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": 0.829,
"id": "FORGE-107600",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:39:00Z",
"trace_id": "db48bc34-c552-4319-8dcc-8666ec1dfa68"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.065,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.136,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.58,
"battery_mwh": 2.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-949AEBA732",
"grid_service_limit_mw": 17.71,
"gross_sqft": 893251,
"infill_site": false,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.547,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.343,
"nearby_nodes": 3,
"network_redundancy_score": 0.68,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 6863... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 80,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 1.72,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.7,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 0.38,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0.207
} | {
"annualized_noi_impact_usd": -131427,
"annualized_revenue_impact_usd": -171207,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 635539,
"expansion_capture_probability_post_event": 0.112,
"lease_rate_change_pct": -0.36,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.59
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.5
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.759,
"capital_availability": 0,
"demand_pressure": 0.337,
"entitlement_friction": 0.343,
"labor_shortage": 0.717,
"portfolio_tightness": 0.521,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-107601",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:12:00Z",
"trace_id": "99c24b6f-f862-42d0-b1a1-989f4253c3d4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.136,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.182,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.69,
"battery_mwh": 3.91,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-E18D2FF9BA",
"grid_service_limit_mw": 13.13,
"gross_sqft": 198234,
"infill_site": false,
"lease_expiry_months": 68,
"occu... | {
"capital_availability": 0.668,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.416,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.68,
"nearby_nodes": 8,
"network_redundancy_score": 0.647,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 82.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"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": 1.79,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability": 0.269
} | {
"annualized_noi_impact_usd": -34935,
"annualized_revenue_impact_usd": -53128,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 774455,
"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -0.56,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.91
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.429,
"capital_availability": 0.668,
"demand_pressure": 0.466,
"entitlement_friction": 0.68,
"labor_shortage": 0.783,
"portfolio_tightness": 0.532,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-107602",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:38:00Z",
"trace_id": "36c240b6-a0cb-4eb6-8ed7-c97b362cf708"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.272,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.287,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.45,
"battery_mwh": 4.17,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-E0D8617C94",
"grid_service_limit_mw": 15.35,
"gross_sqft": 437789,
"infill_site": true,
"lease_expiry_months": 59,
"occu... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.386,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.374,
"nearby_nodes": 4,
"network_redundancy_score": 0.583,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 799... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.653,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0.561
... | {
"annualized_noi_impact_usd": 47164,
"annualized_revenue_impact_usd": 72168,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 481718,
"expansion_capture_probability_post_event": 0.536,
"lease_rate_change_pct": 2.25,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.69
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.47
},
{
"action": "delay_spec_development",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.781,
"capital_availability": 0.2,
"demand_pressure": 0.502,
"entitlement_friction": 0.374,
"labor_shortage": 0.654,
"portfolio_tightness": 0.428,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-107603",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:50:00Z",
"trace_id": "a2b947d4-f46e-4b86-a8b7-e66f7ecaac5b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.091,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.149,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.21,
"battery_mwh": 5.96,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-6C149460F2",
"grid_service_limit_mw": 16.95,
"gross_sqft": 1128177,
"infill_site": false,
"lease_expiry_months": 38,... | {
"capital_availability": 0.405,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.666,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.441,
"nearby_nodes": 4,
"network_redundancy_score": 0.741,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.9,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": -0.1,
"rent_growth_90d_pct": 2.36,
"tenant_expansion_probability": 0.226
} | {
"annualized_noi_impact_usd": -128976,
"annualized_revenue_impact_usd": -185444,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 471528,
"expansion_capture_probability_post_event": 0.129,
"lease_rate_change_pct": -0.74,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.08
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.835,
"capital_availability": 0.405,
"demand_pressure": 0.424,
"entitlement_friction": 0.441,
"labor_shortage": 0.793,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-107604",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:36:00Z",
"trace_id": "366b9771-8f27-49db-b053-3401f0e2a2ac"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.115,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.083,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.78,
"battery_mwh": 11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-C3FE8A4380",
"grid_service_limit_mw": 20.35,
"gross_sqft": 1245745,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.25,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.345,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.125,
"nearby_nodes": 7,
"network_redundancy_score": 0.683,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 699132,... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_pres... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.1,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 4.27,
"tenant_expansion_probability": 0.288
} | {
"annualized_noi_impact_usd": 21364,
"annualized_revenue_impact_usd": 30014,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 455450,
"expansion_capture_probability_post_event": 0.208,
"lease_rate_change_pct": 1.18,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.85
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.25,
"demand_pressure": 0.684,
"entitlement_friction": 0.125,
"labor_shortage": 0.814,
"portfolio_tightness": 0.41,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-107605",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:32:00Z",
"trace_id": "d07875de-327b-466e-a8f8-84303e3d966c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.024,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.49,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.43,
"battery_mwh": 7.53,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-85DCF6A337",
"grid_service_limit_mw": 17.1,
"gross_sqft": 579407,
"infill_site": true,
"lease_expiry_months": 32,
"... | {
"capital_availability": 0.035,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.089,
"nearby_nodes": 2,
"network_redundancy_score": 0.468,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 77,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.3,
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"rent_growth_30d_pct": 0.34,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability": 0.168
} | {
"annualized_noi_impact_usd": -69864,
"annualized_revenue_impact_usd": -97257,
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"estimated_capex_usd": 630992,
"expansion_capture_probability_post_event": 0.078,
"lease_rate_change_pct": -1.29,
"occupancy_shift": -0.025,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
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"score": 29.2
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.46
},
{
"action": "hold_service_l... | {
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"capital_availability": 0.035,
"demand_pressure": 0.176,
"entitlement_friction": 0.089,
"labor_shortage": 0.953,
"portfolio_tightness": 0.534,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.745,
"id": "FORGE-107606",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:51:00Z",
"trace_id": "6f21d47e-6838-4ab9-89a1-ddb9fb61fece"
} | {
"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",
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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": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.401,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.69,
"battery_mwh": 1.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-C8F3217E6B",
"grid_service_limit_mw": 17.06,
"gross_sqft": 1100940,
"infill_site": true,
"lease_expiry_months": 9,
"occ... | {
"capital_availability": 0.59,
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"nearby_nodes": 3,
"network_redundancy_score": 0.63,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9751... | [
{
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"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.08,
"rent_growth_90d_pct": -1.18,
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} | {
"annualized_noi_impact_usd": -23917,
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"expansion_capture_probability_post_event": 0.435,
"lease_rate_change_pct": -0.79,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
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"score": 30.38
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.35
},
{
"action": "secure_po... | {
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"labor_shortage": 0.527,
"portfolio_tightness": 0.36,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-107607",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:27:00Z",
"trace_id": "cedf6cb4-e655-4819-a6de-044710bcd5fe"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.352,
"seasonality": 0.49,
"service_level_tar... | {
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"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 94,
"facility_id": "FAC-70988C5FE0",
"grid_service_limit_mw": 13.52,
"gross_sqft": 941480,
"infill_site": true,
"lease_expiry_months": 33,
"occupa... | {
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"entitlement_friction": 0.445,
"nearby_nodes": 8,
"network_redundancy_score": 0.827,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 86.5,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 18.6,
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.92,
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"market_entry_score": 81.6,
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"rent_growth_30d_pct": 4.59,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probability": 0.738
} | {
"annualized_noi_impact_usd": 263549,
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"expansion_capture_probability_post_event": 0.666,
"lease_rate_change_pct": 2.31,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.55
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.08
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.688,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-107608",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:08:00Z",
"trace_id": "edb5182d-782c-4d67-a0e0-7fcd74e6a7ee"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.396,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 2.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-3BBAAE5CC7",
"grid_service_limit_mw": 10.68,
"gross_sqft": 909451,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.441,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.651,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.628,
"nearby_nodes": 4,
"network_redundancy_score": 0.85,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 104... | [
{
"appointment_fill_pct": 80.2,
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"dock_utilization_pct": 81.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.45,
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"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": -0.1,
"tenant_expansion_probability": 0.224
} | {
"annualized_noi_impact_usd": -341109,
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"lease_rate_change_pct": -3.55,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.31
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.441,
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"labor_shortage": 1,
"portfolio_tightness": 0.607,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-107609",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:37:00Z",
"trace_id": "1c50a101-deb2-493f-ba4f-c99fb87260d4"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.212,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 0.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-E99F094FE8",
"grid_service_limit_mw": 10.96,
"gross_sqft": 1030584,
"infill_site": false,
"lease_expiry_months": 68,
"o... | {
"capital_availability": 0.255,
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"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.469,
"nearby_nodes": 2,
"network_redundancy_score": 0.784,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 972... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 1.51,
"capacity_risk_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 0.26,
"tenant_expansion_probability": 0.491
} | {
"annualized_noi_impact_usd": 7824,
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"lease_rate_change_pct": -0.37,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.41
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.678,
"capital_availability": 0.255,
"demand_pressure": 0.736,
"entitlement_friction": 0.469,
"labor_shortage": 0.762,
"portfolio_tightness": 0.318,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.73,
"id": "FORGE-107610",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:15:00Z",
"trace_id": "876cc934-85f6-4a6d-a0ff-e3c7d7f5b821"
} | {
"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": 6.7,
"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": -0.035,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.272,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.7,
"battery_mwh": 3.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-6777CF418F",
"grid_service_limit_mw": 17.59,
"gross_sqft": 568860,
"infill_site": false,
"lease_expiry_months": 29,
"occu... | {
"capital_availability": 0.222,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.601,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.113,
"nearby_nodes": 5,
"network_redundancy_score": 0.73,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 28.9,
"dock_utilization_pct": 77.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.636,
"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": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probability": 0.256
} | {
"annualized_noi_impact_usd": -25035,
"annualized_revenue_impact_usd": -34171,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 568324,
"expansion_capture_probability_post_event": 0.226,
"lease_rate_change_pct": -0.84,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.36
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.1
},
{
"action": "hold_service_levels_flat",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.304,
"capital_availability": 0.222,
"demand_pressure": 0.244,
"entitlement_friction": 0.113,
"labor_shortage": 0.699,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-107611",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:26:00Z",
"trace_id": "3b33963e-42b5-48b8-9db8-f623e845eb28"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.435,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.368,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.77,
"battery_mwh": 6.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 79,
"facility_id": "FAC-AFA5AB1087",
"grid_service_limit_mw": 23.14,
"gross_sqft": 799999,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.373,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.728,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.101,
"nearby_nodes": 3,
"network_redundancy_score": 0.859,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.854,
"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": 1.75,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.604
} | {
"annualized_noi_impact_usd": 11235,
"annualized_revenue_impact_usd": 15950,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 692562,
"expansion_capture_probability_post_event": 0.494,
"lease_rate_change_pct": 1.89,
"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.01
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.897,
"capital_availability": 0.373,
"demand_pressure": 0.635,
"entitlement_friction": 0.101,
"labor_shortage": 0.953,
"portfolio_tightness": 0.565,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-107612",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:34:00Z",
"trace_id": "147d3409-7376-489f-a0fa-4ae681557acd"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.183,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.116,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.57,
"battery_mwh": 4.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-E92652E05D",
"grid_service_limit_mw": 9.7,
"gross_sqft": 726287,
"infill_site": true,
"lease_expiry_months": 65,
"o... | {
"capital_availability": 0.134,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.729,
"nearby_nodes": 6,
"network_redundancy_score": 0.735,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 34... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 86,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 2.52,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.9,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability": 0.389
} | {
"annualized_noi_impact_usd": -6156,
"annualized_revenue_impact_usd": -9489,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 714193,
"expansion_capture_probability_post_event": 0.264,
"lease_rate_change_pct": -0.82,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.15
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.479,
"capital_availability": 0.134,
"demand_pressure": 0.613,
"entitlement_friction": 0.729,
"labor_shortage": 0.947,
"portfolio_tightness": 0.669,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-107613",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:07:00Z",
"trace_id": "2d8ffc8d-e5a1-4bc8-bb23-a5ef0616229c"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.015,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.211,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.71,
"battery_mwh": 11.82,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 95,
"facility_id": "FAC-C8E06DAE9A",
"grid_service_limit_mw": 20.35,
"gross_sqft": 956643,
"infill_site": true,
"lease_expiry_months": 13,
"occu... | {
"capital_availability": 0.508,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.466,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.225,
"nearby_nodes": 2,
"network_redundancy_score": 0.706,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 826964... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 79.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.2,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": -0.31,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0.1
... | {
"annualized_noi_impact_usd": -244391,
"annualized_revenue_impact_usd": -386121,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 542272,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.8,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.15
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.381,
"capital_availability": 0.508,
"demand_pressure": 0.337,
"entitlement_friction": 0.225,
"labor_shortage": 0.741,
"portfolio_tightness": 0.352,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-107614",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:03:00Z",
"trace_id": "cf467512-3f61-4cdf-bba2-211c52f02ed8"
} | {
"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": 8.6,
"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": 0.314,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.238,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.78,
"battery_mwh": 1.77,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-9DA8E8D529",
"grid_service_limit_mw": 10.76,
"gross_sqft": 863396,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.638,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.713,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.502,
"nearby_nodes": 5,
"network_redundancy_score": 0.324,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 83.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 1.61,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 0.46,
"rent_growth_90d_pct": 0.41,
"tenant_expansion_probability": 0.482
} | {
"annualized_noi_impact_usd": -11305,
"annualized_revenue_impact_usd": -14859,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 529229,
"expansion_capture_probability_post_event": 0.372,
"lease_rate_change_pct": -0.8,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.7
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.24
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.532,
"capital_availability": 0.638,
"demand_pressure": 0.567,
"entitlement_friction": 0.502,
"labor_shortage": 0.881,
"portfolio_tightness": 0.371,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-107615",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:32:00Z",
"trace_id": "978695e1-23cf-4088-a46f-e5168611f29f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.069,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.308,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.71,
"battery_mwh": 3.33,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 40,
"facility_id": "FAC-82159501E8",
"grid_service_limit_mw": 18.06,
"gross_sqft": 402519,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.625,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.391,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.637,
"nearby_nodes": 4,
"network_redundancy_score": 0.859,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 79,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill_rate_pct":... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 1.6,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": -1.01,
"rent_growth_90d_pct": -0.97,
"tenant_expansion_probability": 0.175
} | {
"annualized_noi_impact_usd": -95231,
"annualized_revenue_impact_usd": -146651,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 582747,
"expansion_capture_probability_post_event": 0.054,
"lease_rate_change_pct": -3.88,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.75
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.423,
"capital_availability": 0.625,
"demand_pressure": 0.333,
"entitlement_friction": 0.637,
"labor_shortage": 0.744,
"portfolio_tightness": 0.335,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-107616",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:34:00Z",
"trace_id": "18c8c282-2272-434e-aae3-6ae06bf42934"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.304,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.292,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.64,
"battery_mwh": 5.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-04A7004ED3",
"grid_service_limit_mw": 9.91,
"gross_sqft": 518252,
"infill_site": true,
"lease_expiry_months": 28,
"... | {
"capital_availability": 0.589,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.348,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.477,
"nearby_nodes": 5,
"network_redundancy_score": 0.762,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53,
"dock_utilization_pct": 87.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.926,
"rent_growth_30d_pct": 4.07,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": 37576,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.458,
"lease_rate_change_pct": 1.57,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.04
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.83
},
{
"action": "offer_preemptive_expansion_term... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.449,
"capital_availability": 0.589,
"demand_pressure": 0.695,
"entitlement_friction": 0.477,
"labor_shortage": 0.925,
"portfolio_tightness": 0.725,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-107617",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:29:00Z",
"trace_id": "388d9ac5-0e5a-4397-be4b-7aea2cbc621f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.378,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.331,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.52,
"battery_mwh": 8.94,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-C07F5ECC8E",
"grid_service_limit_mw": 12.29,
"gross_sqft": 1186914,
"infill_site": false,
"lease_expiry_months": 25,
"o... | {
"capital_availability": 0.343,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.749,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.622,
"nearby_nodes": 6,
"network_redundancy_score": 0.491,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.987,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": -0.57,
"tenant_expansion_probabili... | {
"annualized_noi_impact_usd": -23813,
"annualized_revenue_impact_usd": -35069,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 751005,
"expansion_capture_probability_post_event": 0.415,
"lease_rate_change_pct": -1.39,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.93
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.343,
"demand_pressure": 0.571,
"entitlement_friction": 0.622,
"labor_shortage": 0.951,
"portfolio_tightness": 0.419,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-107618",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:21:00Z",
"trace_id": "d0fc1aac-dd01-4fdb-9e1e-6dcca556e0e5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.228,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.414,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.5,
"battery_mwh": 3.54,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-11A313C022",
"grid_service_limit_mw": 16.93,
"gross_sqft": 275310,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.48,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.3,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.651,
"nearby_nodes": 3,
"network_redundancy_score": 0.872,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 82.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.873,
"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.401
} | {
"annualized_noi_impact_usd": -11997,
"annualized_revenue_impact_usd": -18721,
"cap_rate_pressure_pct": -0.14,
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"estimated_capex_usd": 573564,
"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": 0.51,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.88
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.84
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.717,
"capital_availability": 0.48,
"demand_pressure": 0.477,
"entitlement_friction": 0.651,
"labor_shortage": 0.804,
"portfolio_tightness": 0.458,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-107619",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:16:00Z",
"trace_id": "8e7f3fde-e3b4-427c-ba04-c15d227e6433"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"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": 0.081,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.352,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.74,
"battery_mwh": 2.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 83,
"facility_id": "FAC-E56E1B226C",
"grid_service_limit_mw": 10.34,
"gross_sqft": 837832,
"infill_site": false,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.249,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.261,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.618,
"nearby_nodes": 6,
"network_redundancy_score": 0.565,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 49... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 82.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"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": 2.75,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.8,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 3.44,
"rent_growth_90d_pct": 3.79,
"tenant_expansion_probability": 0.331
} | {
"annualized_noi_impact_usd": -52647,
"annualized_revenue_impact_usd": -82067,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 731175,
"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": -0.75,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.64
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.13
},
{
"action": "l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.249,
"demand_pressure": 0.419,
"entitlement_friction": 0.618,
"labor_shortage": 0.994,
"portfolio_tightness": 0.676,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-107620",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:49:00Z",
"trace_id": "ac1a4867-339c-46b2-afdd-8e8c0e735e31"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.326,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.255,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.21,
"battery_mwh": 0.13,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-9FB0D719B2",
"grid_service_limit_mw": 17.71,
"gross_sqft": 1002174,
"infill_site": false,
"lease_expiry_months": 66,
"o... | {
"capital_availability": 0.786,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.383,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.194,
"nearby_nodes": 3,
"network_redundancy_score": 0.806,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 215219... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 86.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 3.96,
"tenant_expansion_probability": 0.501
} | {
"annualized_noi_impact_usd": 31792,
"annualized_revenue_impact_usd": 48382,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 458674,
"expansion_capture_probability_post_event": 0.409,
"lease_rate_change_pct": 2.57,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.35
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.29
},
{
"action": "deploy_peak_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.786,
"demand_pressure": 0.695,
"entitlement_friction": 0.194,
"labor_shortage": 0.589,
"portfolio_tightness": 0.382,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-107621",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:25:00Z",
"trace_id": "62109ee6-498b-46bb-8fa0-53e3f1a1da33"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.242,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.26,
"battery_mwh": 3.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-90CED10F40",
"grid_service_limit_mw": 22.24,
"gross_sqft": 310865,
"infill_site": false,
"lease_expiry_months": 35,
"occ... | {
"capital_availability": 0.654,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.762,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.404,
"nearby_nodes": 5,
"network_redundancy_score": 0.79,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.74,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": 2897,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.343,
"lease_rate_change_pct": 0.61,
"occupancy_shift": 0.012,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.38
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.69
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.654,
"demand_pressure": 0.532,
"entitlement_friction": 0.404,
"labor_shortage": 0.866,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-107622",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:26:00Z",
"trace_id": "8031a4d9-6df0-4122-8924-55e1450ae86a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.147,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.243,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 8.01,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-EE43A44250",
"grid_service_limit_mw": 17.41,
"gross_sqft": 430284,
"infill_site": true,
"lease_expiry_months": 41,
"... | {
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"entitlement_friction": 0.184,
"nearby_nodes": 5,
"network_redundancy_score": 0.485,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability": 0.435
} | {
"annualized_noi_impact_usd": 13026,
"annualized_revenue_impact_usd": 20796,
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"expansion_capture_probability_post_event": 0.412,
"lease_rate_change_pct": 1.05,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.36
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.78
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.408,
"demand_pressure": 0.532,
"entitlement_friction": 0.184,
"labor_shortage": 0.684,
"portfolio_tightness": 0.376,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-107623",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:43:00Z",
"trace_id": "2614d45b-d812-4ddb-b768-2208445bdc78"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.091,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.246,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.48,
"battery_mwh": 2.83,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 127,
"facility_id": "FAC-E914A1B0E1",
"grid_service_limit_mw": 16.97,
"gross_sqft": 1274739,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.067,
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"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.171,
"nearby_nodes": 3,
"network_redundancy_score": 0.759,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 74.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 79.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.59,
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": -0.34,
"rent_growth_90d_pct": 0.97,
"tenant_expansion_probability": 0.16... | {
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"annualized_revenue_impact_usd": -437126,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 746804,
"expansion_capture_probability_post_event": 0.047,
"lease_rate_change_pct": -2.14,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.59
},
{
"action": "rebalance_carrier_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.067,
"demand_pressure": 0.327,
"entitlement_friction": 0.171,
"labor_shortage": 0.78,
"portfolio_tightness": 0.427,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.729,
"id": "FORGE-107624",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:58:00Z",
"trace_id": "b695f4b8-ebc8-43c0-b7a2-8f37ccaf2739"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.308,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.12,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.41,
"battery_mwh": 10.18,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-A5929A782C",
"grid_service_limit_mw": 26.48,
"gross_sqft": 754931,
"infill_site": false,
"lease_expiry_months": 54,
"oc... | {
"capital_availability": 0.813,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.809,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.439,
"nearby_nodes": 8,
"network_redundancy_score": 0.817,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 85.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 4.96,
"tenant_expansion_probability": 0.573
} | {
"annualized_noi_impact_usd": 91812,
"annualized_revenue_impact_usd": 133001,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 517426,
"expansion_capture_probability_post_event": 0.53,
"lease_rate_change_pct": 3.28,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 42.85
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.84
},
{
"action": "def... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.629,
"entitlement_friction": 0.439,
"labor_shortage": 0.53,
"portfolio_tightness": 0.451,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-107625",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:18:00Z",
"trace_id": "d57c555b-ccba-48b0-b7ef-d8c30b087528"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.139,
"seasonality": 0.61,
"service_level_target":... | {
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"battery_mwh": 7.15,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-EB217A91A7",
"grid_service_limit_mw": 15.31,
"gross_sqft": 1218857,
"infill_site": false,
"lease_expiry_months": 17,
"o... | {
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"competitive_pressure_score": 0.476,
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"nearby_nodes": 6,
"network_redundancy_score": 0.345,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"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": "elevated",
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"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 4.04,
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} | {
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"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": 1.47,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
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{
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"score": 35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.01
},
{
"action": "rebalanc... | {
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"labor_shortage": 0.851,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-107626",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:45:00Z",
"trace_id": "2b159506-5db2-4cf7-a167-9bddeb0a344d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"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"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.337,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 3.25,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-000827227A",
"grid_service_limit_mw": 16.91,
"gross_sqft": 1214406,
"infill_site": false,
"lease_expiry_months": 70,
... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.783,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
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"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.3,
"shift_fill_... | {
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"confidence_band": "moderate",
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"rent_growth_30d_pct": 0.13,
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} | {
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"service_penalty_risk... | {
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"score": 30.69
},
{
"action": "shift_overflow_to_satellite",
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"score": 28.58
},
{
... | {
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"demand_pressure": 0.538,
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"labor_shortage": 0.679,
"portfolio_tightness": 0.343,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-107627",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:23:00Z",
"trace_id": "448c2016-465f-4689-8fbb-c2ee65b724b2"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.404,
"seasonality": 0.33,
"service... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-731291E631",
"grid_service_limit_mw": 15.31,
"gross_sqft": 1129869,
"infill_site": false,
"lease_expiry_months": 8,
"oc... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.646,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 81.7,
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"power_load_pct_of_service_limit": 69.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"rent_growth_30d_pct": 0.28,
"rent_growth_90d_pct": -1.05,
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} | {
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"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": -2.76,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 39.62
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.69
},
{
"action": "escalate_... | {
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"entitlement_friction": 0.859,
"labor_shortage": 0.683,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-107628",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:28:00Z",
"trace_id": "353436d5-a0eb-41f9-8094-2deeee8c9246"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.435,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 2.92,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-C9C38725A4",
"grid_service_limit_mw": 18.2,
"gross_sqft": 643241,
"infill_site": false,
"lease_expiry_months": 40,
"occu... | {
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"cross_node_rebalancing_capacity_pct": 0.143,
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"nearby_nodes": 4,
"network_redundancy_score": 0.57,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1406... | [
{
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"power_load_pct_of_service_limit": 68.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 0.89,
"rent_growth_90d_pct": 0.8,
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} | {
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"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
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{
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"score": 45.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.94
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.969,
"portfolio_tightness": 0.328,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-107629",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:14:00Z",
"trace_id": "0e9f7e75-ed7c-4b1a-aba3-f74dc44af0cc"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.341,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.47,
"battery_mwh": 3.64,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-185039102B",
"grid_service_limit_mw": 6.88,
"gross_sqft": 606343,
"infill_site": false,
"lease_expiry_months": 49,
"occu... | {
"capital_availability": 0.222,
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"cross_node_rebalancing_capacity_pct": 0.088,
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"nearby_nodes": 8,
"network_redundancy_score": 0.421,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 90.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 71.5,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 3.56,
"rent_growth_90d_pct": 3.76,
"tenant_expansion_probability": 0.647
} | {
"annualized_noi_impact_usd": 203060,
"annualized_revenue_impact_usd": 265128,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 531885,
"expansion_capture_probability_post_event": 0.544,
"lease_rate_change_pct": 2.44,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.33
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 41.93
},
{
"action": "rebalance_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.876,
"capital_availability": 0.222,
"demand_pressure": 0.818,
"entitlement_friction": 0.901,
"labor_shortage": 0.801,
"portfolio_tightness": 0.722,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-107630",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:02:00Z",
"trace_id": "c6a01ebf-8f77-447b-804c-dd280f8455c5"
} | {
"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": 8.3,
"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": -0.039,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.444,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.54,
"battery_mwh": 3.33,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 29,
"facility_id": "FAC-7F91D43232",
"grid_service_limit_mw": 11,
"gross_sqft": 299702,
"infill_site": true,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.114,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.386,
"nearby_nodes": 2,
"network_redundancy_score": 0.502,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 78.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.79,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.7,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability": 0.176
} | {
"annualized_noi_impact_usd": -130842,
"annualized_revenue_impact_usd": -180593,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 587728,
"expansion_capture_probability_post_event": 0.05,
"lease_rate_change_pct": -1.81,
"occupancy_shift": -0.026,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.06
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.232,
"capital_availability": 0.114,
"demand_pressure": 0.21,
"entitlement_friction": 0.386,
"labor_shortage": 0.965,
"portfolio_tightness": 0.691,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-107631",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:30:00Z",
"trace_id": "4e5efdb3-a567-4a51-b65b-95a0ca229ae1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.283,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.076,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.27,
"battery_mwh": 1.36,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 79,
"facility_id": "FAC-BDF35419C1",
"grid_service_limit_mw": 22.53,
"gross_sqft": 790333,
"infill_site": true,
"lease_expiry_months": 54,
"... | {
"capital_availability": 0.144,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.256,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.479,
"nearby_nodes": 3,
"network_redundancy_score": 0.314,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 168142... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 0.45,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": 4765,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 499737,
"expansion_capture_probability_post_event": 0.318,
"lease_rate_change_pct": -0.92,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.21
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.569,
"capital_availability": 0.144,
"demand_pressure": 0.76,
"entitlement_friction": 0.479,
"labor_shortage": 0.714,
"portfolio_tightness": 0.378,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-107632",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:00:00Z",
"trace_id": "29e9f221-0067-4a60-a835-25d2b6c5999f"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.03,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.268,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 11.06,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-49476A996A",
"grid_service_limit_mw": 6.74,
"gross_sqft": 294773,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.31,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.731,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.468,
"nearby_nodes": 8,
"network_redundancy_score": 0.69,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2108... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 84,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.57,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability": 0.215
} | {
"annualized_noi_impact_usd": -62079,
"annualized_revenue_impact_usd": -89683,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 482590,
"expansion_capture_probability_post_event": 0.116,
"lease_rate_change_pct": -1.02,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.28
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.9
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.61,
"capital_availability": 0.31,
"demand_pressure": 0.495,
"entitlement_friction": 0.468,
"labor_shortage": 0.995,
"portfolio_tightness": 0.724,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-107633",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:23:00Z",
"trace_id": "5a4fb6ae-c493-40ee-ba40-f42cd9f88632"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"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": 0.339,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.246,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.53,
"battery_mwh": 0.45,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-7DA9ED65A9",
"grid_service_limit_mw": 11.5,
"gross_sqft": 641238,
"infill_site": false,
"lease_expiry_months": 20,
"occup... | {
"capital_availability": 0.187,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.354,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.388,
"nearby_nodes": 4,
"network_redundancy_score": 0.409,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 86.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 2.34,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 1.37,
"tenant_expansion_probability": 0.51
} | {
"annualized_noi_impact_usd": 3514,
"annualized_revenue_impact_usd": 4701,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 667565,
"expansion_capture_probability_post_event": 0.405,
"lease_rate_change_pct": 0.29,
"occupancy_shift": 0.007,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.96
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.895,
"capital_availability": 0.187,
"demand_pressure": 0.662,
"entitlement_friction": 0.388,
"labor_shortage": 0.772,
"portfolio_tightness": 0.564,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-107634",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:06:00Z",
"trace_id": "2f0bc7ad-0814-4a49-8a3c-67a3a474621e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.223,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.187,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.34,
"battery_mwh": 1.61,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-6832611913",
"grid_service_limit_mw": 25.48,
"gross_sqft": 350640,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.716,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.644,
"nearby_nodes": 6,
"network_redundancy_score": 0.741,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 85,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 6443,
"annualized_revenue_impact_usd": 8342,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 541185,
"expansion_capture_probability_post_event": 0.309,
"lease_rate_change_pct": 1.16,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.99
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.49
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.843,
"capital_availability": 0.464,
"demand_pressure": 0.585,
"entitlement_friction": 0.644,
"labor_shortage": 0.784,
"portfolio_tightness": 0.567,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-107635",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:43:00Z",
"trace_id": "25e16353-29bc-4cc6-baed-895539003166"
} | {
"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": 8.5,
"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": 0.227,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.153,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.23,
"battery_mwh": 7.15,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-16246B7B56",
"grid_service_limit_mw": 20.87,
"gross_sqft": 1048280,
"infill_site": false,
"lease_expiry_months": 41,... | {
"capital_availability": 0.201,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.597,
"nearby_nodes": 7,
"network_redundancy_score": 0.862,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 85.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 1.93,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability": 0.392
} | {
"annualized_noi_impact_usd": -82319,
"annualized_revenue_impact_usd": -115490,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 511682,
"expansion_capture_probability_post_event": 0.287,
"lease_rate_change_pct": 0.07,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.39
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.77
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.834,
"capital_availability": 0.201,
"demand_pressure": 0.612,
"entitlement_friction": 0.597,
"labor_shortage": 0.825,
"portfolio_tightness": 0.491,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-107636",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:21:00Z",
"trace_id": "8ec6ea67-58e1-42a4-bf07-22ec21a1d819"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.156,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.236,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.37,
"battery_mwh": 1.42,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-5B8629CCE9",
"grid_service_limit_mw": 11.16,
"gross_sqft": 1069640,
"infill_site": false,
"lease_expiry_months": 29,
"o... | {
"capital_availability": 0.119,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.433,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.293,
"nearby_nodes": 2,
"network_redundancy_score": 0.585,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 81.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 0.28,
"rent_growth_90d_pct": 1.22,
"tenant_expansion_probability": 0.344
} | {
"annualized_noi_impact_usd": -34390,
"annualized_revenue_impact_usd": -57575,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 394562,
"expansion_capture_probability_post_event": 0.274,
"lease_rate_change_pct": -0.3,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.51
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.47
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.331,
"capital_availability": 0.119,
"demand_pressure": 0.438,
"entitlement_friction": 0.293,
"labor_shortage": 0.556,
"portfolio_tightness": 0.363,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-107637",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:12:00Z",
"trace_id": "9a5e61eb-7f4c-4c26-99d2-b82eb8323a5d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.273,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.089,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.6,
"battery_mwh": 7.39,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-26640980FF",
"grid_service_limit_mw": 12.46,
"gross_sqft": 682204,
"infill_site": false,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.679,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.336,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.836,
"nearby_nodes": 7,
"network_redundancy_score": 0.478,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 69,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.5,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 0.69,
"tenant_expansion_probability": 0.465
} | {
"annualized_noi_impact_usd": -13922,
"annualized_revenue_impact_usd": -20104,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 730350,
"expansion_capture_probability_post_event": 0.334,
"lease_rate_change_pct": -1.33,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.68
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.38
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.621,
"capital_availability": 0.679,
"demand_pressure": 0.43,
"entitlement_friction": 0.836,
"labor_shortage": 0.838,
"portfolio_tightness": 0.663,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-107638",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:33:00Z",
"trace_id": "2ed556d6-a216-4975-b91d-c183d1d0bc94"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"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": 0.314,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.275,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.34,
"battery_mwh": 6.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-738BEE4E5B",
"grid_service_limit_mw": 14.06,
"gross_sqft": 1023012,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.652,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.176,
"nearby_nodes": 5,
"network_redundancy_score": 0.41,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 87.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.6,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability": 0.525
} | {
"annualized_noi_impact_usd": 56564,
"annualized_revenue_impact_usd": 84804,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 534669,
"expansion_capture_probability_post_event": 0.444,
"lease_rate_change_pct": 0.44,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 50.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.43
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.396,
"capital_availability": 0.652,
"demand_pressure": 0.781,
"entitlement_friction": 0.176,
"labor_shortage": 0.794,
"portfolio_tightness": 0.42,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-107639",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:48:00Z",
"trace_id": "e6806e63-10ec-4d89-9fb2-56197ad57bef"
} | {
"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": 7.9,
"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": 0.311,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.323,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.33,
"battery_mwh": 3.5,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-F16E018D5B",
"grid_service_limit_mw": 25.66,
"gross_sqft": 511521,
"infill_site": true,
"lease_expiry_months": 51,
"occup... | {
"capital_availability": 0.026,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.667,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.263,
"nearby_nodes": 4,
"network_redundancy_score": 0.386,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 83.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"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": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.9,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.503
} | {
"annualized_noi_impact_usd": 3590,
"annualized_revenue_impact_usd": 5075,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 391107,
"expansion_capture_probability_post_event": 0.427,
"lease_rate_change_pct": 1.43,
"occupancy_shift": 0.001,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.97
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.887,
"capital_availability": 0.026,
"demand_pressure": 0.537,
"entitlement_friction": 0.263,
"labor_shortage": 0.702,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-107640",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:46:00Z",
"trace_id": "9c0a5379-306e-49a6-9768-7cee0d78b3b3"
} | {
"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,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.009,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.201,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.52,
"battery_mwh": 8.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-815EDFBD52",
"grid_service_limit_mw": 17.32,
"gross_sqft": 744647,
"infill_site": false,
"lease_expiry_months": 49,
"occ... | {
"capital_availability": 0.098,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.286,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.553,
"nearby_nodes": 7,
"network_redundancy_score": 0.412,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 81.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": -0.33,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -208852,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 636229,
"expansion_capture_probability_post_event": 0.06,
"lease_rate_change_pct": -3.58,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.23
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.378,
"capital_availability": 0.098,
"demand_pressure": 0.421,
"entitlement_friction": 0.553,
"labor_shortage": 0.764,
"portfolio_tightness": 0.48,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.732,
"id": "FORGE-107641",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:50:00Z",
"trace_id": "ad0a6292-e341-45d6-b9d9-e6c386fde8d3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.2,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.371,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.18,
"battery_mwh": 10.22,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-61AF9BBCB8",
"grid_service_limit_mw": 16.7,
"gross_sqft": 626456,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.129,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.781,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.444,
"nearby_nodes": 3,
"network_redundancy_score": 0.465,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 80.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.44,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": -0.34,
"rent_growth_90d_pct": 1.14,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -50486,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 603625,
"expansion_capture_probability_post_event": 0.223,
"lease_rate_change_pct": -0.54,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.75
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.971,
"capital_availability": 0.129,
"demand_pressure": 0.398,
"entitlement_friction": 0.444,
"labor_shortage": 0.538,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-107642",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:39:00Z",
"trace_id": "8a9e6b36-e3db-4ccf-8c64-79a4fcca103c"
} | {
"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": 8.9,
"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": 0.142,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.269,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.29,
"battery_mwh": 1.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 70,
"facility_id": "FAC-9C738F78F4",
"grid_service_limit_mw": 13.33,
"gross_sqft": 704164,
"infill_site": true,
"lease_expiry_months": 21,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.626,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.582,
"nearby_nodes": 3,
"network_redundancy_score": 0.596,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1954859,
... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"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": 1.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.4,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": 0.89,
"tenant_expansion_probability": 0.229
} | {
"annualized_noi_impact_usd": -134390,
"annualized_revenue_impact_usd": -183703,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 660560,
"expansion_capture_probability_post_event": 0.104,
"lease_rate_change_pct": -2.12,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.02
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.804,
"capital_availability": 0,
"demand_pressure": 0.623,
"entitlement_friction": 0.582,
"labor_shortage": 0.827,
"portfolio_tightness": 0.357,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-107643",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:06:00Z",
"trace_id": "40ac1a71-cdbe-4532-8dd6-6f59c24750e9"
} | {
"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": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.033,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.287,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.59,
"battery_mwh": 7.26,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-8661970A07",
"grid_service_limit_mw": 15.68,
"gross_sqft": 1257620,
"infill_site": false,
"lease_expiry_months": 21,... | {
"capital_availability": 0.026,
"cluster_utilization_pct": 0.854,
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"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.609,
"nearby_nodes": 4,
"network_redundancy_score": 0.404,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 7527,
... | [
{
"appointment_fill_pct": 79,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 80.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.2,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 0.42,
"rent_growth_90d_pct": 0.59,
"tenant_expansion_probability": 0.163
} | {
"annualized_noi_impact_usd": -244476,
"annualized_revenue_impact_usd": -371803,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 608818,
"expansion_capture_probability_post_event": 0.057,
"lease_rate_change_pct": -3.01,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.51
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.78
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.46,
"capital_availability": 0.026,
"demand_pressure": 0.349,
"entitlement_friction": 0.609,
"labor_shortage": 0.816,
"portfolio_tightness": 0.506,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-107644",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:24:00Z",
"trace_id": "310f28df-e020-4651-9621-7f939d3eea99"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.296,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.263,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.26,
"battery_mwh": 7.84,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-4576FCFD8D",
"grid_service_limit_mw": 23.42,
"gross_sqft": 928189,
"infill_site": true,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.609,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.195,
"nearby_nodes": 8,
"network_redundancy_score": 0.611,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "ENERGY_MGMT",
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"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,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 5.1,
"tenant_expansion_probability": 0.634
} | {
"annualized_noi_impact_usd": 118394,
"annualized_revenue_impact_usd": 182283,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.622,
"lease_rate_change_pct": 3.85,
"occupancy_shift": 0.013,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.78
},
{
"action": "rebalance_carrie... | {
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"entitlement_friction": 0.195,
"labor_shortage": 0.694,
"portfolio_tightness": 0.538,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-107645",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:37:00Z",
"trace_id": "0ce38716-0813-4aca-addc-ae3d488ca15b"
} | {
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"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.172,
"seasonality": 0.49,
"service_level_ta... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-7867CBA947",
"grid_service_limit_mw": 16.08,
"gross_sqft": 378753,
"infill_site": false,
"lease_expiry_months": 28,
"... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.53,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
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"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.4,
"shift_fill_... | {
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"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": -0.15,
"rent_growth_90d_pct": 1.41,
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} | {
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"lease_rate_change_pct": -2.2,
"occupancy_shift": -0.01,
"service_penalty_risk_u... | {
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{
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},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.94
},
{
"action": "rebalance_carrier_mix",
... | {
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"labor_shortage": 0.676,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-107646",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:51:00Z",
"trace_id": "182d8039-1796-4f6b-92f1-f87a11d1e044"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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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": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.262,
"seasonality": 0.49,
"service_level_tar... | {
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"grid_service_limit_mw": 9.22,
"gross_sqft": 1316923,
"infill_site": false,
"lease_expiry_months": 63,
"occ... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.45,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.2,
"shift_fill_rat... | {
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"confidence_band": "moderate",
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"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 2.71,
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} | {
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"lease_rate_change_pct": 0.01,
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"service_penalty_ri... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 44.52
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.73
},
{
... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.627,
"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-107647",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:28:00Z",
"trace_id": "75344b7d-1ddb-4e44-8eac-e1885aaf10a6"
} | {
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"highway_access_score": 0.94,
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.449,
"seasonality": 0.33,
"servic... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
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"facility_id": "FAC-84F6E347DC",
"grid_service_limit_mw": 7.9,
"gross_sqft": 1542014,
"infill_site": true,
"lease_expiry_months": 18,
... | {
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
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"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_rat... | {
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"confidence_band": "very_high",
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} | {
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"lease_rate_change_pct": -0.13,
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{
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"score": 40.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.63
},
{
"action": "secure_pop_up_capacity",
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"labor_shortage": 1,
"portfolio_tightness": 0.706,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-107648",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:44:00Z",
"trace_id": "a67528a5-55f6-405a-84f7-f121622c8ec9"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.107,
"seasonality": 0.82,
"service_level_targe... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 7.9,
"gross_sqft": 940860,
"infill_site": true,
"lease_expiry_months": 52,
"o... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 57.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_r... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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} | {
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{
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},
{
"action": "secure_pop_up_capacity",
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"score": 32.21
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
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"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-107649",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:01:00Z",
"trace_id": "9867030d-18df-491e-9916-439fe88def85"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.244,
"seasonality": 0.74,
"service_... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 12.78,
"gross_sqft": 1078163,
"infill_site": false,
"lease_expiry_months": 22,... | {
"capital_availability": 0,
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"network_redundancy_score": 0.469,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 2.35,
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} | {
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"expansion_capture_probability_post_event": 0.066,
"lease_rate_change_pct": -2.51,
"occupancy_shift": 0.008,
"service_penalty_ri... | {
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{
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"score": 39.39
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.44
},
{
"action": "rebalance_carrier_mix",
"reas... | {
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"demand_pressure": 0.687,
"entitlement_friction": 0.479,
"labor_shortage": 0.975,
"portfolio_tightness": 0.582,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-107650",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:44:00Z",
"trace_id": "7c82170b-16c2-4c46-a30b-e58f505adb61"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.383,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-530C935B3F",
"grid_service_limit_mw": 24.26,
"gross_sqft": 330770,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.049,
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"nearby_nodes": 5,
"network_redundancy_score": 0.833,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 107648... | [
{
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"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_... | {
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"confidence_band": "high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 0,
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} | {
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{
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.56
},
{
"action": "rebalance_carrie... | {
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"labor_shortage": 0.876,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-107651",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:40:00Z",
"trace_id": "1c2b9f90-cc1d-4bc6-b9c3-559b85ca826f"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.351,
"seasonality": 0.82,
"service_level_target": ... | {
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"grid_service_limit_mw": 12.57,
"gross_sqft": 1219458,
"infill_site": true,
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... | {
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1431... | [
{
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"reefer_temp_delta_c": 0.15,
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"shift_fill_... | {
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} | {
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{
"action": "shift_overflow_to_satellite",
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"score": 43.36
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{
"action": "offer_preemptiv... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:10:00Z",
"trace_id": "98a3abb4-565e-43c3-b633-6e9162ae1b51"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
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{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.213,
"seasonality": 0.82,
"service_level_targe... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 15.52,
"gross_sqft": 1271433,
"infill_site": true,
"lease_expiry_months": 20,
"oc... | {
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"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate_pct"... | {
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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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} | {
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"lease_rate_change_pct": 4.01,
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{
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"score": 38.8
},
{
"action": "secure_pop_up_capacity",
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"score": 33.99
},
{
"action": "rebalance_carrie... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:28:00Z",
"trace_id": "d7854761-fb50-4eea-9a2c-3188d4d19c6a"
} | {
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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",
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.307,
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"service_level_target... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 16.69,
"gross_sqft": 527453,
"infill_site": false,
"lease_expiry_months": 68,
"occ... | {
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{
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"power_load_pct_of_service_limit": 57.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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} | {
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{
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"reason": "long_horizon_power_fix",
"score": 34.11
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.64
},
{
"action": "monitor_and_stag... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-107654",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:43:00Z",
"trace_id": "704b88f3-7666-43ef-87ae-378ab8790dd8"
} | {
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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",
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},
... | {
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.419,
"seasonality": 0.61,
"service_level_target": 0... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-1D06B32B94",
"grid_service_limit_mw": 23.05,
"gross_sqft": 901411,
"infill_site": false,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.052,
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"competitive_pressure_score": 0.267,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.366,
"nearby_nodes": 8,
"network_redundancy_score": 0.745,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 243647... | [
{
"appointment_fill_pct": 71.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 78.1,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 52.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate_pct": ... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"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": 1.83,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": -0.48,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability": 0.133
} | {
"annualized_noi_impact_usd": -199495,
"annualized_revenue_impact_usd": -256542,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 562364,
"expansion_capture_probability_post_event": 0.045,
"lease_rate_change_pct": -1.45,
"occupancy_shift": -0.018,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 22.84
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.052,
"demand_pressure": 0.252,
"entitlement_friction": 0.366,
"labor_shortage": 0.654,
"portfolio_tightness": 0.471,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-107655",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:58:00Z",
"trace_id": "80de759c-dd06-401c-8628-f6be34390c01"
} | {
"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": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.3,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.237,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.76,
"battery_mwh": 4.66,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-9F92C3549B",
"grid_service_limit_mw": 14.06,
"gross_sqft": 1222438,
"infill_site": false,
"lease_expiry_months": 19,
"o... | {
"capital_availability": 0.806,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.71,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.116,
"nearby_nodes": 6,
"network_redundancy_score": 0.824,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 84,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_ra... | {
"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": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.926,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 86715,
"annualized_revenue_impact_usd": 118384,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 352740,
"expansion_capture_probability_post_event": 0.469,
"lease_rate_change_pct": 1.03,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.62
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.806,
"demand_pressure": 0.595,
"entitlement_friction": 0.116,
"labor_shortage": 0.557,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-107656",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:28:00Z",
"trace_id": "821c5b7e-3b79-4854-9bd5-4afcbf6e3e3e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.116,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.244,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.32,
"battery_mwh": 1.33,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-8345B2EAEF",
"grid_service_limit_mw": 21.66,
"gross_sqft": 1135713,
"infill_site": false,
"lease_expiry_months": 39,
"o... | {
"capital_availability": 0.486,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.489,
"nearby_nodes": 7,
"network_redundancy_score": 0.511,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 210334... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.7,
"dock_utilization_pct": 79.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.656,
"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": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.1,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 2.9,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": 6877,
"annualized_revenue_impact_usd": 10673,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 601718,
"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": 0.18,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 25.93
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 23.75
},
{
"action": "shift_overf... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.343,
"capital_availability": 0.486,
"demand_pressure": 0.358,
"entitlement_friction": 0.489,
"labor_shortage": 0.588,
"portfolio_tightness": 0.376,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-107657",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:27:00Z",
"trace_id": "b7cca003-d3bd-4ff1-99c8-a5c8b72312e1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.396,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.317,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.67,
"battery_mwh": 7.04,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-1A66021AED",
"grid_service_limit_mw": 15.16,
"gross_sqft": 311899,
"infill_site": true,
"lease_expiry_months": 27,
"occu... | {
"capital_availability": 0.792,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.457,
"nearby_nodes": 8,
"network_redundancy_score": 0.54,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 86,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_r... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.4,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 2.16,
"tenant_expansion_probability": 0.577
} | {
"annualized_noi_impact_usd": 21614,
"annualized_revenue_impact_usd": 30446,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 697611,
"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 1.32,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 52.66
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.42
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.319,
"capital_availability": 0.792,
"demand_pressure": 0.656,
"entitlement_friction": 0.457,
"labor_shortage": 0.584,
"portfolio_tightness": 0.497,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-107658",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:03:00Z",
"trace_id": "493a9a13-a786-4c42-a4dd-0d88b7251cb4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"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": 0.004,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.351,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.75,
"battery_mwh": 5.23,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-5AD9A6566C",
"grid_service_limit_mw": 12.56,
"gross_sqft": 762742,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.396,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.309,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.293,
"nearby_nodes": 8,
"network_redundancy_score": 0.507,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 77.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": -0.49,
"rent_growth_90d_pct": 0.61,
"tenant_expansion_probability": 0.122
} | {
"annualized_noi_impact_usd": -125790,
"annualized_revenue_impact_usd": -213556,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 642706,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.98,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.13
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.652,
"capital_availability": 0.396,
"demand_pressure": 0.245,
"entitlement_friction": 0.293,
"labor_shortage": 0.896,
"portfolio_tightness": 0.443,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-107659",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:14:00Z",
"trace_id": "c4862b10-f782-4d3a-91ea-a07b10bd5f01"
} | {
"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": 7.9,
"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": 0.271,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.128,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.29,
"battery_mwh": 10.47,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-37915947A6",
"grid_service_limit_mw": 13.52,
"gross_sqft": 861894,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.072,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.689,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.652,
"nearby_nodes": 5,
"network_redundancy_score": 0.644,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 1.48,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
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"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 1.24,
"tenant_expansion_probability": 0.48
} | {
"annualized_noi_impact_usd": 61417,
"annualized_revenue_impact_usd": 93810,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 465562,
"expansion_capture_probability_post_event": 0.409,
"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.79
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.63
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.748,
"capital_availability": 0.072,
"demand_pressure": 0.773,
"entitlement_friction": 0.652,
"labor_shortage": 0.52,
"portfolio_tightness": 0.426,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-107660",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:27:00Z",
"trace_id": "af06e73e-fdd9-4cf4-9a99-cb8408921774"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.445,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.389,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.34,
"battery_mwh": 8.33,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-739C29CFD5",
"grid_service_limit_mw": 21.96,
"gross_sqft": 975264,
"infill_site": true,
"lease_expiry_months": 57,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.464,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.252,
"nearby_nodes": 3,
"network_redundancy_score": 0.656,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 170113,
... | [
{
"appointment_fill_pct": 93.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 88.3,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 1.75,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.63
} | {
"annualized_noi_impact_usd": 95568,
"annualized_revenue_impact_usd": 158904,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 397965,
"expansion_capture_probability_post_event": 0.55,
"lease_rate_change_pct": 3.06,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.16
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.878,
"capital_availability": 0,
"demand_pressure": 0.804,
"entitlement_friction": 0.252,
"labor_shortage": 0.688,
"portfolio_tightness": 0.397,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-107661",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:10:00Z",
"trace_id": "53dac29e-c0af-49fa-aad4-b95689bf188e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"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": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.272,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.48,
"battery_mwh": 4.65,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-88E66B3E45",
"grid_service_limit_mw": 18.36,
"gross_sqft": 884594,
"infill_site": true,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0.258,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.565,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.315,
"nearby_nodes": 6,
"network_redundancy_score": 0.464,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 79.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.9,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 3.69,
"tenant_expansion_probability": 0.163
} | {
"annualized_noi_impact_usd": -141139,
"annualized_revenue_impact_usd": -191056,
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"decision_horizon_days": 90,
"estimated_capex_usd": 646976,
"expansion_capture_probability_post_event": 0.058,
"lease_rate_change_pct": -0.34,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.25
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.311,
"capital_availability": 0.258,
"demand_pressure": 0.322,
"entitlement_friction": 0.315,
"labor_shortage": 0.63,
"portfolio_tightness": 0.545,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-107662",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:15:00Z",
"trace_id": "16edfd10-4b29-4840-9300-92242c3d89a7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"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": 0.268,
"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": 0.2,
"battery_mwh": 7.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 41,
"facility_id": "FAC-9FA22506DB",
"grid_service_limit_mw": 14.73,
"gross_sqft": 410602,
"infill_site": false,
"lease_expiry_months": 11,
"... | {
"capital_availability": 0.239,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.311,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.647,
"nearby_nodes": 7,
"network_redundancy_score": 0.37,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.86,
"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": 2.37,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 3.09,
"tenant_expansion_probability": 0.4... | {
"annualized_noi_impact_usd": -54412,
"annualized_revenue_impact_usd": -70027,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 768970,
"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": 0.06,
"occupancy_shift": -0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.52
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.26
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.672,
"capital_availability": 0.239,
"demand_pressure": 0.528,
"entitlement_friction": 0.647,
"labor_shortage": 0.978,
"portfolio_tightness": 0.564,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-107663",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:15:00Z",
"trace_id": "24473762-3c69-49ef-a560-8c9a73327d45"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.361,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.236,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.52,
"battery_mwh": 12.14,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-D557284B68",
"grid_service_limit_mw": 6.51,
"gross_sqft": 323757,
"infill_site": true,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.883,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.498,
"cross_node_rebalancing_capacity_pct": 0.22,
"entitlement_friction": 0.437,
"nearby_nodes": 3,
"network_redundancy_score": 0.767,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 142... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 86.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 62,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"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": 2.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.08,
"rent_growth_90d_pct": 4.69,
"tenant_expansion_probability": 0.708
} | {
"annualized_noi_impact_usd": 121922,
"annualized_revenue_impact_usd": 164290,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.653,
"lease_rate_change_pct": 3.02,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 46.98
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.72
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.489,
"capital_availability": 0.883,
"demand_pressure": 0.608,
"entitlement_friction": 0.437,
"labor_shortage": 0.821,
"portfolio_tightness": 0.719,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-107664",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:37:00Z",
"trace_id": "e4c05106-3aa5-4a47-a0df-ca2377cd410a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.02,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.388,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.68,
"battery_mwh": 9.85,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-161E652509",
"grid_service_limit_mw": 17.66,
"gross_sqft": 1038106,
"infill_site": false,
"lease_expiry_months": 25,... | {
"capital_availability": 0.378,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.146,
"nearby_nodes": 4,
"network_redundancy_score": 0.781,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 211514... | [
{
"appointment_fill_pct": 74.8,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 62.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.49,
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"market_entry_score": 87.9,
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"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 4.14,
"tenant_expansion_probability": 0.311
} | {
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"annualized_revenue_impact_usd": -27676,
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"estimated_capex_usd": 403576,
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"lease_rate_change_pct": 0.72,
"occupancy_shift": 0.006,
"service_penalty_risk_usd"... | {
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{
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"reason": "reserve_growth_path",
"score": 28.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.12
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.337,
"entitlement_friction": 0.146,
"labor_shortage": 0.65,
"portfolio_tightness": 0.46,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-107665",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:29:00Z",
"trace_id": "fef20c8e-70d0-45e0-b8c1-1f042c1837a3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"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",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.065,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.45,
"battery_mwh": 8.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 52,
"facility_id": "FAC-A8688F2C5E",
"grid_service_limit_mw": 11.74,
"gross_sqft": 527743,
"infill_site": false,
"lease_expiry_months": 21,
"... | {
"capital_availability": 0.714,
"cluster_utilization_pct": 0.91,
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"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.583,
"nearby_nodes": 7,
"network_redundancy_score": 0.479,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 81.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.1,
"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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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.53,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probability": 0.259
} | {
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"annualized_revenue_impact_usd": -100438,
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"lease_rate_change_pct": -1.65,
"occupancy_shift": 0.018,
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{
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"reason": "reserve_growth_path",
"score": 38.07
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.47
},
{
"action": "rebalance_carrier... | {
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"labor_shortage": 1,
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"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-107666",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:30:00Z",
"trace_id": "5817e84d-0dfc-4786-974f-c0a93fa2f4cb"
} | {
"airport_proximity_km": 28,
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"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": "strategic",
"risk_of_churn": 0.064,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 9.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 26.81,
"gross_sqft": 836178,
"infill_site": true,
"lease_expiry_months": 32,
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"nearby_nodes": 4,
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"portfolio_cluster": "dallas-fort_worth_inland_port",
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{
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"dock_utilization_pct": 82,
"event_name": "PIPELINE_DEMAND_SIGNAL",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
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"confidence_band": "high",
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"rent_growth_90d_pct": 2.47,
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} | {
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"lease_rate_change_pct": -0.49,
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"alternative_actions": [
{
"action": "defer_noncritical_projects",
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"score": 29.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.14
},
{
"action": "secure_pop_up_capacity",
"... | {
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"demand_pressure": 0.457,
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"labor_shortage": 0.576,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-107667",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:53:00Z",
"trace_id": "54066362-d222-4858-8caf-250e4f14b7f9"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.257,
"seasonality": 0.49,
"service_level_ta... | {
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"cold_storage_enabled": true,
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"o... | {
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 57... | [
{
"appointment_fill_pct": 90,
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"event_name": "ORDER_GROWTH_OUTLIER",
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.6,
"shift_fill_rate_p... | {
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} | {
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{
"action": "lock_power_capacity_reservation",
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"score": 44.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.18
},
{
"action": "deplo... | {
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"demand_pressure": 0.943,
"entitlement_friction": 0.703,
"labor_shortage": 0.639,
"portfolio_tightness": 0.726,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-107668",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:06:00Z",
"trace_id": "afccd33e-5d0a-4ed6-aea8-508068a44dcf"
} | {
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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": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.212,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 7.99,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-8BF2D699A0",
"grid_service_limit_mw": 22.84,
"gross_sqft": 1017514,
"infill_site": false,
"lease_expiry_months": 49,
"o... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.519,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77,
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"dock_utilization_pct": 83.8,
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"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
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"market_entry_score": 82.7,
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"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": 0.388
} | {
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"lease_rate_change_pct": -0.39,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 35.48
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.69
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.664,
"labor_shortage": 0.868,
"portfolio_tightness": 0.535,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-107669",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:00:00Z",
"trace_id": "a3276df5-8e7b-4f16-af52-c023e4dc597f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.298,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.46,
"battery_mwh": 1.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-3ADA990E40",
"grid_service_limit_mw": 15.29,
"gross_sqft": 1215907,
"infill_site": true,
"lease_expiry_months": 36,
"oc... | {
"capital_availability": 0.316,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.641,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.262,
"nearby_nodes": 2,
"network_redundancy_score": 0.643,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 85.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 72.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 4.96,
"tenant_expansion_probability": 0.655
} | {
"annualized_noi_impact_usd": 176377,
"annualized_revenue_impact_usd": 226718,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 612326,
"expansion_capture_probability_post_event": 0.601,
"lease_rate_change_pct": 3.81,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 54.47
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 53.4
},
{
"action": "escalate_utility_i... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.316,
"demand_pressure": 0.688,
"entitlement_friction": 0.262,
"labor_shortage": 0.561,
"portfolio_tightness": 0.313,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-107670",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:24:00Z",
"trace_id": "86e80ac7-9e26-478a-8557-2a9b3df1b654"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"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": 0.344,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.254,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.8,
"battery_mwh": 5.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-9708F56004",
"grid_service_limit_mw": 20.73,
"gross_sqft": 799279,
"infill_site": true,
"lease_expiry_months": 20,
"... | {
"capital_availability": 0.669,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.78,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.325,
"nearby_nodes": 4,
"network_redundancy_score": 0.878,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
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"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 2.79,
"tenant_expansion_probability": 0.577
} | {
"annualized_noi_impact_usd": 67651,
"annualized_revenue_impact_usd": 87294,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 417173,
"expansion_capture_probability_post_event": 0.491,
"lease_rate_change_pct": 1.79,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.62
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.669,
"demand_pressure": 0.613,
"entitlement_friction": 0.325,
"labor_shortage": 0.798,
"portfolio_tightness": 0.493,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-107671",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:07:00Z",
"trace_id": "4e0e2589-d198-4fa8-a826-295ab4a0e7b6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.035,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.104,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.54,
"battery_mwh": 1.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-4D6F5D328C",
"grid_service_limit_mw": 17.07,
"gross_sqft": 591062,
"infill_site": true,
"lease_expiry_months": 8,
"... | {
"capital_availability": 0.359,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.386,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.156,
"nearby_nodes": 8,
"network_redundancy_score": 0.771,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 72.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 79.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
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"rent_growth_30d_pct": -0.07,
"rent_growth_90d_pct": 1.27,
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} | {
"annualized_noi_impact_usd": -110258,
"annualized_revenue_impact_usd": -167068,
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"decision_horizon_days": 90,
"estimated_capex_usd": 635075,
"expansion_capture_probability_post_event": 0.055,
"lease_rate_change_pct": -1.96,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.88
},
{
"action": "activate_temp_labor",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.359,
"demand_pressure": 0.336,
"entitlement_friction": 0.156,
"labor_shortage": 0.76,
"portfolio_tightness": 0.387,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-107672",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:36:00Z",
"trace_id": "5cfb320b-03f4-469f-b259-e57dd6048d2f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.399,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 11.76,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-71D2CA6FFE",
"grid_service_limit_mw": 10.61,
"gross_sqft": 693617,
"infill_site": true,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.124,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.394,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.212,
"nearby_nodes": 4,
"network_redundancy_score": 0.313,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 84.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 1.07,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 6942,
"annualized_revenue_impact_usd": 10720,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 465451,
"expansion_capture_probability_post_event": 0.417,
"lease_rate_change_pct": 0.34,
"occupancy_shift": 0,
"service_penalty_risk_usd": 1... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.61
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.486,
"capital_availability": 0.124,
"demand_pressure": 0.597,
"entitlement_friction": 0.212,
"labor_shortage": 0.745,
"portfolio_tightness": 0.399,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.882,
"id": "FORGE-107673",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:55:00Z",
"trace_id": "b14d168b-8cd1-41d2-b941-f97a465373c1"
} | {
"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": 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": 0.45,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.308,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 6.29,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-4F810A1CC7",
"grid_service_limit_mw": 8.29,
"gross_sqft": 1320293,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.765,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.526,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.271,
"nearby_nodes": 8,
"network_redundancy_score": 0.331,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55.6,
"dock_utilization_pct": 91.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.857,
"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": 2.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 5.29,
"rent_growth_90d_pct": 5.03,
"tenant_expansion_probability": 0.74
} | {
"annualized_noi_impact_usd": 301833,
"annualized_revenue_impact_usd": 484094,
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"estimated_capex_usd": 548195,
"expansion_capture_probability_post_event": 0.649,
"lease_rate_change_pct": 4.09,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.12
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.29
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.39,
"capital_availability": 0.765,
"demand_pressure": 0.866,
"entitlement_friction": 0.271,
"labor_shortage": 0.877,
"portfolio_tightness": 0.729,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-107674",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:55:00Z",
"trace_id": "bc47acdf-8150-4105-b002-d437d4549abb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.005,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.11,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.44,
"battery_mwh": 10.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-42FF167CB7",
"grid_service_limit_mw": 12.38,
"gross_sqft": 749016,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.776,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.586,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.481,
"nearby_nodes": 5,
"network_redundancy_score": 0.327,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
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"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 1.43,
"tenant_expansion_probability": 0.213
} | {
"annualized_noi_impact_usd": -77167,
"annualized_revenue_impact_usd": -106784,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 521896,
"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -2.14,
"occupancy_shift": 0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.58
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.34
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.27,
"capital_availability": 0.776,
"demand_pressure": 0.466,
"entitlement_friction": 0.481,
"labor_shortage": 0.898,
"portfolio_tightness": 0.542,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-107675",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:41:00Z",
"trace_id": "28afb628-2f39-4d5c-85a1-6d063407feb2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.413,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.341,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.5,
"battery_mwh": 3.89,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-AC48641C0B",
"grid_service_limit_mw": 16,
"gross_sqft": 394942,
"infill_site": false,
"lease_expiry_months": 12,
"occupan... | {
"capital_availability": 0.397,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.437,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.52,
"nearby_nodes": 3,
"network_redundancy_score": 0.787,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 89.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.7,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.3,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 5.41,
"rent_growth_90d_pct": 4.03,
"tenant_expansion_probability": 0.781
} | {
"annualized_noi_impact_usd": 72877,
"annualized_revenue_impact_usd": 118287,
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"decision_horizon_days": 60,
"estimated_capex_usd": 534887,
"expansion_capture_probability_post_event": 0.745,
"lease_rate_change_pct": 3.56,
"occupancy_shift": 0.028,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.11
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.78
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.397,
"demand_pressure": 0.799,
"entitlement_friction": 0.52,
"labor_shortage": 0.49,
"portfolio_tightness": 0.589,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-107676",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:35:00Z",
"trace_id": "3733262d-ce90-4af3-be0c-35c6ed9fa3a3"
} | {
"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": 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": 0.291,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.35,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.6,
"battery_mwh": 4.12,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-0226BEA8E7",
"grid_service_limit_mw": 26.1,
"gross_sqft": 167637,
"infill_site": false,
"lease_expiry_months": 21,
"occup... | {
"capital_availability": 0.26,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.612,
"nearby_nodes": 4,
"network_redundancy_score": 0.348,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 87.2,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 4.96,
"tenant_expansion_probability": 0.60... | {
"annualized_noi_impact_usd": 42117,
"annualized_revenue_impact_usd": 69028,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.575,
"lease_rate_change_pct": 3.35,
"occupancy_shift": 0.022,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 25.59
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.49
},
{
"action": "shift_overflow_to_satellite",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.26,
"demand_pressure": 0.6,
"entitlement_friction": 0.612,
"labor_shortage": 0.615,
"portfolio_tightness": 0.443,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-107677",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:17:00Z",
"trace_id": "e81f71c1-efaa-4f92-a01a-1effe67adfd8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.472,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.31,
"battery_mwh": 6.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-941DC9807B",
"grid_service_limit_mw": 17.32,
"gross_sqft": 390359,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.492,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.79,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.459,
"nearby_nodes": 3,
"network_redundancy_score": 0.626,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 82.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 29.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.19,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.4,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 0.89,
"rent_growth_90d_pct": -0.41,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -44884,
"annualized_revenue_impact_usd": -75808,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 646064,
"expansion_capture_probability_post_event": 0.173,
"lease_rate_change_pct": -2.93,
"occupancy_shift": -0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.62
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.91
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.4,
"capital_availability": 0.492,
"demand_pressure": 0.476,
"entitlement_friction": 0.459,
"labor_shortage": 0.872,
"portfolio_tightness": 0.452,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-107678",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:30:00Z",
"trace_id": "24751d70-ee72-4b45-84c9-9c4389d71a15"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.072,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.042,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.53,
"battery_mwh": 4.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-884204A590",
"grid_service_limit_mw": 14.98,
"gross_sqft": 1291292,
"infill_site": true,
"lease_expiry_months": 65,
"oc... | {
"capital_availability": 0.735,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.702,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.698,
"nearby_nodes": 3,
"network_redundancy_score": 0.35,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 83.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 2.05,
"tenant_expansion_probability": 0.26
} | {
"annualized_noi_impact_usd": -125650,
"annualized_revenue_impact_usd": -167476,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.16,
"lease_rate_change_pct": -1.17,
"occupancy_shift": 0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.32
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.1
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.353,
"capital_availability": 0.735,
"demand_pressure": 0.509,
"entitlement_friction": 0.698,
"labor_shortage": 0.723,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-107679",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:14:00Z",
"trace_id": "91d979b0-591e-4f1c-977c-711c52f1ea45"
} | {
"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": 8.8,
"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": 0.232,
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.293,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.74,
"battery_mwh": 9.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-A73CE8FAD6",
"grid_service_limit_mw": 20.14,
"gross_sqft": 702025,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.221,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.254,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.411,
"nearby_nodes": 6,
"network_redundancy_score": 0.67,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.8,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0.392
} | {
"annualized_noi_impact_usd": -5730,
"annualized_revenue_impact_usd": -8051,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 525654,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -0.24,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.83
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.221,
"demand_pressure": 0.765,
"entitlement_friction": 0.411,
"labor_shortage": 0.742,
"portfolio_tightness": 0.553,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-107680",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:24:00Z",
"trace_id": "34bc150a-3fe3-420a-88da-9331f285c1a8"
} | {
"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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.256,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.153,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.72,
"battery_mwh": 4.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 65,
"facility_id": "FAC-9DEC727414",
"grid_service_limit_mw": 15.67,
"gross_sqft": 650568,
"infill_site": true,
"lease_expiry_months": 29,
"... | {
"capital_availability": 0.561,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.797,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.704,
"nearby_nodes": 3,
"network_redundancy_score": 0.521,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 80.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.7,
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"rent_growth_30d_pct": -0.6,
"rent_growth_90d_pct": -0.85,
"tenant_expansion_probability": 0.383
... | {
"annualized_noi_impact_usd": -50890,
"annualized_revenue_impact_usd": -74400,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 693918,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": -2.55,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.41
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.561,
"demand_pressure": 0.429,
"entitlement_friction": 0.704,
"labor_shortage": 0.766,
"portfolio_tightness": 0.32,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-107681",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:48:00Z",
"trace_id": "be9d7ee0-7e19-4fb7-9ccb-1f4ab82a2743"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"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": 0.73,
"battery_mwh": 4.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 87,
"facility_id": "FAC-896338F9C2",
"grid_service_limit_mw": 18.47,
"gross_sqft": 879902,
"infill_site": true,
"lease_expiry_months": 9,
"occupa... | {
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"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.307,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.353,
"nearby_nodes": 2,
"network_redundancy_score": 0.561,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 80.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.6,
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"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 1.81,
"tenant_expansion_probability": 0.308
} | {
"annualized_noi_impact_usd": -99683,
"annualized_revenue_impact_usd": -134622,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 568297,
"expansion_capture_probability_post_event": 0.192,
"lease_rate_change_pct": -0.85,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.52
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.06
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.232,
"demand_pressure": 0.356,
"entitlement_friction": 0.353,
"labor_shortage": 0.645,
"portfolio_tightness": 0.535,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-107682",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:34:00Z",
"trace_id": "acd37cb9-2f14-4e9f-b254-264c865b01c8"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.004,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.473,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.27,
"battery_mwh": 3.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-F6754F4EA9",
"grid_service_limit_mw": 13.63,
"gross_sqft": 1030482,
"infill_site": true,
"lease_expiry_months": 47,
"oc... | {
"capital_availability": 0.473,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.253,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.694,
"nearby_nodes": 4,
"network_redundancy_score": 0.855,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 85,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.53,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": 0.92,
"tenant_expansion_probability": 0.168
} | {
"annualized_noi_impact_usd": -143868,
"annualized_revenue_impact_usd": -200807,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 359447,
"expansion_capture_probability_post_event": 0.081,
"lease_rate_change_pct": -2.37,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.36
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.58,
"capital_availability": 0.473,
"demand_pressure": 0.633,
"entitlement_friction": 0.694,
"labor_shortage": 0.756,
"portfolio_tightness": 0.386,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-107683",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:15:00Z",
"trace_id": "c0509f5b-59aa-42f2-a3f7-aa3405de3741"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"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": 0.097,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.15,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.29,
"battery_mwh": 5.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-EF38BEE2FC",
"grid_service_limit_mw": 9.57,
"gross_sqft": 667337,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.013,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.56,
"nearby_nodes": 7,
"network_redundancy_score": 0.827,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 287... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.41,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": 0.2... | {
"annualized_noi_impact_usd": -218704,
"annualized_revenue_impact_usd": -374057,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 619690,
"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -1.51,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.09
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.662,
"capital_availability": 0.013,
"demand_pressure": 0.491,
"entitlement_friction": 0.56,
"labor_shortage": 1,
"portfolio_tightness": 0.572,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-107684",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:53:00Z",
"trace_id": "b591d589-67e6-4368-9044-2885417b6188"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"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": 0.337,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.364,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.72,
"battery_mwh": 0.82,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-A0FA159FEC",
"grid_service_limit_mw": 14.98,
"gross_sqft": 175330,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.377,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.626,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.176,
"nearby_nodes": 5,
"network_redundancy_score": 0.535,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.7,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.6,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -36949,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 667128,
"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": 0.89,
"occupancy_shift": -0.005,
"service_penalty_risk_... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.93
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.589,
"entitlement_friction": 0.176,
"labor_shortage": 0.73,
"portfolio_tightness": 0.466,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-107685",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:10:00Z",
"trace_id": "b427f807-ceb7-460f-ad2e-3e9704255fca"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"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": 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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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.045,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 4.59,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-8D21D1D146",
"grid_service_limit_mw": 11.23,
"gross_sqft": 558771,
"infill_site": true,
"lease_expiry_months": 32,
"occu... | {
"capital_availability": 0.097,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.576,
"cross_node_rebalancing_capacity_pct": 0.072,
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"nearby_nodes": 7,
"network_redundancy_score": 0.346,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 83,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"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": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.9,
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"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 0.91,
"tenant_expansion_probability": 0.397
} | {
"annualized_noi_impact_usd": -48637,
"annualized_revenue_impact_usd": -69959,
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"estimated_capex_usd": 630908,
"expansion_capture_probability_post_event": 0.292,
"lease_rate_change_pct": -1.11,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.85
},
{
"action": "defer_noncrit... | {
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"demand_pressure": 0.456,
"entitlement_friction": 0.538,
"labor_shortage": 0.754,
"portfolio_tightness": 0.669,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-107686",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:59:00Z",
"trace_id": "42044d12-4c2d-48cc-934b-6c807405c568"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.163,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 3.78,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-AE67F55E2D",
"grid_service_limit_mw": 13.65,
"gross_sqft": 1192376,
"infill_site": false,
"lease_expiry_months": 48,... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.374,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 86.6,
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"power_load_pct_of_service_limit": 69.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.9,
"shift_fi... | {
"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": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 2.9,
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} | {
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"expansion_capture_probability_post_event": 0.504,
"lease_rate_change_pct": 2.61,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
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{
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"score": 35.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.85
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.559,
"demand_pressure": 0.691,
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"labor_shortage": 0.634,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-107687",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:35:00Z",
"trace_id": "bac95e34-7fec-4d1b-adc5-b7efe2d26890"
} | {
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.247,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 2.92,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 113,
"facility_id": "FAC-F595584182",
"grid_service_limit_mw": 20.11,
"gross_sqft": 1138426,
"infill_site": false,
"lease_expiry_months": 70,
"occ... | {
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"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.367,
"nearby_nodes": 7,
"network_redundancy_score": 0.414,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 879059... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.1,
"shift_fill... | {
"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": "moderate",
"forecast... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.985,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 1.29,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -23623,
"annualized_revenue_impact_usd": -34341,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 660560,
"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 0.7,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.3
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.316,
"demand_pressure": 0.629,
"entitlement_friction": 0.367,
"labor_shortage": 0.655,
"portfolio_tightness": 0.468,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-107688",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:48:00Z",
"trace_id": "d9c12520-1e04-48d3-92f8-1b050253d074"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.313,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.63,
"battery_mwh": 3.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-36B49066F2",
"grid_service_limit_mw": 25.54,
"gross_sqft": 1010056,
"infill_site": true,
"lease_expiry_months": 28,
"oc... | {
"capital_availability": 0.682,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.409,
"nearby_nodes": 6,
"network_redundancy_score": 0.353,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 26.6,
"dock_utilization_pct": 79.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 10,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.661,
"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": 2.42,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.8,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.231
} | {
"annualized_noi_impact_usd": -97499,
"annualized_revenue_impact_usd": -153449,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 661143,
"expansion_capture_probability_post_event": 0.174,
"lease_rate_change_pct": -1.62,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.45
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.06
},
{
"action": "hol... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.575,
"capital_availability": 0.682,
"demand_pressure": 0.301,
"entitlement_friction": 0.409,
"labor_shortage": 0.502,
"portfolio_tightness": 0.534,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-107689",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:23:00Z",
"trace_id": "fb94dcfe-bae0-4ab4-a0e0-bf0f834e5459"
} | {
"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": 8.3,
"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": 0.247,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.329,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.25,
"battery_mwh": 12.15,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-309095CED3",
"grid_service_limit_mw": 7.39,
"gross_sqft": 1166360,
"infill_site": true,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.434,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.787,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.465,
"nearby_nodes": 7,
"network_redundancy_score": 0.379,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 60... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 86.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 3.19,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probability": 0.524
} | {
"annualized_noi_impact_usd": 204632,
"annualized_revenue_impact_usd": 272423,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 411606,
"expansion_capture_probability_post_event": 0.436,
"lease_rate_change_pct": 1.56,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.99
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.339,
"capital_availability": 0.434,
"demand_pressure": 0.629,
"entitlement_friction": 0.465,
"labor_shortage": 1,
"portfolio_tightness": 0.635,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-107690",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:37:00Z",
"trace_id": "e65475e0-66f6-42f4-84a4-511272605e29"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.261,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.089,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.52,
"battery_mwh": 9.6,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-5CAF8E1A85",
"grid_service_limit_mw": 14.17,
"gross_sqft": 711111,
"infill_site": false,
"lease_expiry_months": 20,
"occu... | {
"capital_availability": 0.734,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.43,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.606,
"nearby_nodes": 7,
"network_redundancy_score": 0.386,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.9,
"dock_utilization_pct": 85.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.695,
"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": 2.03,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 3.62,
"rent_growth_90d_pct": 4.17,
"tenant_expansion_probability": 0.566
... | {
"annualized_noi_impact_usd": 70944,
"annualized_revenue_impact_usd": 101767,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.525,
"lease_rate_change_pct": 2.35,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.58
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.64
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.734,
"demand_pressure": 0.641,
"entitlement_friction": 0.606,
"labor_shortage": 0.515,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-107691",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:53:00Z",
"trace_id": "3fd28136-1401-4c88-9158-6135d0d0b068"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.127,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.149,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.47,
"battery_mwh": 3.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-6A80F1730A",
"grid_service_limit_mw": 16.28,
"gross_sqft": 1382850,
"infill_site": true,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.402,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.407,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.306,
"nearby_nodes": 4,
"network_redundancy_score": 0.496,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 74.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 81.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.6,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": 1.21,
"tenant_expansion_probability": 0.28
} | {
"annualized_noi_impact_usd": -135335,
"annualized_revenue_impact_usd": -179488,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 524136,
"expansion_capture_probability_post_event": 0.196,
"lease_rate_change_pct": -0.89,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 34.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.18
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.402,
"demand_pressure": 0.429,
"entitlement_friction": 0.306,
"labor_shortage": 0.634,
"portfolio_tightness": 0.419,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-107692",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:10:00Z",
"trace_id": "3511eadf-ef66-4da0-83b1-661d1b3c6c1d"
} | {
"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",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"growth_rate": 0.144,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.415,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.22,
"battery_mwh": 12.37,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-1668507216",
"grid_service_limit_mw": 13.43,
"gross_sqft": 1280729,
"infill_site": false,
"lease_expiry_months": 8,... | {
"capital_availability": 0.552,
"cluster_utilization_pct": 0.964,
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"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.36,
"nearby_nodes": 5,
"network_redundancy_score": 0.394,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 2.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.894,
"rent_growth_30d_pct": 3.84,
"rent_growth_90d_pct": 5.66,
"tenant_expansion_probability... | {
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"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.438,
"lease_rate_change_pct": 2.7,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.2
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.552,
"demand_pressure": 0.513,
"entitlement_friction": 0.36,
"labor_shortage": 0.64,
"portfolio_tightness": 0.577,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-107693",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:21:00Z",
"trace_id": "de1a1b05-cbe5-4a21-ae2e-e7fff8a7b8b1"
} | {
"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": "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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.073,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.147,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.67,
"battery_mwh": 7.81,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 148,
"facility_id": "FAC-D04D0A0528",
"grid_service_limit_mw": 9.91,
"gross_sqft": 1480884,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.566,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.791,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.775,
"nearby_nodes": 7,
"network_redundancy_score": 0.575,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"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": 2.27,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.6,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.24
} | {
"annualized_noi_impact_usd": -228852,
"annualized_revenue_impact_usd": -380984,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 600359,
"expansion_capture_probability_post_event": 0.127,
"lease_rate_change_pct": -0.66,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.81
},
{
"action": "delay_spec_development",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.837,
"capital_availability": 0.566,
"demand_pressure": 0.511,
"entitlement_friction": 0.775,
"labor_shortage": 0.817,
"portfolio_tightness": 0.626,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-107694",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:40:00Z",
"trace_id": "faee1f48-9781-468b-89b3-e2db59800193"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.283,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.373,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.35,
"battery_mwh": 3.71,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 120,
"facility_id": "FAC-CE79BC2752",
"grid_service_limit_mw": 19.63,
"gross_sqft": 1200129,
"infill_site": true,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.388,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.665,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.552,
"nearby_nodes": 3,
"network_redundancy_score": 0.71,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 85.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25,
"shift_fill_rat... | {
"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": 1.63,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 2.51,
"tenant_expansion_probability": 0.415
} | {
"annualized_noi_impact_usd": -101429,
"annualized_revenue_impact_usd": -159927,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 771815,
"expansion_capture_probability_post_event": 0.29,
"lease_rate_change_pct": 0.34,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.38
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.594,
"entitlement_friction": 0.552,
"labor_shortage": 0.7,
"portfolio_tightness": 0.563,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-107695",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:06:00Z",
"trace_id": "96a915e8-6cdb-4fcd-93b7-bd987b65b682"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": -0.021,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.033,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.24,
"battery_mwh": 1.34,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-87ECF1B42E",
"grid_service_limit_mw": 17.07,
"gross_sqft": 485881,
"infill_site": false,
"lease_expiry_months": 51,
"occ... | {
"capital_availability": 0.231,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.607,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.099,
"nearby_nodes": 6,
"network_redundancy_score": 0.351,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 218... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 79.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
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"rent_growth_30d_pct": -0.32,
"rent_growth_90d_pct": 1.22,
"tenant_expansion_probability": 0.116
... | {
"annualized_noi_impact_usd": -76586,
"annualized_revenue_impact_usd": -122394,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 415029,
"expansion_capture_probability_post_event": 0.031,
"lease_rate_change_pct": -2.04,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.33
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.92
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.231,
"demand_pressure": 0.38,
"entitlement_friction": 0.099,
"labor_shortage": 0.793,
"portfolio_tightness": 0.347,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-107696",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:19:00Z",
"trace_id": "7e3fd35b-a783-4a07-8b5f-96dde137503d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.107,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.432,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.25,
"battery_mwh": 0.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-7B6F23364E",
"grid_service_limit_mw": 16.49,
"gross_sqft": 569509,
"infill_site": true,
"lease_expiry_months": 14,
"occu... | {
"capital_availability": 0.435,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.68,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.09,
"nearby_nodes": 3,
"network_redundancy_score": 0.422,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 89.8,
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"dock_utilization_pct": 84.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 4.41,
"tenant_expansion_probability": 0.266
} | {
"annualized_noi_impact_usd": -41326,
"annualized_revenue_impact_usd": -70364,
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"estimated_capex_usd": 515973,
"expansion_capture_probability_post_event": 0.168,
"lease_rate_change_pct": 0.78,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.61
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.435,
"demand_pressure": 0.602,
"entitlement_friction": 0.09,
"labor_shortage": 0.905,
"portfolio_tightness": 0.491,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-107697",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:24:00Z",
"trace_id": "85598b74-3539-4b8a-9c0f-306cf0af992d"
} | {
"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",
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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": "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": "50m_100m",
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.123,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 5.79,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 116,
"facility_id": "FAC-B48AC795DE",
"grid_service_limit_mw": 11.4,
"gross_sqft": 1162052,
"infill_site": true,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.374,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.674,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.458,
"nearby_nodes": 2,
"network_redundancy_score": 0.848,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 77... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.8,
"dock_utilization_pct": 84.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"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": 1.46,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.6,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 0.06,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": 38421,
"annualized_revenue_impact_usd": 49409,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.375,
"lease_rate_change_pct": 0.81,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.88
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.771,
"capital_availability": 0.374,
"demand_pressure": 0.626,
"entitlement_friction": 0.458,
"labor_shortage": 0.969,
"portfolio_tightness": 0.319,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-107698",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:51:00Z",
"trace_id": "44ed01fe-bf5e-42f9-8a76-5954167dc92d"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.37,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.369,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.7,
"battery_mwh": 10.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-00C4E6A93B",
"grid_service_limit_mw": 12.76,
"gross_sqft": 316849,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.263,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.541,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.086,
"nearby_nodes": 2,
"network_redundancy_score": 0.699,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 93.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.3,
"dock_utilization_pct": 86.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 1.89,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 1.79,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 32571,
"annualized_revenue_impact_usd": 46456,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.515,
"lease_rate_change_pct": 1.32,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.52
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.88
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.293,
"capital_availability": 0.263,
"demand_pressure": 0.725,
"entitlement_friction": 0.086,
"labor_shortage": 0.883,
"portfolio_tightness": 0.373,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-107699",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:22:00Z",
"trace_id": "708a6b02-c07a-45be-aac5-4a9eeab37381"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.366,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.281,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.21,
"battery_mwh": 0.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-33B19342F7",
"grid_service_limit_mw": 13.88,
"gross_sqft": 685264,
"infill_site": true,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.161,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.567,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.738,
"nearby_nodes": 6,
"network_redundancy_score": 0.517,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55.5,
"dock_utilization_pct": 88.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 3.93,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 140861,
"annualized_revenue_impact_usd": 208817,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 557451,
"expansion_capture_probability_post_event": 0.516,
"lease_rate_change_pct": 2.09,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.24
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.93
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.565,
"capital_availability": 0.161,
"demand_pressure": 0.734,
"entitlement_friction": 0.738,
"labor_shortage": 0.979,
"portfolio_tightness": 0.684,
... |
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