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": 0.786,
"id": "FORGE-106800",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:59:00Z",
"trace_id": "880267a1-9c7f-488d-bf21-320c73f9e7b6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.091,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.503,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.77,
"battery_mwh": 11.16,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-4897FD9012",
"grid_service_limit_mw": 14.18,
"gross_sqft": 899262,
"infill_site": true,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.188,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.325,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.562,
"nearby_nodes": 5,
"network_redundancy_score": 0.41,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 5.03,
"tenant_expansion_probability": 0.295... | {
"annualized_noi_impact_usd": -178867,
"annualized_revenue_impact_usd": -229729,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 438504,
"expansion_capture_probability_post_event": 0.202,
"lease_rate_change_pct": 1.38,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.22
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.719,
"capital_availability": 0.188,
"demand_pressure": 0.573,
"entitlement_friction": 0.562,
"labor_shortage": 0.701,
"portfolio_tightness": 0.695,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-106801",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:28:00Z",
"trace_id": "1fe0a0a5-c9f3-4a6e-ba27-59d98251015f"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.135,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.272,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.53,
"battery_mwh": 3.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-D0CAEEF9D1",
"grid_service_limit_mw": 16.13,
"gross_sqft": 573277,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.626,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.463,
"nearby_nodes": 3,
"network_redundancy_score": 0.456,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.3,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 0.79,
"tenant_expansion_probability": 0.328
} | {
"annualized_noi_impact_usd": -29301,
"annualized_revenue_impact_usd": -47204,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 441010,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": -1.64,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.88
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.827,
"capital_availability": 0,
"demand_pressure": 0.516,
"entitlement_friction": 0.463,
"labor_shortage": 1,
"portfolio_tightness": 0.519,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-106802",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:55:00Z",
"trace_id": "1fd2269a-270f-48be-a16a-98059dec0ccb"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.146,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.378,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.28,
"battery_mwh": 7.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-95FB056531",
"grid_service_limit_mw": 17.82,
"gross_sqft": 1082057,
"infill_site": false,
"lease_expiry_months": 50,
"o... | {
"capital_availability": 0.078,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.655,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.402,
"nearby_nodes": 7,
"network_redundancy_score": 0.777,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 81.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.3,
"shift_fill_... | {
"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": "very_high",
"forecast... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.8,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 2.99,
"tenant_expansion_probability": 0.263
} | {
"annualized_noi_impact_usd": -192054,
"annualized_revenue_impact_usd": -331008,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 657143,
"expansion_capture_probability_post_event": 0.151,
"lease_rate_change_pct": -0.05,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.3
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.874,
"capital_availability": 0.078,
"demand_pressure": 0.401,
"entitlement_friction": 0.402,
"labor_shortage": 0.693,
"portfolio_tightness": 0.531,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-106803",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:32:00Z",
"trace_id": "f685f353-b1d4-4f38-801f-504930d0b67e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"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": 0.436,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.258,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.71,
"battery_mwh": 11.95,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-3E6A2A8BDA",
"grid_service_limit_mw": 9.27,
"gross_sqft": 697527,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.685,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.314,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.475,
"nearby_nodes": 5,
"network_redundancy_score": 0.318,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 89.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"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": 3.03,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 6.19,
"rent_growth_90d_pct": 8.01,
"tenant_expansion_probability": 0.833
} | {
"annualized_noi_impact_usd": 448803,
"annualized_revenue_impact_usd": 719172,
"cap_rate_pressure_pct": 0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 570596,
"expansion_capture_probability_post_event": 0.785,
"lease_rate_change_pct": 6.16,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.6
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.187,
"capital_availability": 0.685,
"demand_pressure": 0.807,
"entitlement_friction": 0.475,
"labor_shortage": 0.88,
"portfolio_tightness": 0.686,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-106804",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:19:00Z",
"trace_id": "99a3a21a-f975-4ce6-ae2f-e6cbdb792d0e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"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": 0.187,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.446,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.24,
"battery_mwh": 5.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-4970682A8D",
"grid_service_limit_mw": 19.47,
"gross_sqft": 908097,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.228,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.365,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.53,
"nearby_nodes": 8,
"network_redundancy_score": 0.865,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 81.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": 0.06,
"tenant_expansion_probability": 0.324
} | {
"annualized_noi_impact_usd": -163621,
"annualized_revenue_impact_usd": -254801,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 643988,
"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -2.51,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.84
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.14
},
{
"action": "secur... | {
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"demand_pressure": 0.397,
"entitlement_friction": 0.53,
"labor_shortage": 0.876,
"portfolio_tightness": 0.529,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-106805",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:02:00Z",
"trace_id": "41a423f3-8291-4a34-8d27-e3f8cf21b5ef"
} | {
"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"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.197,
"seasonality": 0.33,
"servic... | {
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"building_class": "class_a_plus",
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"dock_doors": 91,
"facility_id": "FAC-0B30C2235F",
"grid_service_limit_mw": 20.17,
"gross_sqft": 912096,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.579,
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"nearby_nodes": 7,
"network_redundancy_score": 0.813,
"portfolio_cluster": "chicago_joliet",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.8,
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} | {
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"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -1.95,
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{
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"score": 32.77
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.3
},
{
"action": "monitor_and_stage",
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"labor_shortage": 0.659,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:17:00Z",
"trace_id": "35cfd391-6ba5-418d-9ca8-3780df2b9139"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.175,
"seasonality": 0.82,
"service_level_target":... | {
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"grid_service_limit_mw": 17.4,
"gross_sqft": 794754,
"infill_site": false,
"lease_expiry_months": 24,
... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.612,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 88.7,
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"power_load_pct_of_service_limit": 51.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.4,
"shift_fi... | {
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"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 2.09,
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},
{
"action": "shift_overflow_to_satellite",
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"score": 36.91
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{
... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "decision_pending",
"timestamp": "2026-01-02T03:09:00Z",
"trace_id": "74822259-557d-41ae-9885-5e2e6d6cc62a"
} | {
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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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.445,
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"service_level_target":... | {
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"gross_sqft": 654045,
"infill_site": false,
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"nearby_nodes": 6,
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"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.1,
"shift_fill_rate_pc... | {
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"confidence_band": "moderate",
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"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 3.52,
"tenant_expansion_probability": 0.56... | {
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"lease_rate_change_pct": 1.77,
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"score": 33.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.92
},
{
"action": "rebal... | {
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"labor_shortage": 0.599,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-106808",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:40:00Z",
"trace_id": "bf2106ff-d74e-44f0-be7b-9501471e0182"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"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": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.191,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-BD2096A4DB",
"grid_service_limit_mw": 23.57,
"gross_sqft": 721007,
"infill_site": true,
"lease_expiry_months": 49,
"occu... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.803,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_ra... | {
"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... | {
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"rent_growth_30d_pct": 0.22,
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} | {
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"service_penalty_risk... | {
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{
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"score": 33.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.21
},
{
"action": "rebalance_carr... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-106809",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:45:00Z",
"trace_id": "c83d25bf-e499-4032-bed7-ae44b424558a"
} | {
"airport_proximity_km": 21,
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.127,
"seasonality": 0.61,
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... | {
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"battery_mwh": 8.55,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-504E8F816B",
"grid_service_limit_mw": 11.67,
"gross_sqft": 1117540,
"infill_site": true,
"lease_expiry_months": 62,
... | {
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"network_redundancy_score": 0.748,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 198... | [
{
"appointment_fill_pct": 75.5,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.2,
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"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"rent_growth_30d_pct": 0.06,
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"tenant_expansion_probability": 0.21... | {
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"lease_rate_change_pct": -1.16,
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"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.33
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.98
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.949,
"capital_availability": 0,
"demand_pressure": 0.393,
"entitlement_friction": 0.793,
"labor_shortage": 0.622,
"portfolio_tightness": 0.548,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-106810",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:35:00Z",
"trace_id": "9817771d-a2a6-4d22-b1a3-364542007623"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.305,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.386,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.74,
"battery_mwh": 1.82,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-B985B5E1AA",
"grid_service_limit_mw": 13.08,
"gross_sqft": 575016,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.244,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.7,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.191,
"nearby_nodes": 3,
"network_redundancy_score": 0.714,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2035284,
... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 1.96,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability": 0.501
} | {
"annualized_noi_impact_usd": 9740,
"annualized_revenue_impact_usd": 14443,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 434888,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 2.16,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.97
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.639,
"capital_availability": 0.244,
"demand_pressure": 0.701,
"entitlement_friction": 0.191,
"labor_shortage": 0.607,
"portfolio_tightness": 0.478,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-106811",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:45:00Z",
"trace_id": "40f6e3aa-5d39-48b7-8ff1-66125dd5382d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.438,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.33,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.71,
"battery_mwh": 5.31,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-4C22CA7E27",
"grid_service_limit_mw": 9.65,
"gross_sqft": 947068,
"infill_site": true,
"lease_expiry_months": 46,
"... | {
"capital_availability": 0.409,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.394,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.233,
"nearby_nodes": 5,
"network_redundancy_score": 0.861,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 96.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.7,
"dock_utilization_pct": 92.8,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 4.11,
"rent_growth_90d_pct": 5.97,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 360610,
"annualized_revenue_impact_usd": 577840,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 459232,
"expansion_capture_probability_post_event": 0.58,
"lease_rate_change_pct": 5.03,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 49.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.88
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.78,
"capital_availability": 0.409,
"demand_pressure": 1,
"entitlement_friction": 0.233,
"labor_shortage": 0.708,
"portfolio_tightness": 0.56,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-106812",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:00:00Z",
"trace_id": "43d5bf69-c94a-4acb-b8c9-d2c8da4888a1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.097,
"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": 0... | {
"automation_penetration": 0.63,
"battery_mwh": 10.22,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 148,
"facility_id": "FAC-29E7A181D0",
"grid_service_limit_mw": 23.27,
"gross_sqft": 1488441,
"infill_site": true,
"lease_expiry_months": 71,... | {
"capital_availability": 0.825,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.479,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.478,
"nearby_nodes": 3,
"network_redundancy_score": 0.87,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.9,
"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": 18.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": 2.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.2,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 2.74,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -120633,
"annualized_revenue_impact_usd": -166016,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 567571,
"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": -0.07,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.75
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.236,
"capital_availability": 0.825,
"demand_pressure": 0.491,
"entitlement_friction": 0.478,
"labor_shortage": 0.712,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-106813",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:55:00Z",
"trace_id": "711b5fe1-bda7-4b6d-a70a-6ca7e4fcbd68"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.358,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.216,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.34,
"battery_mwh": 9.27,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-69E7BCDEA4",
"grid_service_limit_mw": 14.7,
"gross_sqft": 1401353,
"infill_site": false,
"lease_expiry_months": 53,
"oc... | {
"capital_availability": 0.798,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.306,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.109,
"nearby_nodes": 8,
"network_redundancy_score": 0.521,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 86,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.713,
"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": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91.2,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 3.69,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 253872,
"annualized_revenue_impact_usd": 386655,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 448167,
"expansion_capture_probability_post_event": 0.621,
"lease_rate_change_pct": 2.11,
"occupancy_shift": 0.028,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.46
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.395,
"capital_availability": 0.798,
"demand_pressure": 0.674,
"entitlement_friction": 0.109,
"labor_shortage": 0.643,
"portfolio_tightness": 0.437,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-106814",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:15:00Z",
"trace_id": "554c6e3f-66ff-4d48-af95-7ae45aa75707"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.032,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.435,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.37,
"battery_mwh": 4.44,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-B1A4576CC5",
"grid_service_limit_mw": 25.17,
"gross_sqft": 1296709,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.746,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.702,
"nearby_nodes": 3,
"network_redundancy_score": 0.783,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 81.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 0.65,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.204
} | {
"annualized_noi_impact_usd": -257186,
"annualized_revenue_impact_usd": -362815,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 659881,
"expansion_capture_probability_post_event": 0.091,
"lease_rate_change_pct": -1.19,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.27
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.612,
"capital_availability": 0.414,
"demand_pressure": 0.424,
"entitlement_friction": 0.702,
"labor_shortage": 1,
"portfolio_tightness": 0.529,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-106815",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:53:00Z",
"trace_id": "d14de86a-4893-4028-b29f-f2b352817813"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.298,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.404,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.68,
"battery_mwh": 1.85,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-49306976F4",
"grid_service_limit_mw": 8.25,
"gross_sqft": 394191,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.537,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.652,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.677,
"nearby_nodes": 2,
"network_redundancy_score": 0.848,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.3,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 1.64,
"tenant_expansion_probability... | {
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"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 472062,
"expansion_capture_probability_post_event": 0.43,
"lease_rate_change_pct": -0.08,
"occupancy_shift": -0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 43.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.9
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.537,
"demand_pressure": 0.528,
"entitlement_friction": 0.677,
"labor_shortage": 1,
"portfolio_tightness": 0.58,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-106816",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:20:00Z",
"trace_id": "1ea03c73-ab0b-46f2-8ee9-7ae1aaf1cb2d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.024,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.35,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.61,
"battery_mwh": 11.99,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-89880F0F5D",
"grid_service_limit_mw": 21.56,
"gross_sqft": 550593,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.196,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.227,
"nearby_nodes": 4,
"network_redundancy_score": 0.519,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 80.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 1.62,
"tenant_expansion_probability": 0.226
} | {
"annualized_noi_impact_usd": -85376,
"annualized_revenue_impact_usd": -143117,
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"decision_horizon_days": 30,
"estimated_capex_usd": 525895,
"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -1.81,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.51
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.196,
"demand_pressure": 0.351,
"entitlement_friction": 0.227,
"labor_shortage": 0.937,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-106817",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:29:00Z",
"trace_id": "2a8a9b92-0850-40ff-a7b8-0c5488505780"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.12,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.396,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 2.22,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-EF4B717516",
"grid_service_limit_mw": 12.91,
"gross_sqft": 667051,
"infill_site": false,
"lease_expiry_months": 22,
"occu... | {
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"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.579,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.745,
"nearby_nodes": 2,
"network_redundancy_score": 0.43,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 83.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
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"rent_growth_30d_pct": 1.77,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.313
} | {
"annualized_noi_impact_usd": -77849,
"annualized_revenue_impact_usd": -128666,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 605678,
"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": -0.85,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 37.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.71
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.899,
"capital_availability": 0,
"demand_pressure": 0.487,
"entitlement_friction": 0.745,
"labor_shortage": 0.765,
"portfolio_tightness": 0.685,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.745,
"id": "FORGE-106818",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:36:00Z",
"trace_id": "6dc65a25-d441-4658-ba5b-a656eb47a6ac"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"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": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.022,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.149,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.38,
"battery_mwh": 11.14,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 97,
"facility_id": "FAC-789B25930D",
"grid_service_limit_mw": 23.63,
"gross_sqft": 972800,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.17,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.531,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.687,
"nearby_nodes": 8,
"network_redundancy_score": 0.836,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 75.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 77.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": -1.5,
"rent_growth_90d_pct": -0.85,
"tenant_expansion_probability": 0.081... | {
"annualized_noi_impact_usd": -340308,
"annualized_revenue_impact_usd": -444912,
"cap_rate_pressure_pct": -0.36,
"decision_horizon_days": 90,
"estimated_capex_usd": 699411,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.1,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.38
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.857,
"capital_availability": 0.17,
"demand_pressure": 0.239,
"entitlement_friction": 0.687,
"labor_shortage": 0.626,
"portfolio_tightness": 0.416,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-106819",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:22:00Z",
"trace_id": "86b82572-11f5-4786-a869-4a34ba64ae11"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.129,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.373,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.53,
"battery_mwh": 4.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-4F6B256C08",
"grid_service_limit_mw": 11.21,
"gross_sqft": 926165,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.689,
"cluster_utilization_pct": 0.844,
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"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.165,
"nearby_nodes": 3,
"network_redundancy_score": 0.448,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.6,
"dock_utilization_pct": 79.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 62.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.645,
"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": 1.87,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
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"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.363
} | {
"annualized_noi_impact_usd": -12715,
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"estimated_capex_usd": 462271,
"expansion_capture_probability_post_event": 0.337,
"lease_rate_change_pct": 0.52,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 24.69
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.67
},
{
"action": "offer_preemptive_expansion_term_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.647,
"capital_availability": 0.689,
"demand_pressure": 0.384,
"entitlement_friction": 0.165,
"labor_shortage": 0.644,
"portfolio_tightness": 0.303,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-106820",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:12:00Z",
"trace_id": "d51e01b2-3faf-4cd4-86fb-606abe275524"
} | {
"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": 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": false,
"growth_rate": 0.208,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.373,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.45,
"battery_mwh": 7.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-BD2B70A36A",
"grid_service_limit_mw": 27.77,
"gross_sqft": 931455,
"infill_site": false,
"lease_expiry_months": 32,
"occu... | {
"capital_availability": 0.693,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.289,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.247,
"nearby_nodes": 8,
"network_redundancy_score": 0.541,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 84,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.843,
"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": 2.29,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 2.21,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -82193,
"annualized_revenue_impact_usd": -106237,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 614991,
"expansion_capture_probability_post_event": 0.221,
"lease_rate_change_pct": -0.58,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.26
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.91
},
{
"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": 0.693,
"demand_pressure": 0.554,
"entitlement_friction": 0.247,
"labor_shortage": 0.873,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106821",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:29:00Z",
"trace_id": "4818d7c8-5b5b-4f7a-9c9f-10629b9c5c5a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.331,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.102,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.33,
"battery_mwh": 1.66,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-B242C887CB",
"grid_service_limit_mw": 8.46,
"gross_sqft": 1110226,
"infill_site": true,
"lease_expiry_months": 27,
"occu... | {
"capital_availability": 0.435,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.377,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.546,
"nearby_nodes": 5,
"network_redundancy_score": 0.4,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 87.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 4.34,
"tenant_expansion_probability": 0.524
} | {
"annualized_noi_impact_usd": 271491,
"annualized_revenue_impact_usd": 348309,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 518853,
"expansion_capture_probability_post_event": 0.412,
"lease_rate_change_pct": 2.27,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.87
},
{
"action": "delay_spec_d... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.793,
"capital_availability": 0.435,
"demand_pressure": 0.683,
"entitlement_friction": 0.546,
"labor_shortage": 0.809,
"portfolio_tightness": 0.628,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-106822",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:13:00Z",
"trace_id": "1a211324-3948-4a5d-9631-abee5826085f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.008,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.194,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.2,
"battery_mwh": 2.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-AB405EE756",
"grid_service_limit_mw": 22.13,
"gross_sqft": 1270689,
"infill_site": true,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.068,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.78,
"nearby_nodes": 3,
"network_redundancy_score": 0.349,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 80.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"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": 1.69,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.2,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": -0.01,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability": 0.195
} | {
"annualized_noi_impact_usd": -186097,
"annualized_revenue_impact_usd": -254897,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 452034,
"expansion_capture_probability_post_event": 0.101,
"lease_rate_change_pct": -2.03,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.43
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.42,
"capital_availability": 0.068,
"demand_pressure": 0.392,
"entitlement_friction": 0.78,
"labor_shortage": 0.758,
"portfolio_tightness": 0.444,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-106823",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:54:00Z",
"trace_id": "2c73e83a-960e-403c-b944-46b14a1a2fe5"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.068,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.358,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.67,
"battery_mwh": 0.73,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-A227CA0516",
"grid_service_limit_mw": 16.59,
"gross_sqft": 995884,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.976,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.206,
"nearby_nodes": 4,
"network_redundancy_score": 0.492,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 74.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.1,
"dock_utilization_pct": 79,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.5,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.651,
"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": 2.68,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 90.4,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": 0.33
} | {
"annualized_noi_impact_usd": -50659,
"annualized_revenue_impact_usd": -83334,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 467830,
"expansion_capture_probability_post_event": 0.292,
"lease_rate_change_pct": -0.48,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.25
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.139,
"capital_availability": 0.976,
"demand_pressure": 0.296,
"entitlement_friction": 0.206,
"labor_shortage": 0.499,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-106824",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:02:00Z",
"trace_id": "6a8e5d75-a96a-4825-92c9-0367ae818a58"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.209,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.259,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.24,
"battery_mwh": 7.91,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-A5BB912665",
"grid_service_limit_mw": 26.5,
"gross_sqft": 510212,
"infill_site": false,
"lease_expiry_months": 51,
"occu... | {
"capital_availability": 0.371,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.751,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.675,
"nearby_nodes": 4,
"network_redundancy_score": 0.338,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.6,
"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"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": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 4.13,
"tenant_expansion_probability": 0.413
} | {
"annualized_noi_impact_usd": 17948,
"annualized_revenue_impact_usd": 26054,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 443366,
"expansion_capture_probability_post_event": 0.315,
"lease_rate_change_pct": 1.36,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.42
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.786,
"capital_availability": 0.371,
"demand_pressure": 0.785,
"entitlement_friction": 0.675,
"labor_shortage": 0.86,
"portfolio_tightness": 0.552,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-106825",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:56:00Z",
"trace_id": "56f66588-aee5-448d-9893-221e7232786b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.305,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.259,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.51,
"battery_mwh": 6.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-32DF6C6732",
"grid_service_limit_mw": 12.7,
"gross_sqft": 1063684,
"infill_site": false,
"lease_expiry_months": 52,
"oc... | {
"capital_availability": 0.692,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.328,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.256,
"nearby_nodes": 3,
"network_redundancy_score": 0.667,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 90... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 83.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"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": 2.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability": 0.493
} | {
"annualized_noi_impact_usd": -119792,
"annualized_revenue_impact_usd": -153598,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 707644,
"expansion_capture_probability_post_event": 0.375,
"lease_rate_change_pct": 0.42,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.29
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.645,
"capital_availability": 0.692,
"demand_pressure": 0.464,
"entitlement_friction": 0.256,
"labor_shortage": 0.946,
"portfolio_tightness": 0.674,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-106826",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:05:00Z",
"trace_id": "aa1c0578-4299-45e9-8fcf-2de846b10098"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"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": 0.378,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.283,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.32,
"battery_mwh": 2.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-D1F9613810",
"grid_service_limit_mw": 16.27,
"gross_sqft": 584942,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.603,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.123,
"nearby_nodes": 3,
"network_redundancy_score": 0.403,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.9,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"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": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 2.7,
"rent_growth_90d_pct": 1.41,
"tenant_expansion_probability": 0.585
} | {
"annualized_noi_impact_usd": 41057,
"annualized_revenue_impact_usd": 60982,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 574220,
"expansion_capture_probability_post_event": 0.501,
"lease_rate_change_pct": 0.98,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.73
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.7,
"capital_availability": 0.603,
"demand_pressure": 0.789,
"entitlement_friction": 0.123,
"labor_shortage": 0.875,
"portfolio_tightness": 0.485,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106827",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:40:00Z",
"trace_id": "cfc6f7b0-73d3-43c6-92f3-c369c55a1df3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"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": 0.126,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.189,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.23,
"battery_mwh": 1.22,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-0142F54FB6",
"grid_service_limit_mw": 15.3,
"gross_sqft": 323381,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.272,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.608,
"nearby_nodes": 8,
"network_redundancy_score": 0.799,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 57200... | [
{
"appointment_fill_pct": 78,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 1.38,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.4,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": -0.75,
"rent_growth_90d_pct": -0.08,
"tenant_expansion_probability": 0.259
... | {
"annualized_noi_impact_usd": -24148,
"annualized_revenue_impact_usd": -33532,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 519845,
"expansion_capture_probability_post_event": 0.168,
"lease_rate_change_pct": -2.12,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.87
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.836,
"capital_availability": 0,
"demand_pressure": 0.514,
"entitlement_friction": 0.608,
"labor_shortage": 0.699,
"portfolio_tightness": 0.323,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-106828",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:09:00Z",
"trace_id": "9198a124-5ee0-4259-b501-5a081a865995"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.288,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.1,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.19,
"battery_mwh": 3.99,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 83,
"facility_id": "FAC-F481F315D5",
"grid_service_limit_mw": 11.61,
"gross_sqft": 838004,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.659,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.426,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.424,
"nearby_nodes": 5,
"network_redundancy_score": 0.421,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37,
"dock_utilization_pct": 85.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.4,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.711,
"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": 2.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.8,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 4.26,
"rent_growth_90d_pct": 6.26,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 388897,
"annualized_revenue_impact_usd": 533087,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 633614,
"expansion_capture_probability_post_event": 0.537,
"lease_rate_change_pct": 3.81,
"occupancy_shift": 0.029,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.48
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.87
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.672,
"capital_availability": 0.659,
"demand_pressure": 0.599,
"entitlement_friction": 0.424,
"labor_shortage": 0.674,
"portfolio_tightness": 0.652,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-106829",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:56:00Z",
"trace_id": "4f1f4efa-d9ea-470a-a4f0-9059875be757"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.042,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.49,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.25,
"battery_mwh": 12.41,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 140,
"facility_id": "FAC-0C5A6901B0",
"grid_service_limit_mw": 18.61,
"gross_sqft": 1407215,
"infill_site": false,
"lease_expiry_months": 57,... | {
"capital_availability": 0.381,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.28,
"nearby_nodes": 7,
"network_redundancy_score": 0.518,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.5,
"dock_utilization_pct": 78.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.8,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 0.48,
"rent_growth_90d_pct": 2.86,
"tenant_expansion_probability": 0.15... | {
"annualized_noi_impact_usd": -368441,
"annualized_revenue_impact_usd": -533456,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 620151,
"expansion_capture_probability_post_event": 0.039,
"lease_rate_change_pct": -0.86,
"occupancy_shift": -0.028,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.41
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.36
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.381,
"demand_pressure": 0.248,
"entitlement_friction": 0.28,
"labor_shortage": 0.615,
"portfolio_tightness": 0.564,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-106830",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:25:00Z",
"trace_id": "154983b3-0664-47eb-a453-be48dd1c3981"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"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": -0.038,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.379,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.31,
"battery_mwh": 2.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 25,
"facility_id": "FAC-396D860E4B",
"grid_service_limit_mw": 16.25,
"gross_sqft": 256996,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.375,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.088,
"nearby_nodes": 2,
"network_redundancy_score": 0.613,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12093... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32,
"dock_utilization_pct": 78.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
"shift_fill_rat... | {
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"anomaly_score": 0.74,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
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"rent_growth_30d_pct": -0.39,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probability": 0.101
} | {
"annualized_noi_impact_usd": -95032,
"annualized_revenue_impact_usd": -128388,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 506093,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.99,
"occupancy_shift": -0.018,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.69
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0,
"demand_pressure": 0.277,
"entitlement_friction": 0.088,
"labor_shortage": 0.522,
"portfolio_tightness": 0.425,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-106831",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:43:00Z",
"trace_id": "c17770c8-38fa-4321-9595-7720aaec9dd6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"growth_rate": 0.332,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.348,
"seasonality": 0.82,
"service_level_target"... | {
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"battery_mwh": 5.33,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-1080FC87FC",
"grid_service_limit_mw": 22.7,
"gross_sqft": 1243073,
"infill_site": false,
"lease_expiry_months": 66,
"oc... | {
"capital_availability": 0.515,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.367,
"nearby_nodes": 7,
"network_redundancy_score": 0.639,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 91.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 81.5,
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"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 2.47,
"tenant_expansion_probability": 0.514
} | {
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"estimated_capex_usd": 419555,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 1.39,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.93
},
{
"action": "rebalance_carr... | {
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"capital_availability": 0.515,
"demand_pressure": 0.956,
"entitlement_friction": 0.367,
"labor_shortage": 0.728,
"portfolio_tightness": 0.487,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-106832",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:30:00Z",
"trace_id": "b70842f3-9bed-418f-8de9-fcbe04b9ee7a"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.084,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.352,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 0.31,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 146,
"facility_id": "FAC-C2AF535933",
"grid_service_limit_mw": 17.09,
"gross_sqft": 1463891,
"infill_site": false,
"lease_expiry_months": 32,
"o... | {
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"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.467,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.448,
"nearby_nodes": 7,
"network_redundancy_score": 0.75,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1031624... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 80.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.8,
"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": 2.06,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.5,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 0.56,
"rent_growth_90d_pct": 1.57,
"tenant_expansion_probability": 0.246
} | {
"annualized_noi_impact_usd": -274019,
"annualized_revenue_impact_usd": -380832,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 514022,
"expansion_capture_probability_post_event": 0.147,
"lease_rate_change_pct": -1.28,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.41
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.275,
"capital_availability": 0.695,
"demand_pressure": 0.375,
"entitlement_friction": 0.448,
"labor_shortage": 0.63,
"portfolio_tightness": 0.451,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-106833",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:28:00Z",
"trace_id": "7b622046-5797-4d4d-ad25-f98b5a96fc84"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.401,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.248,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.2,
"battery_mwh": 4.4,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-9024A1BA60",
"grid_service_limit_mw": 11.1,
"gross_sqft": 434666,
"infill_site": false,
"lease_expiry_months": 12,
"o... | {
"capital_availability": 0.064,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.251,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.222,
"nearby_nodes": 6,
"network_redundancy_score": 0.78,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 144... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52,
"dock_utilization_pct": 88.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 3.73,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probability": 0.617
} | {
"annualized_noi_impact_usd": 39676,
"annualized_revenue_impact_usd": 58211,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 654110,
"expansion_capture_probability_post_event": 0.518,
"lease_rate_change_pct": 1.96,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.93
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.876,
"capital_availability": 0.064,
"demand_pressure": 0.726,
"entitlement_friction": 0.222,
"labor_shortage": 0.866,
"portfolio_tightness": 0.699,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-106834",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:37:00Z",
"trace_id": "cdbb5c5d-dc6a-4c23-9a4b-a4b230fa3187"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.203,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.471,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.38,
"battery_mwh": 9.12,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-8DFA3E89EC",
"grid_service_limit_mw": 13.39,
"gross_sqft": 695240,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.592,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.25,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.675,
"nearby_nodes": 4,
"network_redundancy_score": 0.455,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 81.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 0.2,
"rent_growth_90d_pct": 1.04,
"tenant_expansion_probability": 0.382
... | {
"annualized_noi_impact_usd": -81569,
"annualized_revenue_impact_usd": -104797,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 585894,
"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": -1.27,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.09
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
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"entitlement_friction": 0.675,
"labor_shortage": 0.911,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-106835",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:30:00Z",
"trace_id": "6b77ee8b-3012-4c8f-9a43-e257c916bcf2"
} | {
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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"
} | {
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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": [
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"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"
}
} | {
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"industry": "3pl",
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"retention_priority": "high",
"risk_of_churn": 0.371,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 18.85,
"gross_sqft": 868174,
"infill_site": false,
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"occ... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.51,
"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"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_p... | {
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"rent_growth_30d_pct": 2.15,
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} | {
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"lease_rate_change_pct": 2.87,
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"service_penalty_risk_u... | {
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{
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"score": 49.58
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.85
},
{
... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.471,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-106836",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:41:00Z",
"trace_id": "48e11302-a39a-43d7-b87d-63672e112b21"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.339,
"seasonality": 0.33,
"service_l... | {
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"grid_service_limit_mw": 10.17,
"gross_sqft": 909808,
"infill_site": false,
"lease_expiry_months": 25,
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"power_load_pct_of_service_limit": 69.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24,
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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... | {
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"rent_growth_30d_pct": 2.24,
"rent_growth_90d_pct": 2.11,
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} | {
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"lease_rate_change_pct": 0.14,
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"service_penalty_ris... | {
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.25
},
{
"action": "rebalance_carri... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:04:00Z",
"trace_id": "442a2de2-dd1a-4a78-9763-846c6f3312c5"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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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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"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"
}
} | {
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"risk_of_churn": 0.127,
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"service_level_target"... | {
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"grid_service_limit_mw": 26.2,
"gross_sqft": 730768,
"infill_site": false,
"lease_expiry_months": 48,
... | {
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"nearby_nodes": 6,
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 83.5,
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"power_load_pct_of_service_limit": 51.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.2,
"shift_fi... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.985,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 3.26,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 0.99,
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{
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"score": 33.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.2
},
{
"action": "activate_temp_... | {
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"labor_shortage": 0.769,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-106838",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:34:00Z",
"trace_id": "2912a5e7-713d-40e6-a20a-20e93080cf5d"
} | {
"airport_proximity_km": 28,
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"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.392,
"seasonality": 0.49,
"service_level_tar... | {
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"clear_height_ft": 32,
"cold_storage_enabled": true,
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"gross_sqft": 413746,
"infill_site": false,
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"occup... | {
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"network_redundancy_score": 0.635,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 83.8,
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"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 30.2,
"shift_fil... | {
"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": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.356
} | {
"annualized_noi_impact_usd": -84476,
"annualized_revenue_impact_usd": -135763,
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"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": -1.41,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.82
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.665,
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"labor_shortage": 0.816,
"portfolio_tightness": 0.492,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-106839",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:27:00Z",
"trace_id": "3b1810d3-0812-4f34-9951-fc09371f411d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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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": 8.2,
"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": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.424,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.7,
"battery_mwh": 1.98,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-219B974645",
"grid_service_limit_mw": 17.37,
"gross_sqft": 709708,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.462,
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"nearby_nodes": 8,
"network_redundancy_score": 0.8,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 77.1,
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"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 80.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"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": "moderate",
"fore... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 1.31,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -258075,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 528442,
"expansion_capture_probability_post_event": 0.063,
"lease_rate_change_pct": -2.43,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.92
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.372,
"entitlement_friction": 0.174,
"labor_shortage": 1,
"portfolio_tightness": 0.545,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106840",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:41:00Z",
"trace_id": "0d3ca444-fc15-4a1c-a7ef-ea2e1ec75015"
} | {
"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",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.283,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 1.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-2C1B3FB885",
"grid_service_limit_mw": 24.67,
"gross_sqft": 979603,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.628,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.509,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.081,
"nearby_nodes": 6,
"network_redundancy_score": 0.378,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 80.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_... | {
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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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"occupancy_90d": 0.96,
"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability": 0.284
} | {
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"estimated_capex_usd": 456439,
"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": -0.94,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 33.09
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.72
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.371,
"entitlement_friction": 0.081,
"labor_shortage": 0.921,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-106841",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:39:00Z",
"trace_id": "7f05c8a5-5140-4edd-8d53-0ade597f0405"
} | {
"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"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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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": 0.329,
"seasonality": 0.74,
"service_level... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"gross_sqft": 501537,
"infill_site": true,
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"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.204,
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"nearby_nodes": 3,
"network_redundancy_score": 0.799,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
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"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"rent_growth_90d_pct": 4.49,
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} | {
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"lease_rate_change_pct": 1.92,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
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{
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"score": 37.79
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.94
},
{
"action": "delay_spec_devel... | {
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"demand_pressure": 0.676,
"entitlement_friction": 0.67,
"labor_shortage": 0.897,
"portfolio_tightness": 0.638,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-106842",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:46:00Z",
"trace_id": "1416e34c-2f1a-47eb-b525-797f39572d93"
} | {
"airport_proximity_km": 21,
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"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",
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"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"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.1,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-1C5BE1FADC",
"grid_service_limit_mw": 15.62,
"gross_sqft": 1041302,
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... | {
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"cluster_utilization_pct": 0.905,
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"nearby_nodes": 3,
"network_redundancy_score": 0.68,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 16766... | [
{
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"dock_utilization_pct": 80.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"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": "high",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 0.36,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.107,
"lease_rate_change_pct": -2.79,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 35.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.08
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.362,
"entitlement_friction": 0.08,
"labor_shortage": 1,
"portfolio_tightness": 0.542,
"power_st... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-106843",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:40:00Z",
"trace_id": "08b9c183-43f1-45a0-804d-e5bea4871323"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.184,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.161,
"seasonality": 0.33,
"service_l... | {
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"battery_mwh": 4.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-9B1D7415AA",
"grid_service_limit_mw": 19.44,
"gross_sqft": 1216654,
"infill_site": false,
"lease_expiry_months": 45,
"o... | {
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"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.167,
"nearby_nodes": 8,
"network_redundancy_score": 0.747,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 3.82,
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} | {
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"lease_rate_change_pct": 1.43,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
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"score": 30.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.87
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.676,
"entitlement_friction": 0.167,
"labor_shortage": 0.745,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-106844",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:16:00Z",
"trace_id": "d18d881b-18b2-4709-8d9d-fcba32a3e2d0"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.238,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 11.79,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-B69DC9A27D",
"grid_service_limit_mw": 26.51,
"gross_sqft": 493960,
"infill_site": true,
"lease_expiry_months": 59,
"occ... | {
"capital_availability": 0.651,
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"entitlement_friction": 0.221,
"nearby_nodes": 4,
"network_redundancy_score": 0.449,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.8,
"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": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 3.64,
"tenant_expansion_probability": 0.469
} | {
"annualized_noi_impact_usd": 30602,
"annualized_revenue_impact_usd": 39929,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 370869,
"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": 2.13,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.44
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.16
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.297,
"capital_availability": 0.651,
"demand_pressure": 0.554,
"entitlement_friction": 0.221,
"labor_shortage": 0.66,
"portfolio_tightness": 0.443,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-106845",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:15:00Z",
"trace_id": "afdfa68f-cfa3-43e5-99ca-cda77b596a41"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.215,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.093,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.37,
"battery_mwh": 4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-D63A1B6451",
"grid_service_limit_mw": 16.23,
"gross_sqft": 826802,
"infill_site": true,
"lease_expiry_months": 72,
"occupanc... | {
"capital_availability": 0.746,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.331,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.555,
"nearby_nodes": 3,
"network_redundancy_score": 0.527,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 81.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.8,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 0.89,
"tenant_expansion_probability": 0.394
} | {
"annualized_noi_impact_usd": -98616,
"annualized_revenue_impact_usd": -163293,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 598664,
"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": -1.42,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.6
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.447,
"capital_availability": 0.746,
"demand_pressure": 0.402,
"entitlement_friction": 0.555,
"labor_shortage": 0.8,
"portfolio_tightness": 0.618,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-106846",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:05:00Z",
"trace_id": "eda45285-d8e2-414d-a27d-c0bf4fa024b0"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.201,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.37,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.48,
"battery_mwh": 8.97,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-1755A1B611",
"grid_service_limit_mw": 13.82,
"gross_sqft": 607616,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.185,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.427,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.373,
"nearby_nodes": 3,
"network_redundancy_score": 0.455,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_r... | {
"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": "very_high",
"fore... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 77.3,
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"rent_growth_30d_pct": 0.1,
"rent_growth_90d_pct": 0.98,
"tenant_expansion_probability": 0.352
} | {
"annualized_noi_impact_usd": -31834,
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"estimated_capex_usd": 505158,
"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": -0.42,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
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{
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"score": 29.94
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.18
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.185,
"demand_pressure": 0.541,
"entitlement_friction": 0.373,
"labor_shortage": 0.59,
"portfolio_tightness": 0.355,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-106847",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:42:00Z",
"trace_id": "4be77fdb-0246-4e0e-961b-21232fd92ee8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.149,
"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.077,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 4.58,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-A7FE384B76",
"grid_service_limit_mw": 11.2,
"gross_sqft": 867472,
"infill_site": true,
"lease_expiry_months": 8,
"o... | {
"capital_availability": 0.627,
"cluster_utilization_pct": 0.966,
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"entitlement_friction": 0.372,
"nearby_nodes": 7,
"network_redundancy_score": 0.861,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 90.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.84,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 5.42,
"rent_growth_90d_pct": 7.16,
"tenant_expansion_probability": 0.484
... | {
"annualized_noi_impact_usd": 416625,
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"expansion_capture_probability_post_event": 0.46,
"lease_rate_change_pct": 3.9,
"occupancy_shift": 0.043,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.17
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 28.95
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.848,
"entitlement_friction": 0.372,
"labor_shortage": 0.7,
"portfolio_tightness": 0.603,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-106848",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:52:00Z",
"trace_id": "1db9b463-8c76-45b6-80ec-dc0eed70ed87"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.266,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 6.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-F347B56D0E",
"grid_service_limit_mw": 8.36,
"gross_sqft": 428645,
"infill_site": false,
"lease_expiry_months": 62,
"occu... | {
"capital_availability": 0.303,
"cluster_utilization_pct": 0.884,
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"cross_node_rebalancing_capacity_pct": 0.193,
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"nearby_nodes": 7,
"network_redundancy_score": 0.62,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.65,
"rent_growth_90d_pct": 4.6,
"tenant_expansion_probability": 0.334
} | {
"annualized_noi_impact_usd": 11211,
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"lease_rate_change_pct": 1.14,
"occupancy_shift": 0.02,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
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"score": 25.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.55
},
{
"action": "monitor_a... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.728,
"portfolio_tightness": 0.541,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-106849",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:21:00Z",
"trace_id": "a65c035e-7a1a-4e1c-9547-07656d3c4df1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.189,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 0.54,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-C26368350A",
"grid_service_limit_mw": 16.24,
"gross_sqft": 1107417,
"infill_site": false,
"lease_expiry_months": 64,
"o... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.318,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1840... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 87.7,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.7,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
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"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.275
} | {
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"annualized_revenue_impact_usd": -102938,
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"estimated_capex_usd": 558149,
"expansion_capture_probability_post_event": 0.189,
"lease_rate_change_pct": 0.09,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
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{
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"score": 30.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.18
},
{
"action": "defer_noncritical_projects",
"re... | {
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"capital_availability": 0,
"demand_pressure": 0.751,
"entitlement_friction": 0.413,
"labor_shortage": 0.596,
"portfolio_tightness": 0.492,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-106850",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:40:00Z",
"trace_id": "2c473ed6-64e7-452d-8052-dc4978cdc2b5"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.376,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.62,
"battery_mwh": 6.06,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-C2F0A2E6E1",
"grid_service_limit_mw": 12.1,
"gross_sqft": 1203264,
"infill_site": true,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.083,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.344,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.338,
"nearby_nodes": 5,
"network_redundancy_score": 0.496,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.6,
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"rent_growth_30d_pct": -0.03,
"rent_growth_90d_pct": 2.06,
"tenant_expansion_probability": 0.258
} | {
"annualized_noi_impact_usd": -187532,
"annualized_revenue_impact_usd": -248357,
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"decision_horizon_days": 30,
"estimated_capex_usd": 513618,
"expansion_capture_probability_post_event": 0.17,
"lease_rate_change_pct": -0.95,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.7
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.083,
"demand_pressure": 0.42,
"entitlement_friction": 0.338,
"labor_shortage": 1,
"portfolio_tightness": 0.412,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-106851",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:26:00Z",
"trace_id": "429c9112-e995-4097-9a5b-1e6078e3c5f1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.408,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.78,
"battery_mwh": 4.62,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 53,
"facility_id": "FAC-F1E98FCF3E",
"grid_service_limit_mw": 20.54,
"gross_sqft": 533157,
"infill_site": true,
"lease_expiry_months": 67,
"occup... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.349,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 84.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 0.21,
"tenant_expansion_probability": 0.19
} | {
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"annualized_revenue_impact_usd": -199434,
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"estimated_capex_usd": 597692,
"expansion_capture_probability_post_event": 0.07,
"lease_rate_change_pct": -3.17,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
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{
"action": "secure_pop_up_capacity",
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"score": 33.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.95
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.57,
"entitlement_friction": 0.662,
"labor_shortage": 0.801,
"portfolio_tightness": 0.509,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-106852",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:22:00Z",
"trace_id": "397fac9f-c1fe-4f55-8a6f-a300a9665d14"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"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": 0.307,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.14,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 4.62,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-9FA3FB72AA",
"grid_service_limit_mw": 16.24,
"gross_sqft": 1225982,
"infill_site": false,
"lease_expiry_months": 70,... | {
"capital_availability": 0.799,
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"entitlement_friction": 0.417,
"nearby_nodes": 8,
"network_redundancy_score": 0.746,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54,
"dock_utilization_pct": 90.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.15,
"rent_growth_90d_pct": 5.78,
"tenant_expansion_probability": 0.594
} | {
"annualized_noi_impact_usd": 171565,
"annualized_revenue_impact_usd": 244028,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.518,
"lease_rate_change_pct": 3.86,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.37
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.256,
"capital_availability": 0.799,
"demand_pressure": 0.863,
"entitlement_friction": 0.417,
"labor_shortage": 0.834,
"portfolio_tightness": 0.587,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-106853",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:39:00Z",
"trace_id": "04e586b9-588a-41aa-bad1-7e7aa4905e93"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.389,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.5,
"battery_mwh": 9.8,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 146,
"facility_id": "FAC-960E987848",
"grid_service_limit_mw": 8.35,
"gross_sqft": 1465340,
"infill_site": false,
"lease_expiry_months": 52,
"... | {
"capital_availability": 0.371,
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"entitlement_friction": 0.873,
"nearby_nodes": 2,
"network_redundancy_score": 0.74,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 106... | [
{
"appointment_fill_pct": 91,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 83.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.724,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.74,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 3.24,
"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability": 0.51
} | {
"annualized_noi_impact_usd": 58960,
"annualized_revenue_impact_usd": 83844,
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"expansion_capture_probability_post_event": 0.424,
"lease_rate_change_pct": -0.22,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.45
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.9
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.529,
"entitlement_friction": 0.873,
"labor_shortage": 0.661,
"portfolio_tightness": 0.571,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-106854",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:53:00Z",
"trace_id": "d3b540ee-ee0a-4dac-a6fe-0e1b2cd76387"
} | {
"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": "1b_plus",
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.246,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.58,
"battery_mwh": 8.84,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-BC46DF953A",
"grid_service_limit_mw": 13.86,
"gross_sqft": 1109052,
"infill_site": false,
"lease_expiry_months": 68,
"oc... | {
"capital_availability": 0.266,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.727,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.67,
"nearby_nodes": 3,
"network_redundancy_score": 0.319,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 86.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.855,
"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": 2.36,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 3.08,
"tenant_expansion_probability": 0.603
} | {
"annualized_noi_impact_usd": 42176,
"annualized_revenue_impact_usd": 59802,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 664579,
"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": 1.57,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.98
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.36
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.266,
"demand_pressure": 0.648,
"entitlement_friction": 0.67,
"labor_shortage": 0.845,
"portfolio_tightness": 0.671,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-106855",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:13:00Z",
"trace_id": "178cbf9c-1350-4374-b02a-e044bc5b781d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.8,
"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": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.421,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.45,
"battery_mwh": 1.34,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-76D58F5A0F",
"grid_service_limit_mw": 10.05,
"gross_sqft": 1349477,
"infill_site": false,
"lease_expiry_months": 27,
"o... | {
"capital_availability": 0.45,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.38,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.483,
"nearby_nodes": 6,
"network_redundancy_score": 0.458,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 80.8,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 31.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.652,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 4.38,
"tenant_expansion_probability": 0.324
} | {
"annualized_noi_impact_usd": -68819,
"annualized_revenue_impact_usd": -90264,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 513111,
"expansion_capture_probability_post_event": 0.29,
"lease_rate_change_pct": 0.23,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.44
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.01
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.65,
"capital_availability": 0.45,
"demand_pressure": 0.352,
"entitlement_friction": 0.483,
"labor_shortage": 1,
"portfolio_tightness": 0.63,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-106856",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:38:00Z",
"trace_id": "af5d9f43-ffac-4760-ba38-0312fd1671fc"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.06,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.402,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.68,
"battery_mwh": 3.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-382A130CEB",
"grid_service_limit_mw": 11.09,
"gross_sqft": 904342,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
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"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.307,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.418,
"nearby_nodes": 4,
"network_redundancy_score": 0.69,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 352... | [
{
"appointment_fill_pct": 93.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 87.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_... | {
"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": 2.46,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.75,
"rent_growth_90d_pct": 2.56,
"tenant_expansion_probability": 0.249
} | {
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"annualized_revenue_impact_usd": -244161,
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"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -0.65,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 33.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.79
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.163,
"demand_pressure": 0.699,
"entitlement_friction": 0.418,
"labor_shortage": 0.759,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-106857",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:36:00Z",
"trace_id": "a9a59ac8-bcd5-4832-8045-3caf6b4f176e"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.324,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.41,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.25,
"battery_mwh": 11.57,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 67,
"facility_id": "FAC-896BB35F00",
"grid_service_limit_mw": 13.74,
"gross_sqft": 673174,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.472,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.791,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.651,
"nearby_nodes": 7,
"network_redundancy_score": 0.365,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 87... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 30,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 1.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": -0.29,
"rent_growth_90d_pct": 0.22,
"tenant_expansion_probability": 0.43... | {
"annualized_noi_impact_usd": -99486,
"annualized_revenue_impact_usd": -143004,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.308,
"lease_rate_change_pct": -0.97,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.2
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.16
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.488,
"capital_availability": 0.472,
"demand_pressure": 0.552,
"entitlement_friction": 0.651,
"labor_shortage": 0.601,
"portfolio_tightness": 0.301,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-106858",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:42:00Z",
"trace_id": "ddcb667b-402b-40ab-9e1d-6f5c157c03bc"
} | {
"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": 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": false,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.204,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.72,
"battery_mwh": 10.93,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-F0B7E78248",
"grid_service_limit_mw": 26.65,
"gross_sqft": 786084,
"infill_site": false,
"lease_expiry_months": 25,
"oc... | {
"capital_availability": 0.378,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.669,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.133,
"nearby_nodes": 2,
"network_redundancy_score": 0.621,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 84.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.68,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 3.78,
"rent_growth_90d_pct": 3.31,
"tenant_expansion_probability": 0.321
} | {
"annualized_noi_impact_usd": 14375,
"annualized_revenue_impact_usd": 20561,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 512591,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": 0.18,
"occupancy_shift": 0.028,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.26
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.188,
"capital_availability": 0.378,
"demand_pressure": 0.611,
"entitlement_friction": 0.133,
"labor_shortage": 0.644,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-106859",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:40:00Z",
"trace_id": "b3843a26-0c04-462c-9d9d-8cb3d2547874"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.227,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.207,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.68,
"battery_mwh": 5.98,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 49,
"facility_id": "FAC-B23A6533EB",
"grid_service_limit_mw": 24.23,
"gross_sqft": 492255,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.245,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.663,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.312,
"nearby_nodes": 6,
"network_redundancy_score": 0.47,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 81.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.13,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.6,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": 0.33,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": -43793,
"annualized_revenue_impact_usd": -65143,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 546700,
"expansion_capture_probability_post_event": 0.274,
"lease_rate_change_pct": -1.04,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.32
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.66
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.621,
"capital_availability": 0.245,
"demand_pressure": 0.433,
"entitlement_friction": 0.312,
"labor_shortage": 0.6,
"portfolio_tightness": 0.464,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-106860",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:29:00Z",
"trace_id": "0abff7b6-b671-4d11-b0fe-e1178e1132a1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.189,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.246,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.72,
"battery_mwh": 4.16,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-5F58472C48",
"grid_service_limit_mw": 23.72,
"gross_sqft": 489448,
"infill_site": true,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.246,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.648,
"nearby_nodes": 5,
"network_redundancy_score": 0.491,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 123320... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 80.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.9,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 0.27,
"rent_growth_90d_pct": 0.67,
"tenant_expansion_probability": 0.336
} | {
"annualized_noi_impact_usd": -59881,
"annualized_revenue_impact_usd": -93422,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 662093,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -1.84,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.98
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.83
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.552,
"capital_availability": 0.246,
"demand_pressure": 0.395,
"entitlement_friction": 0.648,
"labor_shortage": 0.826,
"portfolio_tightness": 0.481,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-106861",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:38:00Z",
"trace_id": "d9502e98-05d4-41d9-9e73-e7f4e6945e4c"
} | {
"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": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.334,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.331,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.33,
"battery_mwh": 5.59,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-A2B1FB2B2C",
"grid_service_limit_mw": 20.77,
"gross_sqft": 971674,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.583,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.606,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.132,
"nearby_nodes": 8,
"network_redundancy_score": 0.747,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 85.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"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": 2.25,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": 0.473
} | {
"annualized_noi_impact_usd": -21231,
"annualized_revenue_impact_usd": -30771,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 674230,
"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": 0.35,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 51.01
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.02
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.485,
"capital_availability": 0.583,
"demand_pressure": 0.645,
"entitlement_friction": 0.132,
"labor_shortage": 0.823,
"portfolio_tightness": 0.437,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-106862",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:29:00Z",
"trace_id": "1537acf6-6db0-4820-b0b9-7bdc21b1d53f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.062,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.65,
"battery_mwh": 7.63,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-D4FCEB5C47",
"grid_service_limit_mw": 16.69,
"gross_sqft": 916866,
"infill_site": true,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0.075,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.747,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.564,
"nearby_nodes": 7,
"network_redundancy_score": 0.57,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 2.9,
"tenant_expansion_probability": 0.433
} | {
"annualized_noi_impact_usd": 67962,
"annualized_revenue_impact_usd": 100776,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 396537,
"expansion_capture_probability_post_event": 0.354,
"lease_rate_change_pct": 1.25,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.74
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.44,
"capital_availability": 0.075,
"demand_pressure": 0.685,
"entitlement_friction": 0.564,
"labor_shortage": 0.582,
"portfolio_tightness": 0.411,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-106863",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:06:00Z",
"trace_id": "42bf7a24-5325-44fa-88d0-ef6a82d3f996"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.396,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.264,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.78,
"battery_mwh": 12.11,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-7565BE77A3",
"grid_service_limit_mw": 24.63,
"gross_sqft": 1144721,
"infill_site": true,
"lease_expiry_months": 63,
"o... | {
"capital_availability": 0.1,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.561,
"nearby_nodes": 7,
"network_redundancy_score": 0.517,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1463765,
... | [
{
"appointment_fill_pct": 95.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 89,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 1.86,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": 0.593
} | {
"annualized_noi_impact_usd": 56168,
"annualized_revenue_impact_usd": 75040,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 432856,
"expansion_capture_probability_post_event": 0.501,
"lease_rate_change_pct": 2.5,
"occupancy_shift": 0.015,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.72
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.12
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.526,
"capital_availability": 0.1,
"demand_pressure": 0.835,
"entitlement_friction": 0.561,
"labor_shortage": 0.531,
"portfolio_tightness": 0.426,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-106864",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:22:00Z",
"trace_id": "554e31bb-0971-44cf-b8b3-3e44ee2349d2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"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": 0.225,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.354,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.44,
"battery_mwh": 3.52,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-A0FAB75381",
"grid_service_limit_mw": 18.99,
"gross_sqft": 1327993,
"infill_site": true,
"lease_expiry_months": 35,
"oc... | {
"capital_availability": 0.544,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.454,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.326,
"nearby_nodes": 2,
"network_redundancy_score": 0.67,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 598... | [
{
"appointment_fill_pct": 77.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 83.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 1.62,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.7,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 0.41,
"rent_growth_90d_pct": -0.84,
"tenant_expansion_probability": 0.39
} | {
"annualized_noi_impact_usd": -86523,
"annualized_revenue_impact_usd": -147251,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 401304,
"expansion_capture_probability_post_event": 0.312,
"lease_rate_change_pct": -1.52,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.78
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.617,
"capital_availability": 0.544,
"demand_pressure": 0.567,
"entitlement_friction": 0.326,
"labor_shortage": 0.596,
"portfolio_tightness": 0.354,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-106865",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:00:00Z",
"trace_id": "e74af342-25db-4a5c-97fd-470457d2b47a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"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": 0.047,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.354,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.57,
"battery_mwh": 0.04,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-47B0A02969",
"grid_service_limit_mw": 23.52,
"gross_sqft": 538992,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.245,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.551,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.46,
"nearby_nodes": 2,
"network_redundancy_score": 0.532,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1979859... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 80.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 0.3,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability": 0.22
} | {
"annualized_noi_impact_usd": -77207,
"annualized_revenue_impact_usd": -109334,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 433482,
"expansion_capture_probability_post_event": 0.125,
"lease_rate_change_pct": -0.75,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.47
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.35
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.481,
"capital_availability": 0.245,
"demand_pressure": 0.361,
"entitlement_friction": 0.46,
"labor_shortage": 0.85,
"portfolio_tightness": 0.466,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-106866",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:33:00Z",
"trace_id": "531764d5-eeb8-44f6-be75-b07c66698c4e"
} | {
"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": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.198,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.38,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.74,
"battery_mwh": 2.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-A0CA6D0683",
"grid_service_limit_mw": 16.58,
"gross_sqft": 964671,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.077,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.554,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.25,
"nearby_nodes": 8,
"network_redundancy_score": 0.677,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 1.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.3,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 2.92,
"tenant_expansion_probability": 0.335
} | {
"annualized_noi_impact_usd": -20667,
"annualized_revenue_impact_usd": -31318,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 533593,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.04
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.61
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.749,
"capital_availability": 0.077,
"demand_pressure": 0.736,
"entitlement_friction": 0.25,
"labor_shortage": 0.596,
"portfolio_tightness": 0.373,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-106867",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:21:00Z",
"trace_id": "ffbc0f9f-31a9-4650-b7d3-4a6892daf570"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"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": 0.267,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.381,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.63,
"battery_mwh": 10.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-EFE32E3171",
"grid_service_limit_mw": 11.25,
"gross_sqft": 1115138,
"infill_site": true,
"lease_expiry_months": 57,
"oc... | {
"capital_availability": 0.619,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.391,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.363,
"nearby_nodes": 4,
"network_redundancy_score": 0.31,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 85.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": 2.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.3,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 3.36,
"rent_growth_90d_pct": 4.71,
"tenant_expansion_probability": 0.527
} | {
"annualized_noi_impact_usd": -22541,
"annualized_revenue_impact_usd": -34569,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 436809,
"expansion_capture_probability_post_event": 0.429,
"lease_rate_change_pct": 2.22,
"occupancy_shift": -0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.12
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.318,
"capital_availability": 0.619,
"demand_pressure": 0.564,
"entitlement_friction": 0.363,
"labor_shortage": 0.973,
"portfolio_tightness": 0.677,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-106868",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:43:00Z",
"trace_id": "f2734792-3ed8-46b7-bf23-cd7d86144068"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"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": 0.348,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.15,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.64,
"battery_mwh": 4.64,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-23880502DA",
"grid_service_limit_mw": 17.03,
"gross_sqft": 1379315,
"infill_site": true,
"lease_expiry_months": 26,
"oc... | {
"capital_availability": 0.34,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.629,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.258,
"nearby_nodes": 2,
"network_redundancy_score": 0.649,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1993... | [
{
"appointment_fill_pct": 93,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 85.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.2,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 0.58,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": 0.547
} | {
"annualized_noi_impact_usd": 137681,
"annualized_revenue_impact_usd": 205481,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 349267,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 1.49,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.93
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.81,
"capital_availability": 0.34,
"demand_pressure": 0.665,
"entitlement_friction": 0.258,
"labor_shortage": 0.84,
"portfolio_tightness": 0.337,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-106869",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:51:00Z",
"trace_id": "e8c7d16f-c1de-463c-844d-02baafff87f3"
} | {
"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": 8.7,
"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": 0.379,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.041,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.69,
"battery_mwh": 1.65,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-6D9C90C57A",
"grid_service_limit_mw": 18.88,
"gross_sqft": 1017105,
"infill_site": true,
"lease_expiry_months": 72,
"oc... | {
"capital_availability": 0.123,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.664,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.137,
"nearby_nodes": 5,
"network_redundancy_score": 0.72,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 87.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"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,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 4.14,
"tenant_expansion_probability": 0.602
} | {
"annualized_noi_impact_usd": 90975,
"annualized_revenue_impact_usd": 141284,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 587986,
"expansion_capture_probability_post_event": 0.515,
"lease_rate_change_pct": 3.01,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.89
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.46
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.123,
"demand_pressure": 0.737,
"entitlement_friction": 0.137,
"labor_shortage": 0.829,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-106870",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:03:00Z",
"trace_id": "cfac6e6c-fd2d-48d2-8538-441eca41fc6b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"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": 0.369,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.263,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.48,
"battery_mwh": 3.7,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 98,
"facility_id": "FAC-6776C6EE3E",
"grid_service_limit_mw": 15.39,
"gross_sqft": 986609,
"infill_site": false,
"lease_expiry_months": 34,
"... | {
"capital_availability": 0.66,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.253,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.433,
"nearby_nodes": 2,
"network_redundancy_score": 0.379,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1475896... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 85.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"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": 1.92,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
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"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability": 0.509
} | {
"annualized_noi_impact_usd": -19418,
"annualized_revenue_impact_usd": -26402,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 726508,
"expansion_capture_probability_post_event": 0.395,
"lease_rate_change_pct": 0.63,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.68
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.9
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.66,
"demand_pressure": 0.649,
"entitlement_friction": 0.433,
"labor_shortage": 0.533,
"portfolio_tightness": 0.425,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-106871",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:44:00Z",
"trace_id": "8236fe44-d3d0-49c7-9c4d-d87b83201b17"
} | {
"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": 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": 0.02,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.465,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.58,
"battery_mwh": 3.8,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-0E87A29A7F",
"grid_service_limit_mw": 18.56,
"gross_sqft": 308487,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.913,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.623,
"cross_node_rebalancing_capacity_pct": 0.186,
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"nearby_nodes": 3,
"network_redundancy_score": 0.879,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"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": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.2,
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"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.256
... | {
"annualized_noi_impact_usd": -33023,
"annualized_revenue_impact_usd": -50768,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 583966,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -1.36,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.37
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 25.34
},
{
"action": "hold_service_levels_flat"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.913,
"demand_pressure": 0.374,
"entitlement_friction": 0.264,
"labor_shortage": 0.675,
"portfolio_tightness": 0.307,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-106872",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:16:00Z",
"trace_id": "2571e28d-06f3-471c-bcfc-14313c25074b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"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": 0.45,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.086,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.25,
"battery_mwh": 0.23,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-9D2ECD9F89",
"grid_service_limit_mw": 14.15,
"gross_sqft": 684789,
"infill_site": true,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.724,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.574,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.606,
"nearby_nodes": 4,
"network_redundancy_score": 0.314,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 99,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 91.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.723,
"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": 1.95,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 4.86,
"rent_growth_90d_pct": 5.24,
"tenant_expansion_probability": 0.811... | {
"annualized_noi_impact_usd": 218013,
"annualized_revenue_impact_usd": 346868,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 439817,
"expansion_capture_probability_post_event": 0.778,
"lease_rate_change_pct": 4.63,
"occupancy_shift": 0.032,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.71
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 30.44
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.668,
"capital_availability": 0.724,
"demand_pressure": 0.917,
"entitlement_friction": 0.606,
"labor_shortage": 0.729,
"portfolio_tightness": 0.554,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-106873",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:55:00Z",
"trace_id": "0254105b-9b52-47b1-95a7-f07193645313"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.139,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.34,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.63,
"battery_mwh": 6.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-7786BDC7C1",
"grid_service_limit_mw": 18.93,
"gross_sqft": 245735,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.574,
"cluster_utilization_pct": 0.897,
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"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.35,
"nearby_nodes": 4,
"network_redundancy_score": 0.352,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 75.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.6,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0.253
} | {
"annualized_noi_impact_usd": -37139,
"annualized_revenue_impact_usd": -49388,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 583798,
"expansion_capture_probability_post_event": 0.138,
"lease_rate_change_pct": -1.21,
"occupancy_shift": -0.014,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.09
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.894,
"capital_availability": 0.574,
"demand_pressure": 0.373,
"entitlement_friction": 0.35,
"labor_shortage": 0.773,
"portfolio_tightness": 0.544,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-106874",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:16:00Z",
"trace_id": "d290d0d7-66bf-47f7-a21b-8d5c6db99b27"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.403,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.57,
"battery_mwh": 9.88,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-46337E0816",
"grid_service_limit_mw": 27.14,
"gross_sqft": 371845,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.621,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.797,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.523,
"nearby_nodes": 6,
"network_redundancy_score": 0.861,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 95.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.8,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.9,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 2.91,
"tenant_expansion_probability": 0.619
} | {
"annualized_noi_impact_usd": 65058,
"annualized_revenue_impact_usd": 98439,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 443315,
"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 2.04,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.52
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.39
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.649,
"capital_availability": 0.621,
"demand_pressure": 0.767,
"entitlement_friction": 0.523,
"labor_shortage": 0.862,
"portfolio_tightness": 0.461,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-106875",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:13:00Z",
"trace_id": "60140f70-fecc-4eb9-9f56-deb936cf5226"
} | {
"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": 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": -0.009,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.342,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.49,
"battery_mwh": 1.77,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-29AFB22ACF",
"grid_service_limit_mw": 13.69,
"gross_sqft": 596071,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.085,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.432,
"nearby_nodes": 5,
"network_redundancy_score": 0.695,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 313978... | [
{
"appointment_fill_pct": 72.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37,
"dock_utilization_pct": 79,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": -0.66,
"rent_growth_90d_pct": -0.36,
"tenant_expansion_probability": 0.121
} | {
"annualized_noi_impact_usd": -115976,
"annualized_revenue_impact_usd": -149033,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 459147,
"expansion_capture_probability_post_event": 0.024,
"lease_rate_change_pct": -3.39,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.55
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.473,
"capital_availability": 0.085,
"demand_pressure": 0.329,
"entitlement_friction": 0.432,
"labor_shortage": 0.672,
"portfolio_tightness": 0.359,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-106876",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:37:00Z",
"trace_id": "dc44256a-2908-46b2-b7b8-35c62f3af460"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.305,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.22,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.25,
"battery_mwh": 3.71,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-A17B792300",
"grid_service_limit_mw": 25.56,
"gross_sqft": 912488,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.141,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.684,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.378,
"nearby_nodes": 8,
"network_redundancy_score": 0.754,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 89.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability": 0.461
} | {
"annualized_noi_impact_usd": 25524,
"annualized_revenue_impact_usd": 40268,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 501039,
"expansion_capture_probability_post_event": 0.363,
"lease_rate_change_pct": 1.65,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.64
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.7
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.721,
"capital_availability": 0.141,
"demand_pressure": 0.839,
"entitlement_friction": 0.378,
"labor_shortage": 0.631,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-106877",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:13:00Z",
"trace_id": "199953c6-e098-479d-b1fd-024c43e20c1d"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.141,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.124,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.25,
"battery_mwh": 1.7,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 58,
"facility_id": "FAC-1FD4D33459",
"grid_service_limit_mw": 17.57,
"gross_sqft": 582498,
"infill_site": false,
"lease_expiry_months": 35,
"occup... | {
"capital_availability": 0.368,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.148,
"nearby_nodes": 5,
"network_redundancy_score": 0.855,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 89130,... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.9,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 3.61,
"tenant_expansion_probability": 0.271
} | {
"annualized_noi_impact_usd": -30232,
"annualized_revenue_impact_usd": -47881,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 424691,
"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": 0.91,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.82
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.822,
"capital_availability": 0.368,
"demand_pressure": 0.63,
"entitlement_friction": 0.148,
"labor_shortage": 0.615,
"portfolio_tightness": 0.48,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-106878",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:43:00Z",
"trace_id": "56c38168-1559-412a-ac0b-1b831c4e9af3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"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": 0.337,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.439,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.61,
"battery_mwh": 5.31,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 33,
"facility_id": "FAC-421077693A",
"grid_service_limit_mw": 23.5,
"gross_sqft": 337622,
"infill_site": true,
"lease_expiry_months": 62,
"occupa... | {
"capital_availability": 0.65,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.538,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.284,
"nearby_nodes": 4,
"network_redundancy_score": 0.512,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1623333,... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 83.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"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": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -40288,
"annualized_revenue_impact_usd": -53683,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 608757,
"expansion_capture_probability_post_event": 0.372,
"lease_rate_change_pct": -0.02,
"occupancy_shift": -0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.22
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.16
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.395,
"capital_availability": 0.65,
"demand_pressure": 0.541,
"entitlement_friction": 0.284,
"labor_shortage": 0.786,
"portfolio_tightness": 0.483,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-106879",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:11:00Z",
"trace_id": "47e7be0e-3feb-4a65-8dd2-ede8b030dc20"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.019,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.382,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.53,
"battery_mwh": 0.79,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-29538A1EAE",
"grid_service_limit_mw": 6.87,
"gross_sqft": 414596,
"infill_site": false,
"lease_expiry_months": 9,
"... | {
"capital_availability": 0.162,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.643,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.459,
"nearby_nodes": 6,
"network_redundancy_score": 0.85,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15768... | [
{
"appointment_fill_pct": 72.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 78,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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": 2.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 4.08,
"tenant_expansion_probability": 0.222
} | {
"annualized_noi_impact_usd": -184875,
"annualized_revenue_impact_usd": -260319,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 565951,
"expansion_capture_probability_post_event": 0.125,
"lease_rate_change_pct": -0.13,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.76
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.49
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.322,
"capital_availability": 0.162,
"demand_pressure": 0.179,
"entitlement_friction": 0.459,
"labor_shortage": 0.812,
"portfolio_tightness": 0.717,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-106880",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:36:00Z",
"trace_id": "69af0a91-a8d3-413b-b8cb-11587a1cacac"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.264,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.234,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.64,
"battery_mwh": 5.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-C1B04394DE",
"grid_service_limit_mw": 14.13,
"gross_sqft": 384751,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.196,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.486,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.351,
"nearby_nodes": 3,
"network_redundancy_score": 0.684,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 84,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 0.75,
"tenant_expansion_probability": 0.451
} | {
"annualized_noi_impact_usd": -3460,
"annualized_revenue_impact_usd": -5193,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 639112,
"expansion_capture_probability_post_event": 0.35,
"lease_rate_change_pct": -0.73,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.27
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.38
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.445,
"capital_availability": 0.196,
"demand_pressure": 0.564,
"entitlement_friction": 0.351,
"labor_shortage": 0.852,
"portfolio_tightness": 0.461,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-106881",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:48:00Z",
"trace_id": "9b54f1da-333f-4d94-9386-39d81d12601c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.351,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.171,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.36,
"battery_mwh": 7.21,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-8428D235FE",
"grid_service_limit_mw": 11.77,
"gross_sqft": 862759,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
"capital_availability": 0.637,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.629,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.223,
"nearby_nodes": 8,
"network_redundancy_score": 0.322,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 92,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.2,
"dock_utilization_pct": 85.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.705,
"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": 3.1,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.77,
"rent_growth_90d_pct": 4.87,
"tenant_expansion_probability": 0.695
} | {
"annualized_noi_impact_usd": 441685,
"annualized_revenue_impact_usd": 592386,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 485282,
"expansion_capture_probability_post_event": 0.654,
"lease_rate_change_pct": 3.52,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 54.38
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.79
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.081,
"capital_availability": 0.637,
"demand_pressure": 0.594,
"entitlement_friction": 0.223,
"labor_shortage": 0.654,
"portfolio_tightness": 0.585,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-106882",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:12:00Z",
"trace_id": "4a585b17-6a1c-49f9-b515-cf6ec20647c4"
} | {
"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": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.126,
"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": 0.18,
"battery_mwh": 5.37,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-58EC2E1039",
"grid_service_limit_mw": 20.87,
"gross_sqft": 793178,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.088,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.637,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.633,
"nearby_nodes": 4,
"network_redundancy_score": 0.808,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 73.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 78.8,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": -0.71,
"rent_growth_90d_pct": -2.01,
"tenant_expansion_probabili... | {
"annualized_noi_impact_usd": -97341,
"annualized_revenue_impact_usd": -142472,
"cap_rate_pressure_pct": -0.37,
"decision_horizon_days": 90,
"estimated_capex_usd": 535781,
"expansion_capture_probability_post_event": 0.169,
"lease_rate_change_pct": -3.9,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 34.74
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.31
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.98,
"capital_availability": 0.088,
"demand_pressure": 0.275,
"entitlement_friction": 0.633,
"labor_shortage": 0.83,
"portfolio_tightness": 0.506,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-106883",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:51:00Z",
"trace_id": "cdc8e2bc-7f6c-4826-bcd7-17dc4f7fd117"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.01,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.36,
"seasonality": 0.74,
"service_level_ta... | {
"automation_penetration": 0.3,
"battery_mwh": 6.98,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-29A7006C54",
"grid_service_limit_mw": 7.2,
"gross_sqft": 410131,
"infill_site": true,
"lease_expiry_months": 36,
"oc... | {
"capital_availability": 0.425,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.778,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.538,
"nearby_nodes": 2,
"network_redundancy_score": 0.767,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1968... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.3,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.4,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 3.53,
"rent_growth_90d_pct": 5.57,
"tenant_expansion_probability": 0.239
} | {
"annualized_noi_impact_usd": -54315,
"annualized_revenue_impact_usd": -90143,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 474850,
"expansion_capture_probability_post_event": 0.147,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.6
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.4
},
{
"action": "secure_pop_up_capacity",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.476,
"capital_availability": 0.425,
"demand_pressure": 0.718,
"entitlement_friction": 0.538,
"labor_shortage": 0.955,
"portfolio_tightness": 0.657,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-106884",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:19:00Z",
"trace_id": "95d4038d-a805-483f-bae6-a3812d18d2ba"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.342,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.19,
"battery_mwh": 7.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-C59BD9A2B7",
"grid_service_limit_mw": 22.18,
"gross_sqft": 1215112,
"infill_site": true,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.663,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.522,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.563,
"nearby_nodes": 6,
"network_redundancy_score": 0.398,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 942011... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.2,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.953,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0... | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.43,
"lease_rate_change_pct": -0.05,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
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{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.91
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.73
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.663,
"demand_pressure": 0.531,
"entitlement_friction": 0.563,
"labor_shortage": 0.595,
"portfolio_tightness": 0.358,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-106885",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:00:00Z",
"trace_id": "7b9a9e98-0cd2-4aa6-943f-33433ce26ac2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_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": "100m_250m",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.123,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 5.99,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-61161679A6",
"grid_service_limit_mw": 27.48,
"gross_sqft": 550778,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.58,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.435,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.509,
"nearby_nodes": 8,
"network_redundancy_score": 0.556,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 99.6,
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"dock_utilization_pct": 92.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fill_r... | {
"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": 2.28,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.82,
"rent_growth_90d_pct": 3.68,
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} | {
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"lease_rate_change_pct": 2.62,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.7
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.15
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 1,
"entitlement_friction": 0.509,
"labor_shortage": 0.571,
"portfolio_tightness": 0.469,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-106886",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:28:00Z",
"trace_id": "5a980fd7-a3c1-46ef-a6ad-6c3c1cb50d7e"
} | {
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.168,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 7.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-70090EA40F",
"grid_service_limit_mw": 22.94,
"gross_sqft": 176047,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.359,
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"entitlement_friction": 0.772,
"nearby_nodes": 6,
"network_redundancy_score": 0.406,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"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",
"for... | {
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"rent_growth_90d_pct": -0.49,
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} | {
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"lease_rate_change_pct": -2.93,
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{
"action": "delay_spec_development",
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"score": 32.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.62
},
{
"action": "defer_noncrit... | {
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"labor_shortage": 0.618,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-106887",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:31:00Z",
"trace_id": "ce5a5b37-0fd3-45ca-b8d5-73c363a01645"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"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": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.042,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-29CB442EC7",
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"gross_sqft": 484028,
"infill_site": false,
"lease_expiry_months": 63,
"occ... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.83,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 184... | [
{
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"dock_utilization_pct": 90.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.6,
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 4.54,
"rent_growth_90d_pct": 6.43,
"tenant_expansion_probability": 0.632
} | {
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"lease_rate_change_pct": 4.1,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.5
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 1,
"portfolio_tightness": 0.721,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-106888",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:22:00Z",
"trace_id": "6ef81611-4257-424b-b644-1b44db73d3a2"
} | {
"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": "Temperature_Control_Risk",
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"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",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 6.1,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-707951F8AF",
"grid_service_limit_mw": 11.68,
"gross_sqft": 229553,
"infill_site": true,
"lease_expiry_months": 14,
"occupa... | {
"capital_availability": 0.01,
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"nearby_nodes": 8,
"network_redundancy_score": 0.854,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 87.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "severe",
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"market_entry_score": 74.4,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 1.46,
"tenant_expansion_probability": 0.577
} | {
"annualized_noi_impact_usd": 5610,
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"lease_rate_change_pct": 0.27,
"occupancy_shift": 0.017,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 37.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.99
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.793,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-106889",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:35:00Z",
"trace_id": "c7c0dea2-e7b8-447b-81ec-2d0154468cd0"
} | {
"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": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.06,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.478,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.41,
"battery_mwh": 11.56,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-BF2EA9A8B6",
"grid_service_limit_mw": 18.74,
"gross_sqft": 1217616,
"infill_site": false,
"lease_expiry_months": 71,
"... | {
"capital_availability": 0.367,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.571,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.339,
"nearby_nodes": 4,
"network_redundancy_score": 0.677,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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": 1.61,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": -0.4,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0.164
} | {
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"annualized_revenue_impact_usd": -447743,
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"decision_horizon_days": 30,
"estimated_capex_usd": 570381,
"expansion_capture_probability_post_event": 0.067,
"lease_rate_change_pct": -1.83,
"occupancy_shift": -0.021,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.94
},
{
"action": "escalate_util... | {
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"capital_availability": 0.367,
"demand_pressure": 0.324,
"entitlement_friction": 0.339,
"labor_shortage": 0.543,
"portfolio_tightness": 0.422,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-106890",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:04:00Z",
"trace_id": "84b759fd-e2a2-45de-b5d3-9ba88bf15784"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.253,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 0.06,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-71E9E231FD",
"grid_service_limit_mw": 14.06,
"gross_sqft": 1037852,
"infill_site": true,
"lease_expiry_months": 39,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.406,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.476,
"nearby_nodes": 5,
"network_redundancy_score": 0.803,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 110... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 1.54,
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.29,
"rent_growth_90d_pct": 1.14,
"tenant_expansion_probability": 0.222
} | {
"annualized_noi_impact_usd": -194974,
"annualized_revenue_impact_usd": -260046,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.125,
"lease_rate_change_pct": -1.61,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.3
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.412,
"entitlement_friction": 0.476,
"labor_shortage": 0.756,
"portfolio_tightness": 0.432,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-106891",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:09:00Z",
"trace_id": "ce271d47-3cde-4a8c-a8a0-a137764a9167"
} | {
"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": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "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": 0.106,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 3.06,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-A7DF1058CE",
"grid_service_limit_mw": 23.09,
"gross_sqft": 310786,
"infill_site": true,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.442,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.617,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.66,
"nearby_nodes": 4,
"network_redundancy_score": 0.448,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 79,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.884,
"rent_growth_30d_pct": -0.58,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": 0... | {
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"expansion_capture_probability_post_event": 0.101,
"lease_rate_change_pct": -1.67,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
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{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.35
},
{
"action": "shift_overflow_to_satellite",
... | {
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"friction_profile": {
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"capital_availability": 0.442,
"demand_pressure": 0.289,
"entitlement_friction": 0.66,
"labor_shortage": 0.889,
"portfolio_tightness": 0.496,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-106892",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:43:00Z",
"trace_id": "b8835e92-c810-413c-9468-89790e76a6f7"
} | {
"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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{
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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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.134,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.69,
"battery_mwh": 1.77,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-7A2940918F",
"grid_service_limit_mw": 20.88,
"gross_sqft": 786797,
"infill_site": true,
"lease_expiry_months": 46,
"occu... | {
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"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.652,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.581,
"nearby_nodes": 7,
"network_redundancy_score": 0.578,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 80,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.7,
"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 9.9,
"shift_fill_ra... | {
"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",
"forecast... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.4,
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"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 4.09,
"tenant_expansion_probability": 0.514
} | {
"annualized_noi_impact_usd": 67602,
"annualized_revenue_impact_usd": 90857,
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"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 2.04,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.3
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.05
},
{
"action": "hold_service_levels_flat"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.581,
"labor_shortage": 0.552,
"portfolio_tightness": 0.462,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-106893",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:49:00Z",
"trace_id": "69c05bd8-7426-45d2-a92f-e0109e7a76f6"
} | {
"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",
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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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.068,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.79,
"battery_mwh": 8.75,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-75A4A57CEB",
"grid_service_limit_mw": 12.48,
"gross_sqft": 911205,
"infill_site": true,
"lease_expiry_months": 10,
"occup... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.516,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 37... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 78.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.8,
"shift_fill_r... | {
"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": "moderate",
"fore... | {
"build_vs_buy_score": 3.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.07,
"rent_growth_90d_pct": 4.96,
"tenant_expansion_probability": 0.703
} | {
"annualized_noi_impact_usd": 427984,
"annualized_revenue_impact_usd": 608751,
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"expansion_capture_probability_post_event": 0.639,
"lease_rate_change_pct": 2.87,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.33
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.84
},
{
"action": "depl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.897,
"demand_pressure": 0.557,
"entitlement_friction": 0.234,
"labor_shortage": 1,
"portfolio_tightness": 0.666,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-106894",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:33:00Z",
"trace_id": "c4b7b142-e11d-4b81-be57-e1fb12599f56"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"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": false,
"growth_rate": 0.349,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.339,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.78,
"battery_mwh": 10.81,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 80,
"facility_id": "FAC-D4D33B25D0",
"grid_service_limit_mw": 17.13,
"gross_sqft": 802853,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.185,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.583,
"nearby_nodes": 3,
"network_redundancy_score": 0.371,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 85,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 1.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": 0.2,
"tenant_expansion_probability": 0.495
} | {
"annualized_noi_impact_usd": -60480,
"annualized_revenue_impact_usd": -89185,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 620390,
"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": -0.66,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.79
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.859,
"capital_availability": 0.185,
"demand_pressure": 0.63,
"entitlement_friction": 0.583,
"labor_shortage": 0.777,
"portfolio_tightness": 0.405,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106895",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:16:00Z",
"trace_id": "16a6e9fe-204a-4733-8e7c-4549069cde27"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.418,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.425,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.62,
"battery_mwh": 2.6,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-55A8A0ED02",
"grid_service_limit_mw": 22.44,
"gross_sqft": 387177,
"infill_site": false,
"lease_expiry_months": 23,
"occu... | {
"capital_availability": 0.013,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.79,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.137,
"nearby_nodes": 2,
"network_redundancy_score": 0.528,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.6,
"dock_utilization_pct": 88.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 4.46,
"tenant_expansion_probability": 0.624
} | {
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"decision_horizon_days": 30,
"estimated_capex_usd": 562645,
"expansion_capture_probability_post_event": 0.528,
"lease_rate_change_pct": 3.29,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.26
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.58
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.013,
"demand_pressure": 0.781,
"entitlement_friction": 0.137,
"labor_shortage": 0.923,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-106896",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:51:00Z",
"trace_id": "fbeb9d2e-874d-4778-807b-77dacaa9426f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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": -0.013,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.494,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.6,
"battery_mwh": 2.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-229F019807",
"grid_service_limit_mw": 10.9,
"gross_sqft": 1366011,
"infill_site": false,
"lease_expiry_months": 40,
"occ... | {
"capital_availability": 0.512,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.65,
"nearby_nodes": 4,
"network_redundancy_score": 0.697,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1748... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.6,
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"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability": 0.214
} | {
"annualized_noi_impact_usd": -449354,
"annualized_revenue_impact_usd": -616659,
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"estimated_capex_usd": 536349,
"expansion_capture_probability_post_event": 0.112,
"lease_rate_change_pct": -1.64,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.09
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.512,
"demand_pressure": 0.559,
"entitlement_friction": 0.65,
"labor_shortage": 1,
"portfolio_tightness": 0.594,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-106897",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:20:00Z",
"trace_id": "7e3f69b8-61b8-43a3-a39c-8c4e3bb01f1c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.293,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.098,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 10.71,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-E809E13B4A",
"grid_service_limit_mw": 24.8,
"gross_sqft": 1143316,
"infill_site": false,
"lease_expiry_months": 71,... | {
"capital_availability": 0.278,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.683,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.267,
"nearby_nodes": 7,
"network_redundancy_score": 0.661,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.9,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 0.82,
"tenant_expansion_probability": 0.441
} | {
"annualized_noi_impact_usd": 24352,
"annualized_revenue_impact_usd": 37991,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.341,
"lease_rate_change_pct": -0.39,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.35
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.94
},
{
"action": "rebalanc... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.895,
"capital_availability": 0.278,
"demand_pressure": 0.605,
"entitlement_friction": 0.267,
"labor_shortage": 0.797,
"portfolio_tightness": 0.474,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-106898",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:13:00Z",
"trace_id": "93210fd6-d4d4-4289-b749-eaae6d2c2bc0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.134,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.477,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.5,
"battery_mwh": 8.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-FBE3F2FD7B",
"grid_service_limit_mw": 11.58,
"gross_sqft": 514755,
"infill_site": true,
"lease_expiry_months": 29,
"o... | {
"capital_availability": 0.727,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.654,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.291,
"nearby_nodes": 3,
"network_redundancy_score": 0.357,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 84.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 2.71,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 3.83,
"tenant_expansion_probability": 0.376
} | {
"annualized_noi_impact_usd": -20290,
"annualized_revenue_impact_usd": -29135,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 580652,
"expansion_capture_probability_post_event": 0.29,
"lease_rate_change_pct": 0.81,
"occupancy_shift": -0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.3
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.384,
"capital_availability": 0.727,
"demand_pressure": 0.518,
"entitlement_friction": 0.291,
"labor_shortage": 0.926,
"portfolio_tightness": 0.645,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-106899",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:46:00Z",
"trace_id": "a3a5e1bd-b75e-4b45-933a-c06ac396590d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "network_latency",
"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": true,
"growth_rate": 0.218,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.398,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.56,
"battery_mwh": 7.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-864B3723BF",
"grid_service_limit_mw": 8.26,
"gross_sqft": 629744,
"infill_site": true,
"lease_expiry_months": 67,
"occup... | {
"capital_availability": 0.452,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.567,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.559,
"nearby_nodes": 4,
"network_redundancy_score": 0.42,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1805... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 83.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 2.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.3,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.478
} | {
"annualized_noi_impact_usd": -14408,
"annualized_revenue_impact_usd": -24099,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 423366,
"expansion_capture_probability_post_event": 0.391,
"lease_rate_change_pct": 1.52,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.07
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.613,
"capital_availability": 0.452,
"demand_pressure": 0.472,
"entitlement_friction": 0.559,
"labor_shortage": 0.831,
"portfolio_tightness": 0.718,
... |
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