limit_mw": 16.44,
"gross_sqft": 351086,
"infill_site": true,
"lease_expiry_months": 48,
"... | {
"capital_availability": 0.107,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.71,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.159,
"nearby_nodes": 4,
"network_redundancy_score": 0.822,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.8,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 4.6,
"tenant_expansion_probability": 0.3
} | {
"annualized_noi_impact_usd": -3141,
"annualized_revenue_impact_usd": -5269,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 363223,
"expansion_capture_probability_post_event": 0.233,
"lease_rate_change_pct": 1.99,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.05
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.839,
"capital_availability": 0.107,
"demand_pressure": 0.657,
"entitlement_friction": 0.159,
"labor_shortage": 0.594,
"portfolio_tightness": 0.517,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-105798",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:53:00Z",
"trace_id": "c5ddfc56-7c79-4816-a3b8-29c62195ea71"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.337,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.382,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.23,
"battery_mwh": 1.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 131,
"facility_id": "FAC-91C0BFC94C",
"grid_service_limit_mw": 19.53,
"gross_sqft": 1312771,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.71,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.414,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.543,
"nearby_nodes": 5,
"network_redundancy_score": 0.633,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 207392,... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.4,
"dock_utilization_pct": 89,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 79.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.7,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 3.45,
"rent_growth_90d_pct": 3.99,
"tenant_expansion_probability": 0.58
} | {
"annualized_noi_impact_usd": 179437,
"annualized_revenue_impact_usd": 259236,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 674241,
"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 2.44,
"occupancy_shift": 0.024,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.02
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.85
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.674,
"capital_availability": 0.71,
"demand_pressure": 0.836,
"entitlement_friction": 0.543,
"labor_shortage": 0.526,
"portfolio_tightness": 0.421,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-105799",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:27:00Z",
"trace_id": "17b00e46-bb2c-4224-b1e3-582586bc3edc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.043,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.099,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.25,
"battery_mwh": 0.39,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-F0914A540E",
"grid_service_limit_mw": 16.12,
"gross_sqft": 882798,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.41,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.255,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.308,
"nearby_nodes": 3,
"network_redundancy_score": 0.809,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 81.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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": 1.79,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": 1.71,
"tenant_expansion_probability": 0.232
} | {
"annualized_noi_impact_usd": -95430,
"annualized_revenue_impact_usd": -140331,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 316978,
"expansion_capture_probability_post_event": 0.161,
"lease_rate_change_pct": -1.02,
"occupancy_shift": 0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.27
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.542,
"capital_availability": 0.41,
"demand_pressure": 0.419,
"entitlement_friction": 0.308,
"labor_shortage": 0.762,
"portfolio_tightness": 0.434,
"... |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.