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": 0.794,
"id": "FORGE-106600",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:46:00Z",
"trace_id": "9eb8049b-51d3-4dd6-879c-82ce7944d869"
} | {
"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": 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": 0.171,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.34,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.48,
"battery_mwh": 7.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-0021E6BE59",
"grid_service_limit_mw": 20.13,
"gross_sqft": 659701,
"infill_site": true,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.346,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.647,
"nearby_nodes": 8,
"network_redundancy_score": 0.675,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_... | {
"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": "very_high",
"forec... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.369
} | {
"annualized_noi_impact_usd": -4852,
"annualized_revenue_impact_usd": -7879,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 470688,
"expansion_capture_probability_post_event": 0.29,
"lease_rate_change_pct": 0.64,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.22
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.29
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.765,
"capital_availability": 0.346,
"demand_pressure": 0.622,
"entitlement_friction": 0.647,
"labor_shortage": 0.619,
"portfolio_tightness": 0.488,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-106601",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:34:00Z",
"trace_id": "5265023a-dd92-43db-b8e1-be3b51242d14"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.291,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.156,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.31,
"battery_mwh": 0.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-6DB85EC36D",
"grid_service_limit_mw": 18.58,
"gross_sqft": 1190019,
"infill_site": false,
"lease_expiry_months": 37,
"o... | {
"capital_availability": 0.33,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.332,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.636,
"nearby_nodes": 2,
"network_redundancy_score": 0.799,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"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": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.2,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": -0.15,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 21698,
"annualized_revenue_impact_usd": 35105,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 470928,
"expansion_capture_probability_post_event": 0.347,
"lease_rate_change_pct": -0.3,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.17
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.867,
"capital_availability": 0.33,
"demand_pressure": 0.562,
"entitlement_friction": 0.636,
"labor_shortage": 0.724,
"portfolio_tightness": 0.376,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-106602",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:07:00Z",
"trace_id": "be89bfa0-9028-45ac-91eb-a001dce00ca2"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.355,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.47,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.34,
"battery_mwh": 7.48,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-F4EEB6FAA7",
"grid_service_limit_mw": 20.16,
"gross_sqft": 1056233,
"infill_site": true,
"lease_expiry_months": 63,
"oc... | {
"capital_availability": 0.796,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.391,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.585,
"nearby_nodes": 4,
"network_redundancy_score": 0.843,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 194826... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.2,
"dock_utilization_pct": 87.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.714,
"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": 2.15,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.4,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 3.4,
"rent_growth_90d_pct": 3.37,
"tenant_expansion_probability": 0.652
} | {
"annualized_noi_impact_usd": 150652,
"annualized_revenue_impact_usd": 247986,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 646510,
"expansion_capture_probability_post_event": 0.603,
"lease_rate_change_pct": 2.24,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 51.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.06
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.455,
"capital_availability": 0.796,
"demand_pressure": 0.736,
"entitlement_friction": 0.585,
"labor_shortage": 0.622,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-106603",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:40:00Z",
"trace_id": "396bdb49-99e4-4cac-afd6-cbe1ee44f663"
} | {
"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.074,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.405,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.78,
"battery_mwh": 7.91,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 68,
"facility_id": "FAC-27AE02468E",
"grid_service_limit_mw": 11.64,
"gross_sqft": 687797,
"infill_site": true,
"lease_expiry_months": 23,
"... | {
"capital_availability": 0.656,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.546,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.358,
"nearby_nodes": 6,
"network_redundancy_score": 0.532,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.7,
"dock_utilization_pct": 80.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.6,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability": 0.342... | {
"annualized_noi_impact_usd": -31589,
"annualized_revenue_impact_usd": -45480,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 493431,
"expansion_capture_probability_post_event": 0.294,
"lease_rate_change_pct": -0.9,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.32
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.17
},
{
"action": "monitor_and_stag... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.147,
"capital_availability": 0.656,
"demand_pressure": 0.398,
"entitlement_friction": 0.358,
"labor_shortage": 0.67,
"portfolio_tightness": 0.452,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-106604",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:24:00Z",
"trace_id": "62bd9409-50b0-4924-97b5-0f5b80e36548"
} | {
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.361,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.084,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.33,
"battery_mwh": 7.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-928D42AFE7",
"grid_service_limit_mw": 22.49,
"gross_sqft": 864938,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.607,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.553,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.409,
"nearby_nodes": 5,
"network_redundancy_score": 0.842,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 87.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.699,
"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": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.2,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 4.21,
"rent_growth_90d_pct": 4.72,
"tenant_expansion_probability": 0.70... | {
"annualized_noi_impact_usd": 176927,
"annualized_revenue_impact_usd": 229670,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 563332,
"expansion_capture_probability_post_event": 0.673,
"lease_rate_change_pct": 3.59,
"occupancy_shift": 0.039,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.13
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.17
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.302,
"capital_availability": 0.607,
"demand_pressure": 0.721,
"entitlement_friction": 0.409,
"labor_shortage": 0.695,
"portfolio_tightness": 0.502,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-106605",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:37:00Z",
"trace_id": "6c5b8007-58e5-45d5-8388-07978e0da5d4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.129,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.249,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.55,
"battery_mwh": 8.08,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-47714B17E9",
"grid_service_limit_mw": 21.28,
"gross_sqft": 1443376,
"infill_site": true,
"lease_expiry_months": 12,
"oc... | {
"capital_availability": 0.504,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.484,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.513,
"nearby_nodes": 5,
"network_redundancy_score": 0.727,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 209118... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 82.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.661,
"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": 2.2,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 2.04,
"tenant_expansion_probability": 0.437
} | {
"annualized_noi_impact_usd": 40283,
"annualized_revenue_impact_usd": 53475,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 349740,
"expansion_capture_probability_post_event": 0.406,
"lease_rate_change_pct": -0.33,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.1
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.504,
"demand_pressure": 0.488,
"entitlement_friction": 0.513,
"labor_shortage": 0.834,
"portfolio_tightness": 0.356,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-106606",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:43:00Z",
"trace_id": "6076501e-da59-4214-9f20-c368964d93e7"
} | {
"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": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.421,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.233,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.81,
"battery_mwh": 10.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-0651D1EA4A",
"grid_service_limit_mw": 21.42,
"gross_sqft": 632444,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.608,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.759,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.522,
"nearby_nodes": 2,
"network_redundancy_score": 0.375,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 217145... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 86.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 69.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.855,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.9,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 3.49,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": 62320,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 611531,
"expansion_capture_probability_post_event": 0.487,
"lease_rate_change_pct": 1.85,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 55.15
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.79
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.471,
"capital_availability": 0.608,
"demand_pressure": 0.686,
"entitlement_friction": 0.522,
"labor_shortage": 1,
"portfolio_tightness": 0.509,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-106607",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:39:00Z",
"trace_id": "0d85278f-d59f-48ab-9b91-d8c1794f2128"
} | {
"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": "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": true,
"growth_rate": 0.106,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.315,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.32,
"battery_mwh": 4.75,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-D608250EE9",
"grid_service_limit_mw": 27.27,
"gross_sqft": 1318458,
"infill_site": false,
"lease_expiry_months": 31,... | {
"capital_availability": 0.177,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.742,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.241,
"nearby_nodes": 6,
"network_redundancy_score": 0.442,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.24,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 1.9,
"tenant_expansion_probability": 0.254
} | {
"annualized_noi_impact_usd": -255081,
"annualized_revenue_impact_usd": -342663,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 587528,
"expansion_capture_probability_post_event": 0.148,
"lease_rate_change_pct": -1.22,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.87
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.508,
"capital_availability": 0.177,
"demand_pressure": 0.486,
"entitlement_friction": 0.241,
"labor_shortage": 0.846,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-106608",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:02:00Z",
"trace_id": "a62f93fe-72e2-4962-95fb-cae243c75609"
} | {
"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": 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": 0.079,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.346,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.34,
"battery_mwh": 10.47,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-FF6A2B06DE",
"grid_service_limit_mw": 16.09,
"gross_sqft": 860188,
"infill_site": false,
"lease_expiry_months": 40,
"oc... | {
"capital_availability": 0.331,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.243,
"nearby_nodes": 6,
"network_redundancy_score": 0.338,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.1,
"dock_utilization_pct": 78.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"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": 1.78,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.4,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": -0.63,
"rent_growth_90d_pct": -1.7,
"tenant_expansion_probability": 0.224
} | {
"annualized_noi_impact_usd": -255207,
"annualized_revenue_impact_usd": -333848,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 491000,
"expansion_capture_probability_post_event": 0.145,
"lease_rate_change_pct": -3.24,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 22.52
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.349,
"capital_availability": 0.331,
"demand_pressure": 0.296,
"entitlement_friction": 0.243,
"labor_shortage": 0.525,
"portfolio_tightness": 0.333,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-106609",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:24:00Z",
"trace_id": "36a69adb-7c17-44e5-8673-9c1dac5684b4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.133,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.039,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.26,
"battery_mwh": 1.96,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-D9A787E40D",
"grid_service_limit_mw": 20.95,
"gross_sqft": 716967,
"infill_site": true,
"lease_expiry_months": 39,
"occu... | {
"capital_availability": 0.631,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.452,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.475,
"nearby_nodes": 8,
"network_redundancy_score": 0.392,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_p... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 3.75,
"tenant_expansion_probability": 0.297
} | {
"annualized_noi_impact_usd": -34471,
"annualized_revenue_impact_usd": -51947,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 667973,
"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": 0.5,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.15
},
{
"action": "offer_preempti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.611,
"capital_availability": 0.631,
"demand_pressure": 0.521,
"entitlement_friction": 0.475,
"labor_shortage": 0.749,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-106610",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:58:00Z",
"trace_id": "36588f48-6bf4-4852-bc9b-32da038e58ac"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"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": 0.3,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.455,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.29,
"battery_mwh": 6.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-B1A2895FB5",
"grid_service_limit_mw": 10.5,
"gross_sqft": 733748,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.385,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.424,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.407,
"nearby_nodes": 7,
"network_redundancy_score": 0.499,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 87.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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": 2.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.95,
"rent_growth_90d_pct": 6.66,
"tenant_expansion_probability": 0.626
} | {
"annualized_noi_impact_usd": 208106,
"annualized_revenue_impact_usd": 281074,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 577729,
"expansion_capture_probability_post_event": 0.575,
"lease_rate_change_pct": 4.19,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.65
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.43
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.212,
"capital_availability": 0.385,
"demand_pressure": 0.695,
"entitlement_friction": 0.407,
"labor_shortage": 0.678,
"portfolio_tightness": 0.596,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-106611",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:21:00Z",
"trace_id": "254691c2-21cd-4a7b-827e-764f8db25ea5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.058,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.267,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.65,
"battery_mwh": 8.74,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-9CA8569290",
"grid_service_limit_mw": 23.04,
"gross_sqft": 1126000,
"infill_site": false,
"lease_expiry_months": 67,... | {
"capital_availability": 0.659,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.467,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.388,
"nearby_nodes": 8,
"network_redundancy_score": 0.547,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 82,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.6,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 2.35,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.9,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 1.66,
"tenant_expansion_probability": 0.271
} | {
"annualized_noi_impact_usd": -201514,
"annualized_revenue_impact_usd": -301297,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 566983,
"expansion_capture_probability_post_event": 0.179,
"lease_rate_change_pct": -1.53,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.79
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.299,
"capital_availability": 0.659,
"demand_pressure": 0.431,
"entitlement_friction": 0.388,
"labor_shortage": 0.905,
"portfolio_tightness": 0.559,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-106612",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:09:00Z",
"trace_id": "ff69df2f-2a07-4c22-9df8-0d1e496d308b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"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": 0.448,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.19,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.76,
"battery_mwh": 11.43,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-3EAFF186A3",
"grid_service_limit_mw": 18.41,
"gross_sqft": 886694,
"infill_site": true,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.575,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.555,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.116,
"nearby_nodes": 6,
"network_redundancy_score": 0.758,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 87.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 1.61,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 0.41,
"tenant_expansion_probability": 0.625
} | {
"annualized_noi_impact_usd": 69326,
"annualized_revenue_impact_usd": 96799,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 443414,
"expansion_capture_probability_post_event": 0.541,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.45
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.83,
"capital_availability": 0.575,
"demand_pressure": 0.737,
"entitlement_friction": 0.116,
"labor_shortage": 0.735,
"portfolio_tightness": 0.409,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-106613",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:25:00Z",
"trace_id": "3744e88d-28a4-491d-9f4a-8b0eb769bb41"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.199,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.53,
"battery_mwh": 2.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-30FB42D35F",
"grid_service_limit_mw": 11.72,
"gross_sqft": 716246,
"infill_site": true,
"lease_expiry_months": 30,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.427,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.153,
"nearby_nodes": 3,
"network_redundancy_score": 0.551,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 88577... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 82.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 1.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.331
} | {
"annualized_noi_impact_usd": -54462,
"annualized_revenue_impact_usd": -70747,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 646797,
"expansion_capture_probability_post_event": 0.231,
"lease_rate_change_pct": -0.65,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.15
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.9
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.69,
"capital_availability": 0,
"demand_pressure": 0.498,
"entitlement_friction": 0.153,
"labor_shortage": 0.758,
"portfolio_tightness": 0.446,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-106614",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:30:00Z",
"trace_id": "8026eb1e-390b-429f-bd04-defb666131cb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.31,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.233,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.61,
"battery_mwh": 9.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-B2C5A25FE1",
"grid_service_limit_mw": 22.43,
"gross_sqft": 917484,
"infill_site": true,
"lease_expiry_months": 20,
"occu... | {
"capital_availability": 0.283,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.538,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.657,
"nearby_nodes": 5,
"network_redundancy_score": 0.588,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 83.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.684,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
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"rent_growth_30d_pct": 3.25,
"rent_growth_90d_pct": 4.19,
"tenant_expansion_probability": 0.654
} | {
"annualized_noi_impact_usd": 118721,
"annualized_revenue_impact_usd": 160357,
"cap_rate_pressure_pct": 0.05,
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"expansion_capture_probability_post_event": 0.606,
"lease_rate_change_pct": 2.46,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.04
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.67
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.541,
"entitlement_friction": 0.657,
"labor_shortage": 0.741,
"portfolio_tightness": 0.515,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-106615",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:45:00Z",
"trace_id": "4fe6c298-7bab-412a-b284-e6efae845424"
} | {
"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": 8.6,
"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": 0.244,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.248,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.33,
"battery_mwh": 10.12,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-A164820813",
"grid_service_limit_mw": 16.61,
"gross_sqft": 1066326,
"infill_site": false,
"lease_expiry_months": 21... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.791,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.145,
"nearby_nodes": 2,
"network_redundancy_score": 0.876,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 195... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fil... | {
"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": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 1.38,
"tenant_expansion_probability": 0.383
} | {
"annualized_noi_impact_usd": -44975,
"annualized_revenue_impact_usd": -72288,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 545608,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -0.15,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.5
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.894,
"capital_availability": 0,
"demand_pressure": 0.631,
"entitlement_friction": 0.145,
"labor_shortage": 0.746,
"portfolio_tightness": 0.458,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-106616",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:38:00Z",
"trace_id": "186afa44-9baa-4b0c-9ee4-ece8e5796983"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.423,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.355,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.28,
"battery_mwh": 8.36,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-7B653B0716",
"grid_service_limit_mw": 22.51,
"gross_sqft": 198434,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.598,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.477,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.682,
"nearby_nodes": 4,
"network_redundancy_score": 0.311,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 57.1,
"dock_utilization_pct": 89.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 2.62,
"rent_growth_90d_pct": 3.95,
"tenant_expansion_probability": 0.653
} | {
"annualized_noi_impact_usd": 21690,
"annualized_revenue_impact_usd": 36901,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 588508,
"expansion_capture_probability_post_event": 0.545,
"lease_rate_change_pct": 2.63,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.73
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.727,
"capital_availability": 0.598,
"demand_pressure": 0.825,
"entitlement_friction": 0.682,
"labor_shortage": 0.97,
"portfolio_tightness": 0.542,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-106617",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:30:00Z",
"trace_id": "08a34744-f022-4034-83fa-a374ee98f1fb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"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": 0.163,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.248,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.8,
"battery_mwh": 3.14,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-D86591706E",
"grid_service_limit_mw": 23.96,
"gross_sqft": 520914,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.397,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.374,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.644,
"nearby_nodes": 5,
"network_redundancy_score": 0.688,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.3,
"dock_utilization_pct": 83.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.655,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -2281,
"annualized_revenue_impact_usd": -3069,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 481805,
"expansion_capture_probability_post_event": 0.419,
"lease_rate_change_pct": 0.44,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.24
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.07
},
{
"action": "offer_preemptive_expansion_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.397,
"demand_pressure": 0.516,
"entitlement_friction": 0.644,
"labor_shortage": 0.529,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106618",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:15:00Z",
"trace_id": "bfb764ff-372b-43ce-b4b5-f0a6a7a9592d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.059,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.477,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.74,
"battery_mwh": 5.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-F6AC75F457",
"grid_service_limit_mw": 12.83,
"gross_sqft": 897831,
"infill_site": true,
"lease_expiry_months": 58,
"... | {
"capital_availability": 0.262,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.756,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.141,
"nearby_nodes": 8,
"network_redundancy_score": 0.681,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 177070... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 79,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": 0.91,
"tenant_expansion_probability": 0.187
} | {
"annualized_noi_impact_usd": -250088,
"annualized_revenue_impact_usd": -420099,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 658163,
"expansion_capture_probability_post_event": 0.079,
"lease_rate_change_pct": -2.29,
"occupancy_shift": -0.023,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.09
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.98
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.259,
"capital_availability": 0.262,
"demand_pressure": 0.308,
"entitlement_friction": 0.141,
"labor_shortage": 0.796,
"portfolio_tightness": 0.429,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-106619",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:01:00Z",
"trace_id": "afa94e6b-da87-4127-a9bc-c9d2f059351a"
} | {
"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": 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": 0.264,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.181,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.41,
"battery_mwh": 10.66,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-7DF7ECD13F",
"grid_service_limit_mw": 9.4,
"gross_sqft": 877977,
"infill_site": true,
"lease_expiry_months": 36,
"... | {
"capital_availability": 0.424,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.355,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.565,
"nearby_nodes": 6,
"network_redundancy_score": 0.497,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 87,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 83.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.728,
"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": 2.76,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.2,
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"rent_growth_30d_pct": 3.75,
"rent_growth_90d_pct": 5.08,
"tenant_expansion_probability": 0.551
} | {
"annualized_noi_impact_usd": 230235,
"annualized_revenue_impact_usd": 370472,
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"decision_horizon_days": 90,
"estimated_capex_usd": 753458,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 2.05,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.85
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.91
},
{
"action": "hold_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.611,
"capital_availability": 0.424,
"demand_pressure": 0.466,
"entitlement_friction": 0.565,
"labor_shortage": 0.88,
"portfolio_tightness": 0.681,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-106620",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:09:00Z",
"trace_id": "8c89c882-ed9d-4de4-a703-2bec952a74c3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"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": 0.366,
"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": 0.35,
"battery_mwh": 6.69,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-A577F8837C",
"grid_service_limit_mw": 10.87,
"gross_sqft": 732801,
"infill_site": false,
"lease_expiry_months": 56,
"occ... | {
"capital_availability": 0.449,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.737,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.539,
"nearby_nodes": 7,
"network_redundancy_score": 0.476,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 86.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"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": 1.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 6641,
"annualized_revenue_impact_usd": 9718,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 593726,
"expansion_capture_probability_post_event": 0.423,
"lease_rate_change_pct": -0.17,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.57
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.337,
"capital_availability": 0.449,
"demand_pressure": 0.712,
"entitlement_friction": 0.539,
"labor_shortage": 0.746,
"portfolio_tightness": 0.385,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-106621",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:52:00Z",
"trace_id": "606c2b4f-5a33-41bf-8e0a-42b614706bb1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"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": 0.23,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.209,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.65,
"battery_mwh": 3.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-A33D614A38",
"grid_service_limit_mw": 23.66,
"gross_sqft": 931694,
"infill_site": true,
"lease_expiry_months": 43,
"occup... | {
"capital_availability": 0.326,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.742,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.576,
"nearby_nodes": 7,
"network_redundancy_score": 0.448,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 388695,
... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 83.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.4,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": 3.51,
"tenant_expansion_probability": 0.418
} | {
"annualized_noi_impact_usd": 4139,
"annualized_revenue_impact_usd": 5474,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 556612,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": 1.59,
"occupancy_shift": 0.007,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.18
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.489,
"capital_availability": 0.326,
"demand_pressure": 0.562,
"entitlement_friction": 0.576,
"labor_shortage": 0.536,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-106622",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:20:00Z",
"trace_id": "8ec0ce53-ca02-47d4-bd2b-a1a79cde0c81"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"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": 0.28,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.151,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.24,
"battery_mwh": 10.73,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-7C4CAC1247",
"grid_service_limit_mw": 24.45,
"gross_sqft": 631854,
"infill_site": false,
"lease_expiry_months": 60,
"oc... | {
"capital_availability": 0.571,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.741,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.578,
"nearby_nodes": 4,
"network_redundancy_score": 0.799,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 196704... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 84.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 1.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.4,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.462
} | {
"annualized_noi_impact_usd": 10734,
"annualized_revenue_impact_usd": 15367,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 573071,
"expansion_capture_probability_post_event": 0.355,
"lease_rate_change_pct": 0.66,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.24
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.39
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.84,
"capital_availability": 0.571,
"demand_pressure": 0.586,
"entitlement_friction": 0.578,
"labor_shortage": 1,
"portfolio_tightness": 0.477,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-106623",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:33:00Z",
"trace_id": "dc3e81cb-e2ff-4449-8e9d-37a711accf42"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"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": 0.223,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.164,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.35,
"battery_mwh": 6.45,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-C8E8D0281C",
"grid_service_limit_mw": 18.83,
"gross_sqft": 1212232,
"infill_site": true,
"lease_expiry_months": 41,
"oc... | {
"capital_availability": 0.528,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.629,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.649,
"nearby_nodes": 8,
"network_redundancy_score": 0.691,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 84.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.3,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 83181,
"annualized_revenue_impact_usd": 115391,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 353562,
"expansion_capture_probability_post_event": 0.401,
"lease_rate_change_pct": 0.83,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.02
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.272,
"capital_availability": 0.528,
"demand_pressure": 0.573,
"entitlement_friction": 0.649,
"labor_shortage": 0.801,
"portfolio_tightness": 0.521,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-106624",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:01:00Z",
"trace_id": "28222a5d-6d2f-4c8c-9dbf-977e6fcb63ae"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.326,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.076,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.29,
"battery_mwh": 7.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-954D28B6D9",
"grid_service_limit_mw": 12.43,
"gross_sqft": 289924,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.564,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.603,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.355,
"nearby_nodes": 7,
"network_redundancy_score": 0.863,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 87.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.4,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability": 0.548
} | {
"annualized_noi_impact_usd": 26283,
"annualized_revenue_impact_usd": 35040,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 583171,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 1.82,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.12
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.853,
"capital_availability": 0.564,
"demand_pressure": 0.694,
"entitlement_friction": 0.355,
"labor_shortage": 0.889,
"portfolio_tightness": 0.626,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-106625",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:51:00Z",
"trace_id": "24062a0b-99bd-45a9-ba0c-7132ae9e8bb8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.179,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.438,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.26,
"battery_mwh": 8.87,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 149,
"facility_id": "FAC-CD7497342A",
"grid_service_limit_mw": 25.03,
"gross_sqft": 1495368,
"infill_site": true,
"lease_expiry_months": 23,
"oc... | {
"capital_availability": 0.577,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.398,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.609,
"nearby_nodes": 4,
"network_redundancy_score": 0.661,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 323882... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": "elevated",
"market_entry_score": 80.2,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": -0.27,
"rent_growth_90d_pct": -1.2,
"tenant_expansion_probability": 0.325
} | {
"annualized_noi_impact_usd": -208192,
"annualized_revenue_impact_usd": -285891,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 30,
"estimated_capex_usd": 456486,
"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": -2.58,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.05
},
{
"action": "delay_spec_development",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.862,
"capital_availability": 0.577,
"demand_pressure": 0.487,
"entitlement_friction": 0.609,
"labor_shortage": 0.677,
"portfolio_tightness": 0.405,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-106626",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:41:00Z",
"trace_id": "8b0d90c1-a06d-4018-a5dd-11c598803255"
} | {
"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": "network_latency",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.5,
"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": 0.036,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.441,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.63,
"battery_mwh": 5.51,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-9ED03D485F",
"grid_service_limit_mw": 15.13,
"gross_sqft": 492190,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.343,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.42,
"nearby_nodes": 5,
"network_redundancy_score": 0.422,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.6,
"dock_utilization_pct": 79.9,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.621,
"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": 3.02,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.8,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 3.5,
"rent_growth_90d_pct": 5.51,
"tenant_expansion_probability": 0.394
} | {
"annualized_noi_impact_usd": 13395,
"annualized_revenue_impact_usd": 17196,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 432781,
"expansion_capture_probability_post_event": 0.368,
"lease_rate_change_pct": 1.76,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.84
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.88
},
{
"action": "secure_pop_up_capacity",
"reason": "serv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.227,
"capital_availability": 0.343,
"demand_pressure": 0.293,
"entitlement_friction": 0.42,
"labor_shortage": 0.76,
"portfolio_tightness": 0.669,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-106627",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:03:00Z",
"trace_id": "09a9de56-cdaf-4dbb-960b-bdc4632bc62c"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.04,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.398,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.28,
"battery_mwh": 10.27,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-3E6D44238B",
"grid_service_limit_mw": 13.28,
"gross_sqft": 383070,
"infill_site": true,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.743,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.36,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.772,
"nearby_nodes": 4,
"network_redundancy_score": 0.804,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 80.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"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": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 3.59,
"tenant_expansion_probability": 0.17
} | {
"annualized_noi_impact_usd": -83997,
"annualized_revenue_impact_usd": -136877,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 589626,
"expansion_capture_probability_post_event": 0.051,
"lease_rate_change_pct": -0.92,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.99
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.09
},
{
"action": "escalate_utility_interconnect"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.426,
"capital_availability": 0.743,
"demand_pressure": 0.315,
"entitlement_friction": 0.772,
"labor_shortage": 0.697,
"portfolio_tightness": 0.647,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-106628",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:29:00Z",
"trace_id": "afbb720a-afdb-4a51-b25a-46788fbc0231"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"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": 0.257,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.332,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.65,
"battery_mwh": 0.82,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-A0A8EFB01A",
"grid_service_limit_mw": 24.66,
"gross_sqft": 930606,
"infill_site": false,
"lease_expiry_months": 34,
"occ... | {
"capital_availability": 0.623,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.583,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.196,
"nearby_nodes": 3,
"network_redundancy_score": 0.817,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 85.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.5,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 3.15,
"tenant_expansion_probability": 0.416
} | {
"annualized_noi_impact_usd": 19714,
"annualized_revenue_impact_usd": 28828,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 601624,
"expansion_capture_probability_post_event": 0.331,
"lease_rate_change_pct": 1.38,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.51
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.99
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.875,
"capital_availability": 0.623,
"demand_pressure": 0.664,
"entitlement_friction": 0.196,
"labor_shortage": 0.815,
"portfolio_tightness": 0.412,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-106629",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:52:00Z",
"trace_id": "87d1c026-ee63-4235-8e63-c1c451f7622f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"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": -0.018,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.161,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.66,
"battery_mwh": 7.19,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-D6E7C09172",
"grid_service_limit_mw": 12.88,
"gross_sqft": 1240674,
"infill_site": false,
"lease_expiry_months": 46,
"o... | {
"capital_availability": 0.339,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.559,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.543,
"nearby_nodes": 2,
"network_redundancy_score": 0.517,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 2.57,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": -0.36,
"tenant_expansion_probability": 0.216
} | {
"annualized_noi_impact_usd": -314257,
"annualized_revenue_impact_usd": -518044,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 501365,
"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -3.6,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.07
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.26
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.339,
"demand_pressure": 0.329,
"entitlement_friction": 0.543,
"labor_shortage": 1,
"portfolio_tightness": 0.546,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-106630",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:53:00Z",
"trace_id": "70d87148-096b-403f-af3b-d5d32a8da8a7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"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": 0.341,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.208,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.51,
"battery_mwh": 8.48,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-7DA792F5E9",
"grid_service_limit_mw": 7.39,
"gross_sqft": 644606,
"infill_site": true,
"lease_expiry_months": 33,
"... | {
"capital_availability": 0.497,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.37,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.791,
"nearby_nodes": 2,
"network_redundancy_score": 0.354,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1910... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 84.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"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": 2.65,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.49,
"rent_growth_90d_pct": 5.57,
"tenant_expansion_probability": 0.648
} | {
"annualized_noi_impact_usd": 153891,
"annualized_revenue_impact_usd": 256764,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 671470,
"expansion_capture_probability_post_event": 0.571,
"lease_rate_change_pct": 3.02,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 51.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.75
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.545,
"entitlement_friction": 0.791,
"labor_shortage": 0.872,
"portfolio_tightness": 0.63,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-106631",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:30:00Z",
"trace_id": "b1a50d81-befe-4fc2-9aa7-96571b41f0e7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.03,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.345,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.77,
"battery_mwh": 6.31,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-E7A420610A",
"grid_service_limit_mw": 11.6,
"gross_sqft": 708217,
"infill_site": true,
"lease_expiry_months": 18,
"... | {
"capital_availability": 0.436,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.75,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.618,
"nearby_nodes": 8,
"network_redundancy_score": 0.684,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 80,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
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"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.196
} | {
"annualized_noi_impact_usd": -133652,
"annualized_revenue_impact_usd": -186998,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 495725,
"expansion_capture_probability_post_event": 0.087,
"lease_rate_change_pct": -1.68,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.53
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.89
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.607,
"capital_availability": 0.436,
"demand_pressure": 0.446,
"entitlement_friction": 0.618,
"labor_shortage": 0.829,
"portfolio_tightness": 0.581,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-106632",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:36:00Z",
"trace_id": "1812288a-fe0c-4d5b-915f-1799a6e614e9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.029,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.497,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.77,
"battery_mwh": 5.82,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-A8ED8E3A17",
"grid_service_limit_mw": 13.85,
"gross_sqft": 919901,
"infill_site": true,
"lease_expiry_months": 56,
"... | {
"capital_availability": 0.683,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.73,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.271,
"nearby_nodes": 3,
"network_redundancy_score": 0.687,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.6,
"dock_utilization_pct": 78.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 77.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.672,
"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": 2.13,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.1,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": -0.13,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -174292,
"annualized_revenue_impact_usd": -258029,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 658032,
"expansion_capture_probability_post_event": 0.208,
"lease_rate_change_pct": -2.96,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.03
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.141,
"capital_availability": 0.683,
"demand_pressure": 0.316,
"entitlement_friction": 0.271,
"labor_shortage": 0.673,
"portfolio_tightness": 0.322,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-106633",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:39:00Z",
"trace_id": "73bbdda9-5a40-4eea-8b5c-18cdf83f604a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.339,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.35,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.55,
"battery_mwh": 2.38,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-50458CD405",
"grid_service_limit_mw": 14.29,
"gross_sqft": 1306128,
"infill_site": true,
"lease_expiry_months": 33,
"oc... | {
"capital_availability": 0.133,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.336,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.59,
"nearby_nodes": 3,
"network_redundancy_score": 0.865,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 86.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 0.49,
"tenant_expansion_probability": 0.541
} | {
"annualized_noi_impact_usd": 20401,
"annualized_revenue_impact_usd": 29273,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 559245,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": -0.02,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.65
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.752,
"capital_availability": 0.133,
"demand_pressure": 0.686,
"entitlement_friction": 0.59,
"labor_shortage": 0.728,
"portfolio_tightness": 0.457,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-106634",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:28:00Z",
"trace_id": "c37169c7-b37c-4c0a-8c8a-eb5d6c05710f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.124,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.383,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.65,
"battery_mwh": 1.83,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-17E21EBB2A",
"grid_service_limit_mw": 9.89,
"gross_sqft": 1151949,
"infill_site": true,
"lease_expiry_months": 25,
"occ... | {
"capital_availability": 0.723,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.651,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.805,
"nearby_nodes": 4,
"network_redundancy_score": 0.862,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.365
} | {
"annualized_noi_impact_usd": -200366,
"annualized_revenue_impact_usd": -302832,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 508325,
"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": -0.45,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.91
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.48,
"capital_availability": 0.723,
"demand_pressure": 0.434,
"entitlement_friction": 0.805,
"labor_shortage": 1,
"portfolio_tightness": 0.677,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-106635",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:32:00Z",
"trace_id": "b5e34f92-c5da-46ff-8cc2-6c5f4edd1d47"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.01,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.18,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.24,
"battery_mwh": 9.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-5CBCD84E71",
"grid_service_limit_mw": 10.33,
"gross_sqft": 906568,
"infill_site": true,
"lease_expiry_months": 20,
"occup... | {
"capital_availability": 0.144,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.479,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.659,
"nearby_nodes": 6,
"network_redundancy_score": 0.653,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 90... | [
{
"appointment_fill_pct": 73.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 79.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.5,
"occupancy_90d": 0.884,
"rent_growth_30d_pct": 1.11,
"rent_growth_90d_pct": 0.09,
"tenant_expansion_probability": 0.161
} | {
"annualized_noi_impact_usd": -373854,
"annualized_revenue_impact_usd": -549085,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 663141,
"expansion_capture_probability_post_event": 0.028,
"lease_rate_change_pct": -3.96,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.47
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.6
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.144,
"demand_pressure": 0.281,
"entitlement_friction": 0.659,
"labor_shortage": 0.926,
"portfolio_tightness": 0.649,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-106636",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:55:00Z",
"trace_id": "6bcf8e7c-7e4e-4bf8-8c0b-fec59c9c5cc2"
} | {
"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.17,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.361,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.8,
"battery_mwh": 2.36,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-94EE5B8E60",
"grid_service_limit_mw": 19.89,
"gross_sqft": 933011,
"infill_site": true,
"lease_expiry_months": 19,
"occupa... | {
"capital_availability": 0.557,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.264,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.149,
"nearby_nodes": 6,
"network_redundancy_score": 0.796,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 82.1,
"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": 0.824,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
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"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probability": 0.273
} | {
"annualized_noi_impact_usd": -142980,
"annualized_revenue_impact_usd": -203298,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 745702,
"expansion_capture_probability_post_event": 0.157,
"lease_rate_change_pct": -0.38,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.67
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.8
},
{
"action": "shift_overflow_to_sa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.557,
"demand_pressure": 0.447,
"entitlement_friction": 0.149,
"labor_shortage": 0.8,
"portfolio_tightness": 0.515,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-106637",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:45:00Z",
"trace_id": "6b2b97e9-e8f6-4d89-ba6f-2fb14d72b872"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.012,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.474,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.69,
"battery_mwh": 11.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-C90288364F",
"grid_service_limit_mw": 10.84,
"gross_sqft": 982000,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.671,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.469,
"nearby_nodes": 5,
"network_redundancy_score": 0.68,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 81,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 2.72,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.4,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0.234
} | {
"annualized_noi_impact_usd": -298867,
"annualized_revenue_impact_usd": -454153,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 503158,
"expansion_capture_probability_post_event": 0.135,
"lease_rate_change_pct": -2.74,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.16
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.319,
"capital_availability": 0.671,
"demand_pressure": 0.344,
"entitlement_friction": 0.469,
"labor_shortage": 1,
"portfolio_tightness": 0.699,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-106638",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:37:00Z",
"trace_id": "03946abb-20d1-481d-aa05-8d1e1a542e50"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"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": -0.018,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.408,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.27,
"battery_mwh": 10.32,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 131,
"facility_id": "FAC-C276DCCECB",
"grid_service_limit_mw": 14.26,
"gross_sqft": 1318115,
"infill_site": false,
"lease_expiry_months": 45,... | {
"capital_availability": 0.667,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.172,
"nearby_nodes": 3,
"network_redundancy_score": 0.34,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 95... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 77.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
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"rent_growth_30d_pct": -0.83,
"rent_growth_90d_pct": 0.1,
"tenant_expansion_probability": 0.081
} | {
"annualized_noi_impact_usd": -447092,
"annualized_revenue_impact_usd": -619302,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 669188,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.18,
"occupancy_shift": -0.022,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.51
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.71
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.667,
"demand_pressure": 0.261,
"entitlement_friction": 0.172,
"labor_shortage": 0.697,
"portfolio_tightness": 0.364,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-106639",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:09:00Z",
"trace_id": "d1e991ba-2ed5-43ac-86f4-493fec7c8a4a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.032,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.281,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.28,
"battery_mwh": 8.83,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-D709D98337",
"grid_service_limit_mw": 17.05,
"gross_sqft": 1284163,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.652,
"cluster_utilization_pct": 0.872,
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"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.465,
"nearby_nodes": 2,
"network_redundancy_score": 0.575,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 82.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.3,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 0.35,
"tenant_expansion_probability": 0.2... | {
"annualized_noi_impact_usd": -258899,
"annualized_revenue_impact_usd": -382047,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 458658,
"expansion_capture_probability_post_event": 0.111,
"lease_rate_change_pct": -2.68,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.18
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.21
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.418,
"capital_availability": 0.652,
"demand_pressure": 0.46,
"entitlement_friction": 0.465,
"labor_shortage": 0.782,
"portfolio_tightness": 0.487,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-106640",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:44:00Z",
"trace_id": "e6e143fb-9f74-49e0-842b-512f5a5c23d0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.192,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.177,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.8,
"battery_mwh": 8.6,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-D6DFEE82C2",
"grid_service_limit_mw": 19.58,
"gross_sqft": 744251,
"infill_site": true,
"lease_expiry_months": 67,
"occupa... | {
"capital_availability": 0.476,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.721,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.129,
"nearby_nodes": 3,
"network_redundancy_score": 0.605,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.7,
"dock_utilization_pct": 81.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"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": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 0.18,
"rent_growth_90d_pct": 1.79,
"tenant_expansion_probability": 0.33... | {
"annualized_noi_impact_usd": -33265,
"annualized_revenue_impact_usd": -50475,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 582858,
"expansion_capture_probability_post_event": 0.255,
"lease_rate_change_pct": 0.18,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.42
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.93
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.388,
"capital_availability": 0.476,
"demand_pressure": 0.452,
"entitlement_friction": 0.129,
"labor_shortage": 0.546,
"portfolio_tightness": 0.327,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-106641",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:48:00Z",
"trace_id": "33a25ef2-72a0-4d0d-87a8-e04fa51bb8b7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.18,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.306,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.44,
"battery_mwh": 10.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-B328E5823F",
"grid_service_limit_mw": 26.09,
"gross_sqft": 838254,
"infill_site": true,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.279,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.594,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.607,
"nearby_nodes": 7,
"network_redundancy_score": 0.321,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 88,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.352
} | {
"annualized_noi_impact_usd": -8126,
"annualized_revenue_impact_usd": -11212,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 623190,
"expansion_capture_probability_post_event": 0.253,
"lease_rate_change_pct": 0.71,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.82
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.711,
"capital_availability": 0.279,
"demand_pressure": 0.773,
"entitlement_friction": 0.607,
"labor_shortage": 0.807,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-106642",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:16:00Z",
"trace_id": "f08386c1-c3ab-48b9-9e42-79dbbc9efccb"
} | {
"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": 7.6,
"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": 0.138,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.1,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.32,
"battery_mwh": 6.23,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 66,
"facility_id": "FAC-1D9E322D61",
"grid_service_limit_mw": 18.17,
"gross_sqft": 665039,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.408,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.297,
"nearby_nodes": 5,
"network_redundancy_score": 0.467,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.6,
"dock_utilization_pct": 81,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 80.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.701,
"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": 2.3,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.1,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 3,
"rent_growth_90d_pct": 3.63,
"tenant_expansion_probability": 0.404
} | {
"annualized_noi_impact_usd": 12642,
"annualized_revenue_impact_usd": 20894,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 581018,
"expansion_capture_probability_post_event": 0.341,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.19
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.52
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.179,
"capital_availability": 0.464,
"demand_pressure": 0.389,
"entitlement_friction": 0.297,
"labor_shortage": 0.78,
"portfolio_tightness": 0.519,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-106643",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:57:00Z",
"trace_id": "09879b4c-5a93-4072-b4fc-a218f8d869fe"
} | {
"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": 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": 0.023,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.229,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.81,
"battery_mwh": 5.6,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-BEB38A7EB0",
"grid_service_limit_mw": 9.51,
"gross_sqft": 685217,
"infill_site": true,
"lease_expiry_months": 23,
"occupa... | {
"capital_availability": 0.516,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.695,
"nearby_nodes": 5,
"network_redundancy_score": 0.7,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 95163... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.2,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -276357,
"annualized_revenue_impact_usd": -372779,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 615405,
"expansion_capture_probability_post_event": 0.128,
"lease_rate_change_pct": -1.89,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.78
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.223,
"capital_availability": 0.516,
"demand_pressure": 0.335,
"entitlement_friction": 0.695,
"labor_shortage": 1,
"portfolio_tightness": 0.616,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-106644",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:11:00Z",
"trace_id": "cfa24770-325c-4cea-912f-dfedee297b28"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.19,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.217,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.31,
"battery_mwh": 10.95,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-BFEE7D01A4",
"grid_service_limit_mw": 11.64,
"gross_sqft": 959471,
"infill_site": true,
"lease_expiry_months": 50,
"occ... | {
"capital_availability": 0.293,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.753,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.501,
"nearby_nodes": 3,
"network_redundancy_score": 0.435,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 82.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 2.57,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.2,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 0.71,
"tenant_expansion_probability": 0.387
} | {
"annualized_noi_impact_usd": -112964,
"annualized_revenue_impact_usd": -149520,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 576974,
"expansion_capture_probability_post_event": 0.284,
"lease_rate_change_pct": -1.29,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.4
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.392,
"capital_availability": 0.293,
"demand_pressure": 0.467,
"entitlement_friction": 0.501,
"labor_shortage": 0.74,
"portfolio_tightness": 0.556,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-106645",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:52:00Z",
"trace_id": "fb578aff-0036-46c8-8284-efdd48a03b82"
} | {
"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": 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": 0.296,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.305,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.29,
"battery_mwh": 1.73,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-14716DCA35",
"grid_service_limit_mw": 13.51,
"gross_sqft": 711680,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.041,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.368,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.502,
"nearby_nodes": 6,
"network_redundancy_score": 0.787,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 85,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.4,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability": 0.501
} | {
"annualized_noi_impact_usd": 22470,
"annualized_revenue_impact_usd": 29048,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 568057,
"expansion_capture_probability_post_event": 0.4,
"lease_rate_change_pct": 1.45,
"occupancy_shift": 0.003,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.66
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.569,
"capital_availability": 0.041,
"demand_pressure": 0.592,
"entitlement_friction": 0.502,
"labor_shortage": 0.796,
"portfolio_tightness": 0.541,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-106646",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:06:00Z",
"trace_id": "d8e6fede-c512-4243-be9f-6d90c2f0c79f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.163,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.43,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.52,
"battery_mwh": 4.82,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-14F5A7C581",
"grid_service_limit_mw": 20.92,
"gross_sqft": 482645,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.361,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.246,
"nearby_nodes": 5,
"network_redundancy_score": 0.394,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 501610... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 84.7,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 1.37,
"tenant_expansion_probability": 0.331
} | {
"annualized_noi_impact_usd": -66367,
"annualized_revenue_impact_usd": -99999,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 540719,
"expansion_capture_probability_post_event": 0.229,
"lease_rate_change_pct": -1.22,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.37
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.361,
"demand_pressure": 0.598,
"entitlement_friction": 0.246,
"labor_shortage": 1,
"portfolio_tightness": 0.469,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-106647",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:43:00Z",
"trace_id": "1cc7c4a6-2003-4760-9494-5ffb398102b2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.436,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.124,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.23,
"battery_mwh": 9.67,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-51EACE2E0C",
"grid_service_limit_mw": 15.82,
"gross_sqft": 1327557,
"infill_site": false,
"lease_expiry_months": 72,
"o... | {
"capital_availability": 0.403,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.611,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.684,
"nearby_nodes": 2,
"network_redundancy_score": 0.452,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 56.7,
"dock_utilization_pct": 92.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.853,
"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": 1.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.83,
"rent_growth_90d_pct": 5.41,
"tenant_expansion_probability": 0.667... | {
"annualized_noi_impact_usd": 235598,
"annualized_revenue_impact_usd": 376625,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 482203,
"expansion_capture_probability_post_event": 0.561,
"lease_rate_change_pct": 3.96,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 49.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.26
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.6,
"capital_availability": 0.403,
"demand_pressure": 1,
"entitlement_friction": 0.684,
"labor_shortage": 0.79,
"portfolio_tightness": 0.561,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-106648",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:00:00Z",
"trace_id": "fd5476a3-04e3-4ed0-9f95-fd0db0878842"
} | {
"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": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.422,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.316,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.35,
"battery_mwh": 3,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-63D98AAF86",
"grid_service_limit_mw": 10.51,
"gross_sqft": 1082313,
"infill_site": false,
"lease_expiry_months": 36,
"occup... | {
"capital_availability": 0.792,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.303,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.289,
"nearby_nodes": 3,
"network_redundancy_score": 0.773,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 88.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.872,
"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": 2.75,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 3.88,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability": 0.633
} | {
"annualized_noi_impact_usd": 83630,
"annualized_revenue_impact_usd": 134317,
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"lease_rate_change_pct": 1.61,
"occupancy_shift": 0.004,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.93
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.81
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.243,
"capital_availability": 0.792,
"demand_pressure": 0.75,
"entitlement_friction": 0.289,
"labor_shortage": 0.839,
"portfolio_tightness": 0.603,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-106649",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:51:00Z",
"trace_id": "2da1b65d-05b3-490f-85e7-87701a0c97ff"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.203,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.345,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.31,
"battery_mwh": 8.12,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-9EFC032AD6",
"grid_service_limit_mw": 11.11,
"gross_sqft": 858278,
"infill_site": false,
"lease_expiry_months": 34,
"occ... | {
"capital_availability": 0.776,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.351,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.519,
"nearby_nodes": 3,
"network_redundancy_score": 0.446,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 85.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.702,
"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": 2.76,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 4.25,
"rent_growth_90d_pct": 5.07,
"tenant_expansion_probability": 0.55
} | {
"annualized_noi_impact_usd": 247572,
"annualized_revenue_impact_usd": 336144,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 553306,
"expansion_capture_probability_post_event": 0.505,
"lease_rate_change_pct": 2.1,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.54
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.65
},
{
"action": "shift_overfl... | {
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"demand_pressure": 0.566,
"entitlement_friction": 0.519,
"labor_shortage": 1,
"portfolio_tightness": 0.682,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-106650",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:12:00Z",
"trace_id": "b624aede-69c0-4abe-b74c-520c7f475cab"
} | {
"airport_proximity_km": 42,
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"highway_access_score": 0.89,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.393,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 1.61,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-5680FBCDB9",
"grid_service_limit_mw": 24.67,
"gross_sqft": 315441,
"infill_site": false,
"lease_expiry_months": 43,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.659,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1582413... | [
{
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"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": -0.03,
"rent_growth_90d_pct": -0.11,
"tenant_expansion_probabilit... | {
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"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": -1.78,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
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{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.22
},
{
"action": "rebalance... | {
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"labor_shortage": 0.804,
"portfolio_tightness": 0.388,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-106651",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:17:00Z",
"trace_id": "f5de6491-904c-4ae2-92b5-6f6991b79494"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.428,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 9.18,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-797EA6B0B6",
"grid_service_limit_mw": 8.67,
"gross_sqft": 422958,
"infill_site": true,
"lease_expiry_months": 58,
"... | {
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"network_redundancy_score": 0.803,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
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"dock_utilization_pct": 83.5,
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"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"shift_fi... | {
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"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 5.01,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": 1.28,
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.83
},
{
"action": "activate_temp_l... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:22:00Z",
"trace_id": "beaf3824-a790-44b6-a2fc-285a5b1a83ee"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.417,
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"service_level_target... | {
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"grid_service_limit_mw": 23.69,
"gross_sqft": 860396,
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... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_ra... | {
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"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 1.64,
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} | {
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"service_penalty_risk_us... | {
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"score": 41.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.95
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.765,
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"power... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:15:00Z",
"trace_id": "bccdc6f4-07c3-4942-8a51-abdbe1dc0df7"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.385,
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"service_level_ta... | {
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"grid_service_limit_mw": 18.29,
"gross_sqft": 230149,
"infill_site": true,
"lease_expiry_months": 46,
"occu... | {
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"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1164927,... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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{
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"score": 31.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.49
},
{
"action": "rebalance_carri... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:00:00Z",
"trace_id": "460ac7ca-36fe-4d74-bafa-7b7a84d21867"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
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"role": "operations_lead"
},
{
... | {
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"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.065,
"seasonality": 0.49,
"service_level_t... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-AC197636D7",
"grid_service_limit_mw": 9.49,
"gross_sqft": 1247498,
"infill_site": true,
"lease_expiry_months": 40,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.312,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 81.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.4,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.293
} | {
"annualized_noi_impact_usd": -176017,
"annualized_revenue_impact_usd": -233052,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 539699,
"expansion_capture_probability_post_event": 0.192,
"lease_rate_change_pct": 0.65,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.08
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.721,
"capital_availability": 0.632,
"demand_pressure": 0.379,
"entitlement_friction": 0.355,
"labor_shortage": 0.757,
"portfolio_tightness": 0.619,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-106655",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:42:00Z",
"trace_id": "31cfc66d-ab18-457d-add9-19ba9d00b6fa"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.191,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.417,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.72,
"battery_mwh": 3.51,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-FD10C87CBB",
"grid_service_limit_mw": 20.99,
"gross_sqft": 701172,
"infill_site": false,
"lease_expiry_months": 59,
"occ... | {
"capital_availability": 0.841,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.282,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.449,
"nearby_nodes": 2,
"network_redundancy_score": 0.654,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 313429... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.3,
"dock_utilization_pct": 82.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.31,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
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"rent_growth_30d_pct": 2.84,
"rent_growth_90d_pct": 4.62,
"tenant_expansion_probability": 0.486
} | {
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"annualized_revenue_impact_usd": 66642,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.446,
"lease_rate_change_pct": 2.13,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 32.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 23.07
},
{
"action": "hold_service_l... | {
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"demand_pressure": 0.488,
"entitlement_friction": 0.449,
"labor_shortage": 0.59,
"portfolio_tightness": 0.486,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-106656",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:50:00Z",
"trace_id": "b276a21b-484b-46a1-9438-8afa6b96451e"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.057,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 10.94,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-FD5D16A041",
"grid_service_limit_mw": 10.14,
"gross_sqft": 616011,
"infill_site": false,
"lease_expiry_months": 70,
"oc... | {
"capital_availability": 0.255,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.53,
"cross_node_rebalancing_capacity_pct": 0.079,
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"nearby_nodes": 8,
"network_redundancy_score": 0.503,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 185... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability": 0.296
} | {
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"expansion_capture_probability_post_event": 0.197,
"lease_rate_change_pct": -1.43,
"occupancy_shift": 0.022,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.72
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.43
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.701,
"entitlement_friction": 0.516,
"labor_shortage": 0.974,
"portfolio_tightness": 0.621,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-106657",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:27:00Z",
"trace_id": "13571df6-25b8-4472-985e-2fda9b82a076"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.128,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-5FDB64C5F9",
"grid_service_limit_mw": 24.74,
"gross_sqft": 620310,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.51,
"portfolio_cluster": "chicago_joliet",
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... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.2,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 55.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_fill_rate_pct": ... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.3,
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"rent_growth_30d_pct": 3.21,
"rent_growth_90d_pct": 5.67,
"tenant_expansion_probability": 0.544
} | {
"annualized_noi_impact_usd": 92833,
"annualized_revenue_impact_usd": 124755,
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"expansion_capture_probability_post_event": 0.489,
"lease_rate_change_pct": 3.01,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.54
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.45
},
{
"action": "r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.468,
"demand_pressure": 0.575,
"entitlement_friction": 0.468,
"labor_shortage": 0.678,
"portfolio_tightness": 0.464,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-106658",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:13:00Z",
"trace_id": "adeb4bad-636c-4515-9c19-937768fabaeb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.315,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 8.07,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-6429C7105C",
"grid_service_limit_mw": 17.2,
"gross_sqft": 1081852,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.345,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.246,
"nearby_nodes": 8,
"network_redundancy_score": 0.432,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 83.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.1,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 1.14,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -190662,
"annualized_revenue_impact_usd": -296695,
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"decision_horizon_days": 45,
"estimated_capex_usd": 519130,
"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -1.12,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.37
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.345,
"demand_pressure": 0.524,
"entitlement_friction": 0.246,
"labor_shortage": 0.642,
"portfolio_tightness": 0.423,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-106659",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:38:00Z",
"trace_id": "e73b357d-ab2d-44e3-a600-c50e82fbdb83"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"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": 0.119,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.197,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.57,
"battery_mwh": 8.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 140,
"facility_id": "FAC-2C9EC52EE8",
"grid_service_limit_mw": 15.58,
"gross_sqft": 1402451,
"infill_site": false,
"lease_expiry_months": 68,
"oc... | {
"capital_availability": 0.213,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.795,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.675,
"nearby_nodes": 4,
"network_redundancy_score": 0.797,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 80.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.41,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.9,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": -0.99,
"rent_growth_90d_pct": 0.5,
"tenant_expansion_probability": 0.23... | {
"annualized_noi_impact_usd": -190073,
"annualized_revenue_impact_usd": -318636,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 30,
"estimated_capex_usd": 524055,
"expansion_capture_probability_post_event": 0.112,
"lease_rate_change_pct": -2.48,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.25
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.41
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.798,
"capital_availability": 0.213,
"demand_pressure": 0.381,
"entitlement_friction": 0.675,
"labor_shortage": 0.886,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-106660",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:00:00Z",
"trace_id": "39d75c3c-560c-4b8e-8a48-00f6330cd10c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"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": 0.173,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.281,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.55,
"battery_mwh": 2.96,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-EF9199013C",
"grid_service_limit_mw": 20.39,
"gross_sqft": 587284,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.065,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.747,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.491,
"nearby_nodes": 6,
"network_redundancy_score": 0.87,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1858513... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 81.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.1,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": 2.05,
"tenant_expansion_probability": 0.304
} | {
"annualized_noi_impact_usd": -23728,
"annualized_revenue_impact_usd": -34638,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 546747,
"expansion_capture_probability_post_event": 0.205,
"lease_rate_change_pct": -0.19,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.93
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.94,
"capital_availability": 0.065,
"demand_pressure": 0.437,
"entitlement_friction": 0.491,
"labor_shortage": 0.596,
"portfolio_tightness": 0.493,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-106661",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:28:00Z",
"trace_id": "5512f2de-4f93-42a6-9901-d39077ec1084"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.5,
"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": 0.326,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.288,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.5,
"battery_mwh": 2.57,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 104,
"facility_id": "FAC-48024BD88B",
"grid_service_limit_mw": 15.5,
"gross_sqft": 1043885,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.322,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.569,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.627,
"nearby_nodes": 7,
"network_redundancy_score": 0.518,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 756490... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.6,
"dock_utilization_pct": 89.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.877,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 3.48,
"tenant_expansion_probability": 0.465
} | {
"annualized_noi_impact_usd": 18559,
"annualized_revenue_impact_usd": 24067,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 738029,
"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": 1.22,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.68
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.598,
"capital_availability": 0.322,
"demand_pressure": 0.894,
"entitlement_friction": 0.627,
"labor_shortage": 0.813,
"portfolio_tightness": 0.39,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-106662",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:38:00Z",
"trace_id": "dd128d8a-9e9f-43b5-9fb4-7f2b5f730e7d"
} | {
"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": 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": 0.129,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.218,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.52,
"battery_mwh": 11.69,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-4B2888FDA8",
"grid_service_limit_mw": 15.93,
"gross_sqft": 807747,
"infill_site": false,
"lease_expiry_months": 46,
"oc... | {
"capital_availability": 0.436,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.403,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.51,
"nearby_nodes": 5,
"network_redundancy_score": 0.504,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 1.45,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.2,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": -0.57,
"rent_growth_90d_pct": 1.89,
"tenant_expansion_probability": 0.24
} | {
"annualized_noi_impact_usd": -57511,
"annualized_revenue_impact_usd": -91675,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 653553,
"expansion_capture_probability_post_event": 0.138,
"lease_rate_change_pct": -0.82,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.74
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.61
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.816,
"capital_availability": 0.436,
"demand_pressure": 0.451,
"entitlement_friction": 0.51,
"labor_shortage": 0.677,
"portfolio_tightness": 0.366,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-106663",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:10:00Z",
"trace_id": "18b934cf-20bf-48d8-badc-f85aca8458d4"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.41,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.409,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.33,
"battery_mwh": 11.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-F10F79BEAF",
"grid_service_limit_mw": 14.48,
"gross_sqft": 466311,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.643,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.758,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.552,
"nearby_nodes": 4,
"network_redundancy_score": 0.604,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 89.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 4.15,
"tenant_expansion_probability": 0.66
} | {
"annualized_noi_impact_usd": 38135,
"annualized_revenue_impact_usd": 59218,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 483836,
"expansion_capture_probability_post_event": 0.576,
"lease_rate_change_pct": 3.48,
"occupancy_shift": 0.001,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 45.7
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.78
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.232,
"capital_availability": 0.643,
"demand_pressure": 0.871,
"entitlement_friction": 0.552,
"labor_shortage": 0.607,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-106664",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:01:00Z",
"trace_id": "4e5f7b15-b038-4d40-bb09-676ab6303041"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.198,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.112,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.47,
"battery_mwh": 6.62,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-1509BB96FF",
"grid_service_limit_mw": 16.72,
"gross_sqft": 587295,
"infill_site": false,
"lease_expiry_months": 16,
"occ... | {
"capital_availability": 0.757,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.184,
"nearby_nodes": 5,
"network_redundancy_score": 0.767,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1732596... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 2.16,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 2.46,
"rent_growth_90d_pct": 1.59,
"tenant_expansion_probability": 0.442
} | {
"annualized_noi_impact_usd": 56019,
"annualized_revenue_impact_usd": 73450,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 450201,
"expansion_capture_probability_post_event": 0.388,
"lease_rate_change_pct": 0.55,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.62
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.227,
"capital_availability": 0.757,
"demand_pressure": 0.721,
"entitlement_friction": 0.184,
"labor_shortage": 0.607,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-106665",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:20:00Z",
"trace_id": "24e977cd-76b6-40b6-a6af-7fe04dc3d9f3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.411,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.366,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.27,
"battery_mwh": 10.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-7495A5AF13",
"grid_service_limit_mw": 9.48,
"gross_sqft": 1157386,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.418,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.814,
"nearby_nodes": 2,
"network_redundancy_score": 0.395,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 40... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 87.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.2,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 3.21,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability": 0.69
} | {
"annualized_noi_impact_usd": 304643,
"annualized_revenue_impact_usd": 513887,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 555368,
"expansion_capture_probability_post_event": 0.578,
"lease_rate_change_pct": 2.38,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.22
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.366,
"capital_availability": 0.418,
"demand_pressure": 0.679,
"entitlement_friction": 0.814,
"labor_shortage": 0.923,
"portfolio_tightness": 0.663,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-106666",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:36:00Z",
"trace_id": "828dad7e-141f-4cd4-a786-3a1547e63653"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.409,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.159,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.35,
"battery_mwh": 9.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-A88F2C03B8",
"grid_service_limit_mw": 11.04,
"gross_sqft": 822385,
"infill_site": true,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.472,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.78,
"nearby_nodes": 5,
"network_redundancy_score": 0.506,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 589654,... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.5,
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"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 4.16,
"tenant_expansion_probability": 0.67
} | {
"annualized_noi_impact_usd": 215713,
"annualized_revenue_impact_usd": 316093,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 455260,
"expansion_capture_probability_post_event": 0.562,
"lease_rate_change_pct": 2.73,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.4
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.71,
"capital_availability": 0,
"demand_pressure": 0.667,
"entitlement_friction": 0.78,
"labor_shortage": 0.924,
"portfolio_tightness": 0.689,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-106667",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:04:00Z",
"trace_id": "9c8ec2fb-7aed-4e7c-9df9-082eebb06a9a"
} | {
"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": 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": 0.364,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.241,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 0.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-F0DE12C519",
"grid_service_limit_mw": 9.91,
"gross_sqft": 376226,
"infill_site": false,
"lease_expiry_months": 52,
"occu... | {
"capital_availability": 0.347,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.496,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.51,
"nearby_nodes": 4,
"network_redundancy_score": 0.499,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 135... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 2.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
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"rent_growth_30d_pct": 3.09,
"rent_growth_90d_pct": 4.2,
"tenant_expansion_probability": 0.644
} | {
"annualized_noi_impact_usd": 129121,
"annualized_revenue_impact_usd": 168085,
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"decision_horizon_days": 30,
"estimated_capex_usd": 598276,
"expansion_capture_probability_post_event": 0.544,
"lease_rate_change_pct": 2.54,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.56
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.16
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.31,
"capital_availability": 0.347,
"demand_pressure": 0.592,
"entitlement_friction": 0.51,
"labor_shortage": 1,
"portfolio_tightness": 0.647,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-106668",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:28:00Z",
"trace_id": "3416201d-8688-4f76-86a8-a50b927f3a93"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.186,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.159,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 11.71,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-53BB5D722D",
"grid_service_limit_mw": 15.62,
"gross_sqft": 1413540,
"infill_site": false,
"lease_expiry_months": 26... | {
"capital_availability": 0.49,
"cluster_utilization_pct": 0.961,
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"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.536,
"nearby_nodes": 4,
"network_redundancy_score": 0.329,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 83.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.973,
"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": -0.34,
"tenant_expansion_probability":... | {
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"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": -1.78,
"occupancy_shift": 0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.47
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.899,
"capital_availability": 0.49,
"demand_pressure": 0.571,
"entitlement_friction": 0.536,
"labor_shortage": 0.684,
"portfolio_tightness": 0.414,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-106669",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:09:00Z",
"trace_id": "6f599948-a9f2-40b0-a536-3fa2a52c55fc"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"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": 0.198,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.207,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 4.73,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-1381E33178",
"grid_service_limit_mw": 17.85,
"gross_sqft": 573126,
"infill_site": true,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.495,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.516,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.181,
"nearby_nodes": 8,
"network_redundancy_score": 0.659,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"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": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 2.65,
"rent_growth_90d_pct": 1.78,
"tenant_expansion_probability": 0.445
} | {
"annualized_noi_impact_usd": 73077,
"annualized_revenue_impact_usd": 101491,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 431468,
"expansion_capture_probability_post_event": 0.419,
"lease_rate_change_pct": 0.26,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.97
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.495,
"demand_pressure": 0.757,
"entitlement_friction": 0.181,
"labor_shortage": 0.661,
"portfolio_tightness": 0.315,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-106670",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:01:00Z",
"trace_id": "349f8f91-affe-49c6-8413-49b2340a018d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"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": 0.206,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.208,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.19,
"battery_mwh": 0.95,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-8C535293BF",
"grid_service_limit_mw": 11.59,
"gross_sqft": 987991,
"infill_site": true,
"lease_expiry_months": 27,
"occu... | {
"capital_availability": 0.555,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.767,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.658,
"nearby_nodes": 6,
"network_redundancy_score": 0.355,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 28... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"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": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.5,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 4.38,
"rent_growth_90d_pct": 3.74,
"tenant_expansion_probability": 0.5... | {
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"annualized_revenue_impact_usd": 355236,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 685661,
"expansion_capture_probability_post_event": 0.456,
"lease_rate_change_pct": 0.79,
"occupancy_shift": 0.025,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.61
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.4
},
{
"action": "activa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.555,
"demand_pressure": 0.61,
"entitlement_friction": 0.658,
"labor_shortage": 0.862,
"portfolio_tightness": 0.655,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-106671",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:38:00Z",
"trace_id": "2bc205f5-5192-496a-ae98-5bf464fe17be"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.206,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.433,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.4,
"battery_mwh": 2.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 43,
"facility_id": "FAC-C82D1E4C72",
"grid_service_limit_mw": 21.28,
"gross_sqft": 437425,
"infill_site": false,
"lease_expiry_months": 71,
"... | {
"capital_availability": 0.061,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.736,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.505,
"nearby_nodes": 4,
"network_redundancy_score": 0.397,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 75.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 80.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": -0.14,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.324
} | {
"annualized_noi_impact_usd": -57371,
"annualized_revenue_impact_usd": -78685,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 532676,
"expansion_capture_probability_post_event": 0.209,
"lease_rate_change_pct": -0.49,
"occupancy_shift": -0.017,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.14
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.693,
"capital_availability": 0.061,
"demand_pressure": 0.399,
"entitlement_friction": 0.505,
"labor_shortage": 0.655,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-106672",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:55:00Z",
"trace_id": "e6dbae70-a193-4062-a48e-7eada0fc2a1e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.38,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.349,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.18,
"battery_mwh": 0.91,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-F76F2D9A06",
"grid_service_limit_mw": 16.42,
"gross_sqft": 1182494,
"infill_site": false,
"lease_expiry_months": 23,
"o... | {
"capital_availability": 0.353,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.55,
"nearby_nodes": 8,
"network_redundancy_score": 0.654,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 819... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 85.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"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": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 4.62,
"tenant_expansion_probability": 0.671
} | {
"annualized_noi_impact_usd": 227434,
"annualized_revenue_impact_usd": 327027,
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"decision_horizon_days": 45,
"estimated_capex_usd": 483604,
"expansion_capture_probability_post_event": 0.613,
"lease_rate_change_pct": 2.97,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 52.93
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.72
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.324,
"capital_availability": 0.353,
"demand_pressure": 0.686,
"entitlement_friction": 0.55,
"labor_shortage": 0.894,
"portfolio_tightness": 0.315,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-106673",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:16:00Z",
"trace_id": "b7f786dc-8790-4e1f-96f1-689efe03ec79"
} | {
"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": 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": 0.007,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.233,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.68,
"battery_mwh": 0.23,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-C091F6C092",
"grid_service_limit_mw": 19.14,
"gross_sqft": 803109,
"infill_site": true,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.613,
"cluster_utilization_pct": 0.933,
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"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.531,
"nearby_nodes": 6,
"network_redundancy_score": 0.459,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 154937... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 82.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 0.45,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.139
} | {
"annualized_noi_impact_usd": -116160,
"annualized_revenue_impact_usd": -151895,
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"expansion_capture_probability_post_event": 0.035,
"lease_rate_change_pct": -2.37,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.95
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.44
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.613,
"capital_availability": 0.613,
"demand_pressure": 0.466,
"entitlement_friction": 0.531,
"labor_shortage": 0.755,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-106674",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:43:00Z",
"trace_id": "80657215-1c2c-439b-9724-0219084df231"
} | {
"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": 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": 0.331,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.176,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.57,
"battery_mwh": 3.01,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 85,
"facility_id": "FAC-3E5B10C615",
"grid_service_limit_mw": 6.99,
"gross_sqft": 853195,
"infill_site": true,
"lease_expiry_months": 48,
"o... | {
"capital_availability": 0.302,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.733,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.854,
"nearby_nodes": 3,
"network_redundancy_score": 0.31,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 100... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 85.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 77.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
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"rent_growth_30d_pct": 3.9,
"rent_growth_90d_pct": 2.58,
"tenant_expansion_probability": 0.652
... | {
"annualized_noi_impact_usd": 243207,
"annualized_revenue_impact_usd": 375052,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 758441,
"expansion_capture_probability_post_event": 0.572,
"lease_rate_change_pct": 0.58,
"occupancy_shift": 0.026,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.77
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.19
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.302,
"demand_pressure": 0.619,
"entitlement_friction": 0.854,
"labor_shortage": 0.876,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-106675",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:05:00Z",
"trace_id": "27d4fd85-0402-4f00-8add-7e338d89aead"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"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": 0.373,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.301,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 9.98,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-C923831C4B",
"grid_service_limit_mw": 8.04,
"gross_sqft": 938709,
"infill_site": true,
"lease_expiry_months": 29,
"... | {
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"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.391,
"nearby_nodes": 5,
"network_redundancy_score": 0.64,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 152... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_press... | {
"build_vs_buy_score": 2.47,
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.48,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability": 0.631
} | {
"annualized_noi_impact_usd": 185960,
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"expansion_capture_probability_post_event": 0.545,
"lease_rate_change_pct": 1.46,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.94
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.04
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.675,
"entitlement_friction": 0.391,
"labor_shortage": 0.869,
"portfolio_tightness": 0.72,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-106676",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:40:00Z",
"trace_id": "d30bcdc7-d4bf-42e2-8462-18617ea545d7"
} | {
"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",
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{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.216,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 5.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-5503F3BDF5",
"grid_service_limit_mw": 19.63,
"gross_sqft": 371996,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.597,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.295,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.373,
"nearby_nodes": 3,
"network_redundancy_score": 0.714,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1786806... | [
{
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"dock_utilization_pct": 86.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 53,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.8,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.1,
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"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 4.13,
"tenant_expansion_probability": 0.484
} | {
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"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": 2.41,
"occupancy_shift": 0.01,
"service_penalty_risk_usd": 9... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 37.75
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.65
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.597,
"demand_pressure": 0.71,
"entitlement_friction": 0.373,
"labor_shortage": 0.6,
"portfolio_tightness": 0.423,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-106677",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:41:00Z",
"trace_id": "60b06852-f382-42d1-bdc3-e3c056ae7127"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.108,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.257,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 3.06,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-10A7436AFE",
"grid_service_limit_mw": 24.34,
"gross_sqft": 885391,
"infill_site": true,
"lease_expiry_months": 34,
"occu... | {
"capital_availability": 0.468,
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"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.429,
"nearby_nodes": 7,
"network_redundancy_score": 0.426,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 2.06,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.6,
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"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 3.72,
"tenant_expansion_probability": 0.262
} | {
"annualized_noi_impact_usd": -83457,
"annualized_revenue_impact_usd": -120831,
"cap_rate_pressure_pct": -0.12,
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"expansion_capture_probability_post_event": 0.176,
"lease_rate_change_pct": 0.76,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.62
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.661,
"capital_availability": 0.468,
"demand_pressure": 0.656,
"entitlement_friction": 0.429,
"labor_shortage": 0.595,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106678",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:23:00Z",
"trace_id": "ceec18e6-01ac-4b38-ad6a-03907d0e1c0f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.067,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.476,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.81,
"battery_mwh": 3.39,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-30F3F8A4B0",
"grid_service_limit_mw": 12.48,
"gross_sqft": 539662,
"infill_site": true,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.574,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.334,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.483,
"nearby_nodes": 2,
"network_redundancy_score": 0.791,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 80,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.01,
"rent_growth_90d_pct": -1.08,
"tenant_expansion_probability": 0.231
} | {
"annualized_noi_impact_usd": -59741,
"annualized_revenue_impact_usd": -92477,
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"expansion_capture_probability_post_event": 0.144,
"lease_rate_change_pct": -3.14,
"occupancy_shift": -0.016,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.14
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.63
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.429,
"capital_availability": 0.574,
"demand_pressure": 0.364,
"entitlement_friction": 0.483,
"labor_shortage": 0.597,
"portfolio_tightness": 0.422,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-106679",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:54:00Z",
"trace_id": "3e96ee3b-db2d-4bec-82f1-1c14726c0c3b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.426,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.29,
"battery_mwh": 0.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-428F50CC48",
"grid_service_limit_mw": 12.5,
"gross_sqft": 713352,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.506,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.679,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.788,
"nearby_nodes": 7,
"network_redundancy_score": 0.55,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 79,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability": 0.255... | {
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"decision_horizon_days": 45,
"estimated_capex_usd": 578897,
"expansion_capture_probability_post_event": 0.13,
"lease_rate_change_pct": -2.34,
"occupancy_shift": -0.019,
"service_penalty_ri... | {
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"action": "shift_overflow_to_satellite",
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"score": 31.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.31
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.265,
"entitlement_friction": 0.788,
"labor_shortage": 1,
"portfolio_tightness": 0.595,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-106680",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:41:00Z",
"trace_id": "23c161a9-e4b1-4bc0-8add-e537b95e1ed7"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.193,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 6.84,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 20.29,
"gross_sqft": 1049435,
"infill_site": false,
"lease_expiry_months": 52,
"o... | {
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"cluster_utilization_pct": 0.892,
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"entitlement_friction": 0.443,
"nearby_nodes": 7,
"network_redundancy_score": 0.509,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 91.6,
"event_name": "ORDER_GROWTH_OUTLIER",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 3.5,
"rent_growth_90d_pct": 4.03,
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} | {
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"expansion_capture_probability_post_event": 0.488,
"lease_rate_change_pct": 2.59,
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"service_penalty_risk_... | {
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"score": 48.4
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.48
},
{
"action": "rebalance_carrie... | {
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"demand_pressure": 0.951,
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"labor_shortage": 0.825,
"portfolio_tightness": 0.508,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-106681",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:55:00Z",
"trace_id": "08dc4792-2fe9-492e-8915-ec2260d15bee"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.091,
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"s... | {
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"grid_service_limit_mw": 14.17,
"gross_sqft": 544993,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.622,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1356008... | [
{
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"power_load_pct_of_service_limit": 77.7,
"reefer_temp_delta_c": 0.15,
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} | {
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"lease_rate_change_pct": -1.52,
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"service_penalty_risk_usd... | {
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{
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"score": 44.05
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.56
},
{
"action": "esca... | {
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"entitlement_friction": 0.457,
"labor_shortage": 0.701,
"portfolio_tightness": 0.382,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-106682",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:38:00Z",
"trace_id": "f2096b5b-db9e-45d4-b634-4f9bcb5777b3"
} | {
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.169,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 3.06,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-0C6E503176",
"grid_service_limit_mw": 17.59,
"gross_sqft": 626516,
"infill_site": true,
"lease_expiry_months": 11,
"occu... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.522,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 80.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.2,
"rent_growth_90d_pct": 1.89,
"tenant_expansion_probability": 0.384
} | {
"annualized_noi_impact_usd": -32672,
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"expansion_capture_probability_post_event": 0.294,
"lease_rate_change_pct": 0.08,
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"service_penalty_risk_... | {
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{
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"score": 29.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.96
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.762,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:15:00Z",
"trace_id": "91f3ddfa-b3a7-4cd6-8b53-093b50198747"
} | {
"airport_proximity_km": 42,
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.078,
"seasonality": 0.82,
"service_level_target": 0.9... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-4A9B8FD020",
"grid_service_limit_mw": 22.24,
"gross_sqft": 930249,
"infill_site": true,
"lease_expiry_months": 64,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.35,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 64174,
... | [
{
"appointment_fill_pct": 81.5,
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"dock_utilization_pct": 87.1,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 54,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill_rate_pct": ... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.2,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 84,
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"rent_growth_30d_pct": 3.23,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability": 0.718
} | {
"annualized_noi_impact_usd": 159844,
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"expansion_capture_probability_post_event": 0.681,
"lease_rate_change_pct": 2.2,
"occupancy_shift": 0.039,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.7
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 25.75
},
{
"action": "deploy_peak_shaving"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.665,
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"entitlement_friction": 0.627,
"labor_shortage": 0.463,
"portfolio_tightness": 0.398,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-106684",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:24:00Z",
"trace_id": "ff050dca-1521-4e3a-bbf9-f718c9d92fac"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.081,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.456,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.26,
"battery_mwh": 9.06,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-2933375252",
"grid_service_limit_mw": 13.21,
"gross_sqft": 461104,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.589,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.336,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.406,
"nearby_nodes": 5,
"network_redundancy_score": 0.696,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 82.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.274
} | {
"annualized_noi_impact_usd": -53089,
"annualized_revenue_impact_usd": -90813,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 392600,
"expansion_capture_probability_post_event": 0.189,
"lease_rate_change_pct": -1.24,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.98
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.585,
"capital_availability": 0.589,
"demand_pressure": 0.47,
"entitlement_friction": 0.406,
"labor_shortage": 0.719,
"portfolio_tightness": 0.568,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-106685",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:04:00Z",
"trace_id": "71b3c416-4c07-418c-846f-64bf0941823a"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.001,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.26,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.31,
"battery_mwh": 10.8,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 114,
"facility_id": "FAC-8F1F6E7669",
"grid_service_limit_mw": 8.18,
"gross_sqft": 1149428,
"infill_site": true,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.664,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.301,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.416,
"nearby_nodes": 6,
"network_redundancy_score": 0.327,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 95... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 78.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": 0.157
... | {
"annualized_noi_impact_usd": -648562,
"annualized_revenue_impact_usd": -972458,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 710693,
"expansion_capture_probability_post_event": 0.026,
"lease_rate_change_pct": -2.63,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.7
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.335,
"capital_availability": 0.664,
"demand_pressure": 0.213,
"entitlement_friction": 0.416,
"labor_shortage": 0.998,
"portfolio_tightness": 0.662,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-106686",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:44:00Z",
"trace_id": "29fb25ca-912c-4c7d-b35f-42b731f86804"
} | {
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.215,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.11,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.43,
"battery_mwh": 5.68,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-EA6C7BE08A",
"grid_service_limit_mw": 20.17,
"gross_sqft": 697280,
"infill_site": false,
"lease_expiry_months": 49,
"occ... | {
"capital_availability": 0.499,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.572,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.123,
"nearby_nodes": 8,
"network_redundancy_score": 0.335,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 89.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"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": 2.4,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.1,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 3.51,
"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability": 0.422
} | {
"annualized_noi_impact_usd": 36101,
"annualized_revenue_impact_usd": 49802,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 432937,
"expansion_capture_probability_post_event": 0.346,
"lease_rate_change_pct": 1.4,
"occupancy_shift": 0.025,
"service_penalty_risk_usd": 6... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.62
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.241,
"capital_availability": 0.499,
"demand_pressure": 0.871,
"entitlement_friction": 0.123,
"labor_shortage": 0.661,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-106687",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:05:00Z",
"trace_id": "8fed938b-0edb-4849-9237-19aa9379da43"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.135,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.438,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.41,
"battery_mwh": 6.86,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-DAF96C31A5",
"grid_service_limit_mw": 17.29,
"gross_sqft": 444550,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
"capital_availability": 0.605,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.66,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.299,
"nearby_nodes": 8,
"network_redundancy_score": 0.807,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_rate... | {
"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": 2.07,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.7,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 0.12,
"rent_growth_90d_pct": -0.38,
"tenant_expansion_probability": 0.316
} | {
"annualized_noi_impact_usd": -63861,
"annualized_revenue_impact_usd": -109416,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 504565,
"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": -1.93,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.47
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.708,
"capital_availability": 0.605,
"demand_pressure": 0.382,
"entitlement_friction": 0.299,
"labor_shortage": 0.756,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-106688",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:58:00Z",
"trace_id": "63609944-cc4c-4f5d-8142-543cec467e52"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"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": 0.441,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.439,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.28,
"battery_mwh": 9.19,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-63070B8125",
"grid_service_limit_mw": 11.54,
"gross_sqft": 700706,
"infill_site": true,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.533,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.74,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.429,
"nearby_nodes": 5,
"network_redundancy_score": 0.709,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 859... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.8,
"dock_utilization_pct": 89.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"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": 2.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": 0.691
} | {
"annualized_noi_impact_usd": 119505,
"annualized_revenue_impact_usd": 184677,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 534576,
"expansion_capture_probability_post_event": 0.599,
"lease_rate_change_pct": 2.54,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 46.32
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.13
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.668,
"capital_availability": 0.533,
"demand_pressure": 0.831,
"entitlement_friction": 0.429,
"labor_shortage": 0.882,
"portfolio_tightness": 0.596,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-106689",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:06:00Z",
"trace_id": "910049ed-fd7c-487b-afc0-d95984e006d4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.133,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.318,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.3,
"battery_mwh": 10.14,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-1319F82815",
"grid_service_limit_mw": 19.49,
"gross_sqft": 1009794,
"infill_site": false,
"lease_expiry_months": 23,... | {
"capital_availability": 0.581,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.253,
"nearby_nodes": 6,
"network_redundancy_score": 0.675,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 3.77,
"tenant_expansion_probability": 0.373
} | {
"annualized_noi_impact_usd": 3648,
"annualized_revenue_impact_usd": 5476,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 504322,
"expansion_capture_probability_post_event": 0.301,
"lease_rate_change_pct": 1.14,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.09
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.71
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.328,
"capital_availability": 0.581,
"demand_pressure": 0.664,
"entitlement_friction": 0.253,
"labor_shortage": 0.8,
"portfolio_tightness": 0.549,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-106690",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:47:00Z",
"trace_id": "7d7dd8f4-f3cf-4258-b0fd-05b1bc8a1bdc"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.106,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.305,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.65,
"battery_mwh": 2.05,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-5D17A3E0E3",
"grid_service_limit_mw": 17.66,
"gross_sqft": 1195452,
"infill_site": false,
"lease_expiry_months": 37,
"o... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.415,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.672,
"nearby_nodes": 6,
"network_redundancy_score": 0.371,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 28.4,
"dock_utilization_pct": 81.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.7,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.7,
"rent_growth_90d_pct": 2.67,
"tenant_expansion_probability": 0.388
} | {
"annualized_noi_impact_usd": -17510,
"annualized_revenue_impact_usd": -26944,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 452395,
"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": -0.08,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.22
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 24.52
},
{
"action": "monitor_and_stage",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.286,
"capital_availability": 0.464,
"demand_pressure": 0.426,
"entitlement_friction": 0.672,
"labor_shortage": 0.453,
"portfolio_tightness": 0.535,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-106691",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:11:00Z",
"trace_id": "b105abd1-f1f4-4dcc-a472-113b77e33134"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.4,
"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": 0.367,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.349,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.63,
"battery_mwh": 10.72,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 148,
"facility_id": "FAC-65797ACD9D",
"grid_service_limit_mw": 15.96,
"gross_sqft": 1482402,
"infill_site": false,
"lease_expiry_months": 39,
"o... | {
"capital_availability": 0.451,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.723,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.537,
"nearby_nodes": 5,
"network_redundancy_score": 0.842,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.9,
"dock_utilization_pct": 86.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.88,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.2,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.539
} | {
"annualized_noi_impact_usd": -76444,
"annualized_revenue_impact_usd": -104798,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 623099,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": 0.81,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.55
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.32
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.223,
"capital_availability": 0.451,
"demand_pressure": 0.694,
"entitlement_friction": 0.537,
"labor_shortage": 0.923,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-106692",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:22:00Z",
"trace_id": "5582d5c7-4053-4107-9635-49007d81a25c"
} | {
"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": 7.4,
"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": 0.374,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.155,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.44,
"battery_mwh": 12.33,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-02E11C28CB",
"grid_service_limit_mw": 8.5,
"gross_sqft": 981825,
"infill_site": true,
"lease_expiry_months": 66,
"... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.742,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.454,
"nearby_nodes": 6,
"network_redundancy_score": 0.668,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1213... | [
{
"appointment_fill_pct": 94.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"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": 2.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 4.45,
"rent_growth_90d_pct": 4.35,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 453938,
"annualized_revenue_impact_usd": 700756,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 502505,
"expansion_capture_probability_post_event": 0.708,
"lease_rate_change_pct": 3.59,
"occupancy_shift": 0.04,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.74
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.99
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.699,
"capital_availability": 0.2,
"demand_pressure": 0.762,
"entitlement_friction": 0.454,
"labor_shortage": 0.696,
"portfolio_tightness": 0.583,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-106693",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:23:00Z",
"trace_id": "d62c8f63-dcf9-412a-b83f-a48155a40796"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.391,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.197,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.28,
"battery_mwh": 9.51,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-EFEBCEA797",
"grid_service_limit_mw": 12.95,
"gross_sqft": 1203854,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.081,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.65,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.47,
"nearby_nodes": 5,
"network_redundancy_score": 0.677,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 83.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 2.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.4,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 1.51,
"tenant_expansion_probability": 0.649
} | {
"annualized_noi_impact_usd": 184054,
"annualized_revenue_impact_usd": 268764,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 462679,
"expansion_capture_probability_post_event": 0.55,
"lease_rate_change_pct": 0.96,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.5
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.351,
"capital_availability": 0.081,
"demand_pressure": 0.504,
"entitlement_friction": 0.47,
"labor_shortage": 0.766,
"portfolio_tightness": 0.662,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-106694",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:44:00Z",
"trace_id": "be9873e2-2570-40e5-8c11-267e945047d7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.419,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.114,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.37,
"battery_mwh": 8.73,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-D667DD8E5D",
"grid_service_limit_mw": 14.55,
"gross_sqft": 424041,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.215,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.635,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.651,
"nearby_nodes": 5,
"network_redundancy_score": 0.569,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 114... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 88.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 2.22,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 62981,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 571344,
"expansion_capture_probability_post_event": 0.543,
"lease_rate_change_pct": 1.72,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 44.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.73
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.215,
"demand_pressure": 0.843,
"entitlement_friction": 0.651,
"labor_shortage": 0.791,
"portfolio_tightness": 0.372,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-106695",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:40:00Z",
"trace_id": "999c0c28-704f-49df-a930-6ab164c7bb67"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.343,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.44,
"battery_mwh": 8.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-685E45606C",
"grid_service_limit_mw": 14.25,
"gross_sqft": 1068529,
"infill_site": true,
"lease_expiry_months": 18,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.286,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.693,
"nearby_nodes": 7,
"network_redundancy_score": 0.474,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 978... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
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"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 1.66,
"tenant_expansion_probability": 0.524
} | {
"annualized_noi_impact_usd": 19724,
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"expansion_capture_probability_post_event": 0.409,
"lease_rate_change_pct": 0.1,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 36.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.02
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.764,
"entitlement_friction": 0.693,
"labor_shortage": 0.922,
"portfolio_tightness": 0.478,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-106696",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:22:00Z",
"trace_id": "1de613e2-86ca-4ab0-bc68-e7b6ed1b7ba1"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.468,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.2,
"battery_mwh": 10.1,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-70BC755CC6",
"grid_service_limit_mw": 19.68,
"gross_sqft": 1388129,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.387,
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"nearby_nodes": 2,
"network_redundancy_score": 0.536,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 246720... | [
{
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"dock_utilization_pct": 84.2,
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"power_load_pct_of_service_limit": 65.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 0.37,
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} | {
"annualized_noi_impact_usd": -116283,
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"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": -1.31,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.73
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.387,
"demand_pressure": 0.586,
"entitlement_friction": 0.285,
"labor_shortage": 0.747,
"portfolio_tightness": 0.419,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-106697",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:23:00Z",
"trace_id": "75bab062-1588-4ce6-a069-5a7fadae661c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"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": "100m_250m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.422,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.39,
"battery_mwh": 2.93,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-376BCC411E",
"grid_service_limit_mw": 7.63,
"gross_sqft": 585109,
"infill_site": true,
"lease_expiry_months": 27,
"occup... | {
"capital_availability": 0.365,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.748,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.721,
"nearby_nodes": 2,
"network_redundancy_score": 0.782,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 64... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.9,
"dock_utilization_pct": 87.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"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": 2.58,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.947,
"rent_growth_30d_pct": 3.33,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -60097,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.337,
"lease_rate_change_pct": -0.58,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.14
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.02
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.365,
"demand_pressure": 0.671,
"entitlement_friction": 0.721,
"labor_shortage": 0.982,
"portfolio_tightness": 0.668,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-106698",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:31:00Z",
"trace_id": "0aeaf2b5-3bc8-410a-bcab-2794eea8ce47"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.139,
"seasonality": 0.49,
"service_level_t... | {
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"battery_mwh": 6.58,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 38,
"facility_id": "FAC-A515C33645",
"grid_service_limit_mw": 11.11,
"gross_sqft": 388387,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.194,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.31,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.496,
"nearby_nodes": 3,
"network_redundancy_score": 0.747,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 2.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.2,
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"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 1.76,
"tenant_expansion_probability": 0.465
} | {
"annualized_noi_impact_usd": -14020,
"annualized_revenue_impact_usd": -21117,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.349,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.86
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.83
},
{
"action": "r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.353,
"capital_availability": 0.194,
"demand_pressure": 0.479,
"entitlement_friction": 0.496,
"labor_shortage": 0.744,
"portfolio_tightness": 0.693,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-106699",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:22:00Z",
"trace_id": "7112f7e7-c77b-4b8a-bab7-6b714a5cc8a4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.012,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.499,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.79,
"battery_mwh": 11.14,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-C758852825",
"grid_service_limit_mw": 17.09,
"gross_sqft": 687627,
"infill_site": true,
"lease_expiry_months": 54,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.418,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.588,
"nearby_nodes": 6,
"network_redundancy_score": 0.497,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14938... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 82.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"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": 1.38,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
"occupancy_90d": 0.877,
"rent_growth_30d_pct": -0.55,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability": 0.156
} | {
"annualized_noi_impact_usd": -100601,
"annualized_revenue_impact_usd": -158678,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 469271,
"expansion_capture_probability_post_event": 0.079,
"lease_rate_change_pct": -1.61,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.06
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.858,
"capital_availability": 0,
"demand_pressure": 0.541,
"entitlement_friction": 0.588,
"labor_shortage": 0.723,
"portfolio_tightness": 0.332,
"pow... |
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