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": 0.87,
"id": "FORGE-105500",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:34:00Z",
"trace_id": "e3c7adfb-676a-4895-a02c-20048848b449"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.337,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.163,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.46,
"battery_mwh": 9,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-A558F0CF87",
"grid_service_limit_mw": 22.18,
"gross_sqft": 460028,
"infill_site": true,
"lease_expiry_months": 15,
"occupan... | {
"capital_availability": 0.232,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.693,
"nearby_nodes": 3,
"network_redundancy_score": 0.331,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 741452,... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 83.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 0.07,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 5725,
"annualized_revenue_impact_usd": 9480,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 639228,
"expansion_capture_probability_post_event": 0.412,
"lease_rate_change_pct": -1.27,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.66
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.18
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.315,
"capital_availability": 0.232,
"demand_pressure": 0.519,
"entitlement_friction": 0.693,
"labor_shortage": 0.952,
"portfolio_tightness": 0.484,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-105501",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:17:00Z",
"trace_id": "28745a49-3f03-424e-9916-55adbae6fa52"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.249,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.48,
"battery_mwh": 12.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-E9CB8E52F2",
"grid_service_limit_mw": 9.62,
"gross_sqft": 549119,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.339,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.255,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.769,
"nearby_nodes": 7,
"network_redundancy_score": 0.673,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 134... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.4,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.6,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 1.43,
"tenant_expansion_probability": 0.475
} | {
"annualized_noi_impact_usd": 64707,
"annualized_revenue_impact_usd": 94026,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 592008,
"expansion_capture_probability_post_event": 0.369,
"lease_rate_change_pct": -0.56,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.19
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.27
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.82,
"capital_availability": 0.339,
"demand_pressure": 0.651,
"entitlement_friction": 0.769,
"labor_shortage": 0.943,
"portfolio_tightness": 0.651,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-105502",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:48:00Z",
"trace_id": "161c1a50-2a6f-4c60-96d2-e56cf7e95dac"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.036,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.184,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.6,
"battery_mwh": 3.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 56,
"facility_id": "FAC-CFEE7E4958",
"grid_service_limit_mw": 18.1,
"gross_sqft": 560527,
"infill_site": false,
"lease_expiry_months": 69,
"o... | {
"capital_availability": 0.438,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.367,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.523,
"nearby_nodes": 3,
"network_redundancy_score": 0.868,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.5,
"dock_utilization_pct": 77.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 1.42,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.1,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": -1.79,
"rent_growth_90d_pct": -3.13,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -184543,
"annualized_revenue_impact_usd": -287697,
"cap_rate_pressure_pct": -0.42,
"decision_horizon_days": 30,
"estimated_capex_usd": 605463,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -5.49,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.92
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.66
},
{
"action": "secure_pop_up_capacity",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.86,
"capital_availability": 0.438,
"demand_pressure": 0.239,
"entitlement_friction": 0.523,
"labor_shortage": 0.541,
"portfolio_tightness": 0.356,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-105503",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:14:00Z",
"trace_id": "2e83b837-9826-4e2d-add8-734ca9543885"
} | {
"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": 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": 0.068,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.183,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.55,
"battery_mwh": 12.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-4E8F434911",
"grid_service_limit_mw": 15.4,
"gross_sqft": 710549,
"infill_site": false,
"lease_expiry_months": 70,
"occ... | {
"capital_availability": 0.594,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.261,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.261,
"nearby_nodes": 5,
"network_redundancy_score": 0.573,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 5.11,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -3795,
"annualized_revenue_impact_usd": -4994,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 415410,
"expansion_capture_probability_post_event": 0.204,
"lease_rate_change_pct": 1.64,
"occupancy_shift": 0.017,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.57
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.318,
"capital_availability": 0.594,
"demand_pressure": 0.713,
"entitlement_friction": 0.261,
"labor_shortage": 0.709,
"portfolio_tightness": 0.51,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-105504",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:06:00Z",
"trace_id": "aa3ceee5-3cf5-4c57-8638-f8ec2c061908"
} | {
"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": "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": true,
"growth_rate": 0.28,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.092,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.74,
"battery_mwh": 1.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-D605D7A70F",
"grid_service_limit_mw": 12.07,
"gross_sqft": 1292786,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.191,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.434,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.656,
"nearby_nodes": 5,
"network_redundancy_score": 0.363,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 84.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": 0.446
} | {
"annualized_noi_impact_usd": -37870,
"annualized_revenue_impact_usd": -51805,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 609589,
"expansion_capture_probability_post_event": 0.319,
"lease_rate_change_pct": -0.3,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.73
},
{
"action": "offer_preemptive_expansion_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.588,
"capital_availability": 0.191,
"demand_pressure": 0.575,
"entitlement_friction": 0.656,
"labor_shortage": 0.821,
"portfolio_tightness": 0.548,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-105505",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:07:00Z",
"trace_id": "70217a51-83a1-43a7-aac8-c18e6166f630"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"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": 0.425,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.442,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.51,
"battery_mwh": 2.76,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-E976C8BD42",
"grid_service_limit_mw": 19.2,
"gross_sqft": 619925,
"infill_site": true,
"lease_expiry_months": 71,
"occup... | {
"capital_availability": 0.184,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.467,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.198,
"nearby_nodes": 7,
"network_redundancy_score": 0.536,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 88.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.7,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 3.59,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 42877,
"annualized_revenue_impact_usd": 72555,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 592766,
"expansion_capture_probability_post_event": 0.516,
"lease_rate_change_pct": 2.9,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.4
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.595,
"capital_availability": 0.184,
"demand_pressure": 0.81,
"entitlement_friction": 0.198,
"labor_shortage": 0.713,
"portfolio_tightness": 0.444,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-105506",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:38:00Z",
"trace_id": "3b7ec72f-2269-4414-858f-c24c31cbea40"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.127,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.109,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.68,
"battery_mwh": 1.49,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-86E9A61C66",
"grid_service_limit_mw": 15.48,
"gross_sqft": 836548,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.602,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.57,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.308,
"nearby_nodes": 2,
"network_redundancy_score": 0.514,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.7,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 1.01,
"tenant_expansion_probability": 0.322
} | {
"annualized_noi_impact_usd": -99825,
"annualized_revenue_impact_usd": -157571,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 470136,
"expansion_capture_probability_post_event": 0.231,
"lease_rate_change_pct": -1.34,
"occupancy_shift": 0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.69
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.622,
"capital_availability": 0.602,
"demand_pressure": 0.525,
"entitlement_friction": 0.308,
"labor_shortage": 0.789,
"portfolio_tightness": 0.616,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-105507",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:51:00Z",
"trace_id": "039c44ac-b60d-4a16-961c-1fef558cce47"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.01,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.37,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.47,
"battery_mwh": 9.57,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-5D783EC036",
"grid_service_limit_mw": 17.19,
"gross_sqft": 882512,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.325,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.559,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.202,
"nearby_nodes": 3,
"network_redundancy_score": 0.851,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.8,
"dock_utilization_pct": 78.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.65,
"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_pres... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 1.31,
"tenant_expansion_probability": 0.279
} | {
"annualized_noi_impact_usd": -100209,
"annualized_revenue_impact_usd": -148748,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 405521,
"expansion_capture_probability_post_event": 0.243,
"lease_rate_change_pct": -1.72,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.4
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 24.56
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.112,
"capital_availability": 0.325,
"demand_pressure": 0.287,
"entitlement_friction": 0.202,
"labor_shortage": 0.665,
"portfolio_tightness": 0.427,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-105508",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:30:00Z",
"trace_id": "4262ca89-0f0f-4723-b2a7-af7807755280"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.042,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.31,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.55,
"battery_mwh": 11.82,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-1DE9E93B42",
"grid_service_limit_mw": 15.86,
"gross_sqft": 618008,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.811,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.73,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.462,
"nearby_nodes": 7,
"network_redundancy_score": 0.446,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 891... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 85,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -45466,
"annualized_revenue_impact_usd": -64666,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 416702,
"expansion_capture_probability_post_event": 0.127,
"lease_rate_change_pct": -1.83,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.41
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.292,
"capital_availability": 0.811,
"demand_pressure": 0.622,
"entitlement_friction": 0.462,
"labor_shortage": 0.844,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-105509",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:30:00Z",
"trace_id": "5e543cd5-c1cf-4353-a8c6-c47db46c8ac8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.033,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.067,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.7,
"battery_mwh": 3.23,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-33E9840876",
"grid_service_limit_mw": 14.64,
"gross_sqft": 958518,
"infill_site": false,
"lease_expiry_months": 33,
"occu... | {
"capital_availability": 0.648,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.625,
"nearby_nodes": 5,
"network_redundancy_score": 0.585,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 80.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"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": 2.59,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.2,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability": 0.246
} | {
"annualized_noi_impact_usd": -193634,
"annualized_revenue_impact_usd": -300067,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 487840,
"expansion_capture_probability_post_event": 0.151,
"lease_rate_change_pct": -2.38,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.14
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.329,
"capital_availability": 0.648,
"demand_pressure": 0.353,
"entitlement_friction": 0.625,
"labor_shortage": 0.745,
"portfolio_tightness": 0.604,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-105510",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:45:00Z",
"trace_id": "eeb2081b-8ef4-4279-bae4-53f51d377f3a"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.161,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.3,
"seasonality": 0.82,
"service_level_target": 0.9... | {
"automation_penetration": 0.74,
"battery_mwh": 4.25,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-894670AD48",
"grid_service_limit_mw": 27.28,
"gross_sqft": 651820,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.032,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.642,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.199,
"nearby_nodes": 7,
"network_redundancy_score": 0.672,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 84.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.5,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 1.79,
"tenant_expansion_probability": 0.345
} | {
"annualized_noi_impact_usd": -61286,
"annualized_revenue_impact_usd": -85941,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 374455,
"expansion_capture_probability_post_event": 0.266,
"lease_rate_change_pct": -0.09,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.29
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.465,
"capital_availability": 0.032,
"demand_pressure": 0.588,
"entitlement_friction": 0.199,
"labor_shortage": 0.601,
"portfolio_tightness": 0.497,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-105511",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:11:00Z",
"trace_id": "589d636e-e481-4147-98ff-1992fe7d7202"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.09,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.344,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.23,
"battery_mwh": 11.53,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-EA0DD0FAE1",
"grid_service_limit_mw": 24.63,
"gross_sqft": 1220471,
"infill_site": true,
"lease_expiry_months": 31,
"o... | {
"capital_availability": 0.126,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.526,
"nearby_nodes": 3,
"network_redundancy_score": 0.666,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 82.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": -0.21,
"rent_growth_90d_pct": 0.08,
"tenant_expansion_probability": 0.24
} | {
"annualized_noi_impact_usd": -224945,
"annualized_revenue_impact_usd": -292837,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 45,
"estimated_capex_usd": 364556,
"expansion_capture_probability_post_event": 0.157,
"lease_rate_change_pct": -2.12,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.32
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.71
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.926,
"capital_availability": 0.126,
"demand_pressure": 0.483,
"entitlement_friction": 0.526,
"labor_shortage": 0.727,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-105512",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:39:00Z",
"trace_id": "acc84d8b-5f7a-4683-b919-4980eb3fc944"
} | {
"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": 8.2,
"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": 0.183,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.223,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.4,
"battery_mwh": 5.93,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-97D22103ED",
"grid_service_limit_mw": 21.62,
"gross_sqft": 757708,
"infill_site": true,
"lease_expiry_months": 51,
"occup... | {
"capital_availability": 0.669,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.53,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.461,
"nearby_nodes": 2,
"network_redundancy_score": 0.607,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1053428,
... | [
{
"appointment_fill_pct": 76.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.325
} | {
"annualized_noi_impact_usd": -60268,
"annualized_revenue_impact_usd": -99712,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 679771,
"expansion_capture_probability_post_event": 0.221,
"lease_rate_change_pct": -0.61,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.75
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.689,
"capital_availability": 0.669,
"demand_pressure": 0.487,
"entitlement_friction": 0.461,
"labor_shortage": 0.642,
"portfolio_tightness": 0.486,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-105513",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:58:00Z",
"trace_id": "5e36a083-69d1-4fe8-ae59-2944be3f1e39"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.236,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.465,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.34,
"battery_mwh": 4.51,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-06E91B0D6D",
"grid_service_limit_mw": 10.3,
"gross_sqft": 376937,
"infill_site": true,
"lease_expiry_months": 16,
"occupa... | {
"capital_availability": 0.026,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.574,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.785,
"nearby_nodes": 4,
"network_redundancy_score": 0.37,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.85,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.9,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability": 0.402
} | {
"annualized_noi_impact_usd": -12460,
"annualized_revenue_impact_usd": -16146,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 635617,
"expansion_capture_probability_post_event": 0.273,
"lease_rate_change_pct": 0.77,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.81
},
{
"action": "defer_noncritical_projects",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.86,
"capital_availability": 0.026,
"demand_pressure": 0.728,
"entitlement_friction": 0.785,
"labor_shortage": 0.944,
"portfolio_tightness": 0.603,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-105514",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:43:00Z",
"trace_id": "f6f5271e-635e-40d3-9587-1d9a74909066"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"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": 0.089,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.21,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.44,
"battery_mwh": 11.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-6324E442B9",
"grid_service_limit_mw": 10.76,
"gross_sqft": 722048,
"infill_site": false,
"lease_expiry_months": 21,
"oc... | {
"capital_availability": 0.592,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.5,
"nearby_nodes": 5,
"network_redundancy_score": 0.499,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19184... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 80.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.684,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.9,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 3.13,
"rent_growth_90d_pct": 5.66,
"tenant_expansion_probability": 0.375
} | {
"annualized_noi_impact_usd": 13996,
"annualized_revenue_impact_usd": 20861,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 669144,
"expansion_capture_probability_post_event": 0.312,
"lease_rate_change_pct": 1.47,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.82
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.2
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.592,
"demand_pressure": 0.308,
"entitlement_friction": 0.5,
"labor_shortage": 0.777,
"portfolio_tightness": 0.648,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-105515",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:37:00Z",
"trace_id": "240c4848-91d4-4c49-88ee-367302a9e332"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.103,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.387,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.24,
"battery_mwh": 10.69,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-BD2CC712BD",
"grid_service_limit_mw": 10.13,
"gross_sqft": 811985,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.48,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.576,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.121,
"nearby_nodes": 3,
"network_redundancy_score": 0.49,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 616... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 79.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 65.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 10.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"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": 2.01,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0.323
} | {
"annualized_noi_impact_usd": -37814,
"annualized_revenue_impact_usd": -54669,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 469905,
"expansion_capture_probability_post_event": 0.28,
"lease_rate_change_pct": -0.32,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.05
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 23.95
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.423,
"capital_availability": 0.48,
"demand_pressure": 0.376,
"entitlement_friction": 0.121,
"labor_shortage": 0.734,
"portfolio_tightness": 0.31,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-105516",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:46:00Z",
"trace_id": "9e47c067-d175-4de6-b0d0-1c10f474038f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.037,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.126,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.53,
"battery_mwh": 2.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-E113F13706",
"grid_service_limit_mw": 24.4,
"gross_sqft": 1319599,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.41,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.526,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.663,
"nearby_nodes": 4,
"network_redundancy_score": 0.619,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 79.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": -0.02,
"rent_growth_90d_pct": -0.89,
"tenant_expansion_probability": 0.159
} | {
"annualized_noi_impact_usd": -377826,
"annualized_revenue_impact_usd": -514022,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 30,
"estimated_capex_usd": 512086,
"expansion_capture_probability_post_event": 0.06,
"lease_rate_change_pct": -3.93,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.26
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.15
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.661,
"capital_availability": 0.41,
"demand_pressure": 0.332,
"entitlement_friction": 0.663,
"labor_shortage": 0.768,
"portfolio_tightness": 0.505,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-105517",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:05:00Z",
"trace_id": "2a16fbd2-179e-49fd-97d6-eabba2a48cfa"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.163,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.471,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.8,
"battery_mwh": 11.27,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-1E672A5129",
"grid_service_limit_mw": 9.39,
"gross_sqft": 893058,
"infill_site": false,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.51,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.602,
"nearby_nodes": 7,
"network_redundancy_score": 0.785,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2023... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.8,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 2.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.9,
"occupancy_90d": 0.874,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 4.26,
"tenant_expansion_probability": 0.384
} | {
"annualized_noi_impact_usd": -200789,
"annualized_revenue_impact_usd": -270645,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 468983,
"expansion_capture_probability_post_event": 0.275,
"lease_rate_change_pct": 0.8,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.28
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.22
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.71,
"capital_availability": 0.51,
"demand_pressure": 0.485,
"entitlement_friction": 0.602,
"labor_shortage": 1,
"portfolio_tightness": 0.721,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-105518",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:43:00Z",
"trace_id": "399bf9ea-6566-4d6b-91cd-c892c2aa17b7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.275,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.078,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.19,
"battery_mwh": 4.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-688E86DF89",
"grid_service_limit_mw": 7.16,
"gross_sqft": 930535,
"infill_site": true,
"lease_expiry_months": 61,
"o... | {
"capital_availability": 0.624,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.606,
"nearby_nodes": 8,
"network_redundancy_score": 0.867,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.9,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 2.79,
"tenant_expansion_probability": 0.487
} | {
"annualized_noi_impact_usd": 28099,
"annualized_revenue_impact_usd": 42681,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 555186,
"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": 0.73,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.26
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.419,
"capital_availability": 0.624,
"demand_pressure": 0.636,
"entitlement_friction": 0.606,
"labor_shortage": 0.733,
"portfolio_tightness": 0.625,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-105519",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:48:00Z",
"trace_id": "4ec278eb-e05b-4299-a9d0-531af1221bea"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.144,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.375,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.21,
"battery_mwh": 2.83,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-DA327EEAD5",
"grid_service_limit_mw": 16.56,
"gross_sqft": 164734,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.494,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.282,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.273,
"nearby_nodes": 3,
"network_redundancy_score": 0.774,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 84,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.9,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 3.75,
"tenant_expansion_probability": 0.393
... | {
"annualized_noi_impact_usd": -5302,
"annualized_revenue_impact_usd": -7449,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 400734,
"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.16
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.32,
"capital_availability": 0.494,
"demand_pressure": 0.548,
"entitlement_friction": 0.273,
"labor_shortage": 0.795,
"portfolio_tightness": 0.517,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-105520",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:32:00Z",
"trace_id": "aa467663-113c-4607-84f2-81d8854bda54"
} | {
"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": 8.9,
"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": 0.257,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.201,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.23,
"battery_mwh": 3.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 128,
"facility_id": "FAC-490F077CE7",
"grid_service_limit_mw": 19.72,
"gross_sqft": 1284479,
"infill_site": false,
"lease_expiry_months": 23,
"oc... | {
"capital_availability": 0.524,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.507,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.372,
"nearby_nodes": 2,
"network_redundancy_score": 0.778,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 214682... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 84.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 0.34,
"rent_growth_90d_pct": -0.81,
"tenant_expansion_probability": 0.348... | {
"annualized_noi_impact_usd": -150742,
"annualized_revenue_impact_usd": -229262,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 742413,
"expansion_capture_probability_post_event": 0.229,
"lease_rate_change_pct": -2.22,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.15
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.17
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.736,
"capital_availability": 0.524,
"demand_pressure": 0.595,
"entitlement_friction": 0.372,
"labor_shortage": 0.691,
"portfolio_tightness": 0.355,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-105521",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:19:00Z",
"trace_id": "ce02201c-daa3-415b-88ce-293115a37711"
} | {
"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": 8.2,
"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": 0.102,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.184,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.18,
"battery_mwh": 2.79,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-9C1240D4E8",
"grid_service_limit_mw": 13.79,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.543,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.629,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.549,
"nearby_nodes": 3,
"network_redundancy_score": 0.596,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 84,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 3.67,
"tenant_expansion_probability": 0.258
} | {
"annualized_noi_impact_usd": -16025,
"annualized_revenue_impact_usd": -26113,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 549121,
"expansion_capture_probability_post_event": 0.155,
"lease_rate_change_pct": 0.33,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.02
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.625,
"capital_availability": 0.543,
"demand_pressure": 0.539,
"entitlement_friction": 0.549,
"labor_shortage": 0.613,
"portfolio_tightness": 0.555,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-105522",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:56:00Z",
"trace_id": "32b44933-37cb-4efc-8db9-e915678975d9"
} | {
"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": 7.7,
"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": 0.122,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.419,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.48,
"battery_mwh": 4.94,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-CA2712FEE8",
"grid_service_limit_mw": 17.32,
"gross_sqft": 1094536,
"infill_site": false,
"lease_expiry_months": 22,
"o... | {
"capital_availability": 0.438,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.789,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.478,
"nearby_nodes": 5,
"network_redundancy_score": 0.66,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 83.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"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": 1.69,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.5,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 0.59,
"rent_growth_90d_pct": -0.18,
"tenant_expansion_probability": 0.301
} | {
"annualized_noi_impact_usd": -153864,
"annualized_revenue_impact_usd": -198524,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 528512,
"expansion_capture_probability_post_event": 0.224,
"lease_rate_change_pct": -1.78,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.28
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.03
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.408,
"capital_availability": 0.438,
"demand_pressure": 0.544,
"entitlement_friction": 0.478,
"labor_shortage": 0.54,
"portfolio_tightness": 0.377,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-105523",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:19:00Z",
"trace_id": "a561ea1d-3a81-4e6c-a542-17341c2e7d1d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.06,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.379,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.3,
"battery_mwh": 9.16,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-7066766E90",
"grid_service_limit_mw": 14.07,
"gross_sqft": 902066,
"infill_site": false,
"lease_expiry_months": 41,
"occu... | {
"capital_availability": 0.249,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.554,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.355,
"nearby_nodes": 5,
"network_redundancy_score": 0.758,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 81.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"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": 1.54,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.5,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": -0.05,
"rent_growth_90d_pct": 2.03,
"tenant_expansion_probability": 0.218
} | {
"annualized_noi_impact_usd": -117679,
"annualized_revenue_impact_usd": -168159,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 460665,
"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": -0.32,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.26
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.798,
"capital_availability": 0.249,
"demand_pressure": 0.447,
"entitlement_friction": 0.355,
"labor_shortage": 0.523,
"portfolio_tightness": 0.407,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-105524",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:46:00Z",
"trace_id": "038cc798-06d9-4b37-b9f3-1f38083d8de9"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.009,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.236,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.46,
"battery_mwh": 9.52,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-5FA5E912B3",
"grid_service_limit_mw": 7.65,
"gross_sqft": 1151747,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.44,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.722,
"nearby_nodes": 3,
"network_redundancy_score": 0.401,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 305... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 83.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 2.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0.234
} | {
"annualized_noi_impact_usd": -273339,
"annualized_revenue_impact_usd": -433167,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 522545,
"expansion_capture_probability_post_event": 0.14,
"lease_rate_change_pct": -1.7,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.04
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.49
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
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"entitlement_friction": 0.722,
"labor_shortage": 0.843,
"portfolio_tightness": 0.672,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-105525",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:48:00Z",
"trace_id": "1aea93e0-857f-4a91-83e3-ec3fdcd77e45"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.141,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.312,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.6,
"battery_mwh": 7.78,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-47FE306E4C",
"grid_service_limit_mw": 12.56,
"gross_sqft": 1218005,
"infill_site": true,
"lease_expiry_months": 20,
"occ... | {
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"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.332,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.263,
"nearby_nodes": 7,
"network_redundancy_score": 0.458,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 80.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.896,
"rent_growth_30d_pct": -0.25,
"rent_growth_90d_pct": 1.35,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -243209,
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"decision_horizon_days": 60,
"estimated_capex_usd": 736007,
"expansion_capture_probability_post_event": 0.126,
"lease_rate_change_pct": -1.44,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.38
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 39.91
},
{
"action": "shift_overflow_to_s... | {
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"capital_availability": 0.673,
"demand_pressure": 0.405,
"entitlement_friction": 0.263,
"labor_shortage": 0.715,
"portfolio_tightness": 0.301,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.744,
"id": "FORGE-105526",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:09:00Z",
"trace_id": "22b2c7be-f91c-48d8-9ec1-0b437a158e42"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.249,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.45,
"battery_mwh": 10.1,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-EEE0B2F384",
"grid_service_limit_mw": 14.47,
"gross_sqft": 506004,
"infill_site": false,
"lease_expiry_months": 63,
"occ... | {
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"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.793,
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"entitlement_friction": 0.403,
"nearby_nodes": 7,
"network_redundancy_score": 0.461,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0.619
} | {
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"lease_rate_change_pct": 3.3,
"occupancy_shift": 0.03,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.17
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.669,
"entitlement_friction": 0.403,
"labor_shortage": 0.545,
"portfolio_tightness": 0.472,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-105527",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:55:00Z",
"trace_id": "37ab4879-98a9-4df7-b096-4a1553d589ce"
} | {
"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": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.299,
"seasonality": 0.82,
"service_level_targ... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-BE17544480",
"grid_service_limit_mw": 15.08,
"gross_sqft": 467856,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.176,
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"entitlement_friction": 0.357,
"nearby_nodes": 3,
"network_redundancy_score": 0.863,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.73,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.235
} | {
"annualized_noi_impact_usd": -97924,
"annualized_revenue_impact_usd": -140018,
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"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": -0.8,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.7
},
{
"action": "deploy_peak_shaving",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.176,
"demand_pressure": 0.443,
"entitlement_friction": 0.357,
"labor_shortage": 0.718,
"portfolio_tightness": 0.658,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-105528",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:26:00Z",
"trace_id": "38d04569-41f2-4698-887c-0d9b94537994"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.171,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 12.18,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-1B03AB2A90",
"grid_service_limit_mw": 13.45,
"gross_sqft": 944175,
"infill_site": true,
"lease_expiry_months": 24,
"occu... | {
"capital_availability": 0.766,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.482,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.519,
"nearby_nodes": 4,
"network_redundancy_score": 0.85,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 28.9,
"dock_utilization_pct": 78.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.665,
"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": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.902,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 1.1,
"tenant_expansion_probability": 0.256
} | {
"annualized_noi_impact_usd": -90987,
"annualized_revenue_impact_usd": -128369,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.198,
"lease_rate_change_pct": -2.14,
"occupancy_shift": 0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.62
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 24.13
},
{
"action": "hol... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.766,
"demand_pressure": 0.294,
"entitlement_friction": 0.519,
"labor_shortage": 0.646,
"portfolio_tightness": 0.347,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-105529",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:58:00Z",
"trace_id": "c65c3c7b-f32b-4d1d-a92f-8cbb88e08df1"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.289,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.189,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.42,
"battery_mwh": 3.18,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-45922A17AF",
"grid_service_limit_mw": 14.59,
"gross_sqft": 1240667,
"infill_site": false,
"lease_expiry_months": 72,
"o... | {
"capital_availability": 0.115,
"cluster_utilization_pct": 0.924,
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"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.453,
"nearby_nodes": 7,
"network_redundancy_score": 0.48,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 91... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 1.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.37,
"rent_growth_90d_pct": 2.96,
"tenant_expansion_probability": 0.434
} | {
"annualized_noi_impact_usd": -17512,
"annualized_revenue_impact_usd": -27072,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 492620,
"expansion_capture_probability_post_event": 0.342,
"lease_rate_change_pct": 1.58,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.36
},
{
"action": "defer_noncri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.115,
"demand_pressure": 0.569,
"entitlement_friction": 0.453,
"labor_shortage": 0.538,
"portfolio_tightness": 0.4,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-105530",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:29:00Z",
"trace_id": "035c49bb-4deb-4e9f-b681-f16bb70383ed"
} | {
"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": [
{
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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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.261,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.071,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.41,
"battery_mwh": 10.14,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-4167EB904B",
"grid_service_limit_mw": 14.12,
"gross_sqft": 806422,
"infill_site": false,
"lease_expiry_months": 62,
"oc... | {
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"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.673,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.476,
"nearby_nodes": 5,
"network_redundancy_score": 0.64,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2179358... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"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": "moderate",
"forecas... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": 7669,
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"decision_horizon_days": 30,
"estimated_capex_usd": 559067,
"expansion_capture_probability_post_event": 0.358,
"lease_rate_change_pct": -0.36,
"occupancy_shift": 0.015,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.8
},
{
"action": "secure_pop_up_... | {
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"demand_pressure": 0.791,
"entitlement_friction": 0.476,
"labor_shortage": 0.681,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-105531",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:17:00Z",
"trace_id": "bb4c1d77-ca41-414a-abc0-7b7b4e65563c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.022,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.178,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 10.78,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-5A79CE345D",
"grid_service_limit_mw": 12.19,
"gross_sqft": 1081846,
"infill_site": false,
"lease_expiry_months": 26,
"o... | {
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"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.542,
"nearby_nodes": 7,
"network_redundancy_score": 0.857,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.1,
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"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probability": 0.236
} | {
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"annualized_revenue_impact_usd": -101806,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -1.23,
"occupancy_shift": 0.019,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.91
},
{
"action": "escalate_utility_intercon... | {
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"capital_availability": 0.498,
"demand_pressure": 0.529,
"entitlement_friction": 0.542,
"labor_shortage": 0.565,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-105532",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:51:00Z",
"trace_id": "d2768c29-7b77-4dee-aaef-5451d0181b68"
} | {
"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": "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"
}
} | {
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"growth_rate": 0.317,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.103,
"seasonality": 0.33,
"service_l... | {
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"battery_mwh": 6.35,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-5D00FE70D6",
"grid_service_limit_mw": 12.68,
"gross_sqft": 434135,
"infill_site": false,
"lease_expiry_months": 65,
"occ... | {
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"competitive_pressure_score": 0.423,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.672,
"nearby_nodes": 3,
"network_redundancy_score": 0.68,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 88.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"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": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.8,
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"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 4.78,
"tenant_expansion_probability": 0.494
} | {
"annualized_noi_impact_usd": 46242,
"annualized_revenue_impact_usd": 69466,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.377,
"lease_rate_change_pct": 2.42,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.17
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.95
},
{
"action": "secure_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.533,
"demand_pressure": 0.755,
"entitlement_friction": 0.672,
"labor_shortage": 0.725,
"portfolio_tightness": 0.645,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-105533",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:38:00Z",
"trace_id": "34ae4969-65cd-45ee-b2c1-72f0c3c372ae"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.104,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 0.07,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 100,
"facility_id": "FAC-F2A0D2EC6A",
"grid_service_limit_mw": 7.99,
"gross_sqft": 1006286,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.4,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.305,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.76,
"nearby_nodes": 8,
"network_redundancy_score": 0.685,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 68297... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.2,
"dock_utilization_pct": 83,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 91.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"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": 2.9,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
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"rent_growth_30d_pct": 4.11,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.557
} | {
"annualized_noi_impact_usd": 261409,
"annualized_revenue_impact_usd": 359268,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 617277,
"expansion_capture_probability_post_event": 0.468,
"lease_rate_change_pct": 0.27,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 54.61
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.63
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.258,
"capital_availability": 0.4,
"demand_pressure": 0.446,
"entitlement_friction": 0.76,
"labor_shortage": 0.763,
"portfolio_tightness": 0.707,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-105534",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:34:00Z",
"trace_id": "75631d14-b724-4662-b679-5565e9f6f2f3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.3,
"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": 0.252,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.24,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.74,
"battery_mwh": 11.57,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-1FD1CEBE92",
"grid_service_limit_mw": 17.08,
"gross_sqft": 501603,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.611,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.394,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.086,
"nearby_nodes": 6,
"network_redundancy_score": 0.78,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55.6,
"dock_utilization_pct": 88.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.861,
"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": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 3.38,
"rent_growth_90d_pct": 4.34,
"tenant_expansion_probability": 0.427
} | {
"annualized_noi_impact_usd": 9060,
"annualized_revenue_impact_usd": 13850,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 683846,
"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": 1.73,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.95
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.28
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.561,
"capital_availability": 0.611,
"demand_pressure": 0.802,
"entitlement_friction": 0.086,
"labor_shortage": 0.931,
"portfolio_tightness": 0.532,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-105535",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:31:00Z",
"trace_id": "accb3c0d-427f-4060-84f7-e2b5fb3dc569"
} | {
"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": 8.4,
"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": 0.128,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.152,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.64,
"battery_mwh": 2.01,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-9AF013753B",
"grid_service_limit_mw": 19.32,
"gross_sqft": 274477,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.177,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.568,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.303,
"nearby_nodes": 3,
"network_redundancy_score": 0.83,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 74.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.6,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability": 0.276
} | {
"annualized_noi_impact_usd": -34632,
"annualized_revenue_impact_usd": -45096,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 711264,
"expansion_capture_probability_post_event": 0.164,
"lease_rate_change_pct": -1.11,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.37
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.735,
"capital_availability": 0.177,
"demand_pressure": 0.356,
"entitlement_friction": 0.303,
"labor_shortage": 1,
"portfolio_tightness": 0.543,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-105536",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:17:00Z",
"trace_id": "3d0ec50d-0026-4e7f-a04e-ec3c50880aa4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"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": 0.323,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.378,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.78,
"battery_mwh": 12.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-2ABFD50CE2",
"grid_service_limit_mw": 17.36,
"gross_sqft": 1152280,
"infill_site": true,
"lease_expiry_months": 53,... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.466,
"nearby_nodes": 5,
"network_redundancy_score": 0.643,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 85.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.7,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 1.5,
"tenant_expansion_probability": 0.525
} | {
"annualized_noi_impact_usd": 8080,
"annualized_revenue_impact_usd": 10440,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 630305,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.001,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.24
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.714,
"capital_availability": 0.382,
"demand_pressure": 0.627,
"entitlement_friction": 0.466,
"labor_shortage": 0.814,
"portfolio_tightness": 0.549,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-105537",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:22:00Z",
"trace_id": "156ce367-26fe-45b9-9932-960d6218a3d1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"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": 0.306,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.461,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.31,
"battery_mwh": 3.81,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 35,
"facility_id": "FAC-D9176FFC65",
"grid_service_limit_mw": 21.68,
"gross_sqft": 354189,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.122,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.655,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.631,
"nearby_nodes": 3,
"network_redundancy_score": 0.503,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 85.5,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 2.28,
"tenant_expansion_probability": 0.467
} | {
"annualized_noi_impact_usd": -29151,
"annualized_revenue_impact_usd": -41394,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 656439,
"expansion_capture_probability_post_event": 0.352,
"lease_rate_change_pct": 0.45,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.94
},
{
"action": "secure_pop_up_capacity",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.857,
"capital_availability": 0.122,
"demand_pressure": 0.628,
"entitlement_friction": 0.631,
"labor_shortage": 0.82,
"portfolio_tightness": 0.507,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-105538",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:39:00Z",
"trace_id": "535070f1-073e-4067-bda3-3c611ab119fb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.011,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.302,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.28,
"battery_mwh": 0.89,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-ECB87D2F92",
"grid_service_limit_mw": 15.56,
"gross_sqft": 1174271,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.208,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.252,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.553,
"nearby_nodes": 8,
"network_redundancy_score": 0.661,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 80,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 0.1,
"rent_growth_90d_pct": -0.37,
"tenant_expansion_probability": 0.172
} | {
"annualized_noi_impact_usd": -254191,
"annualized_revenue_impact_usd": -394529,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 45,
"estimated_capex_usd": 507129,
"expansion_capture_probability_post_event": 0.08,
"lease_rate_change_pct": -3.28,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.76
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.4
},
{
"action": "secure_pop_up_capacity",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.767,
"capital_availability": 0.208,
"demand_pressure": 0.34,
"entitlement_friction": 0.553,
"labor_shortage": 0.767,
"portfolio_tightness": 0.518,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-105539",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:41:00Z",
"trace_id": "76442a58-9380-48ca-81ff-658515a9d205"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.072,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.389,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.22,
"battery_mwh": 8.45,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-EA6A0BD460",
"grid_service_limit_mw": 12.53,
"gross_sqft": 868749,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.465,
"nearby_nodes": 6,
"network_redundancy_score": 0.75,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21285,
... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.1,
"dock_utilization_pct": 79.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.4,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.6,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": -1.51,
"rent_growth_90d_pct": -0.73,
"tenant_expansion_probability": 0.168
} | {
"annualized_noi_impact_usd": -136841,
"annualized_revenue_impact_usd": -221982,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 60,
"estimated_capex_usd": 501239,
"expansion_capture_probability_post_event": 0.078,
"lease_rate_change_pct": -2.83,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.47
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.863,
"capital_availability": 0,
"demand_pressure": 0.353,
"entitlement_friction": 0.465,
"labor_shortage": 0.543,
"portfolio_tightness": 0.311,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-105540",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:31:00Z",
"trace_id": "1597d742-7a8e-4a1b-8ac5-3f280944e03b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.033,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.59,
"battery_mwh": 10.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-754B72F242",
"grid_service_limit_mw": 11.86,
"gross_sqft": 333172,
"infill_site": false,
"lease_expiry_months": 51,
"oc... | {
"capital_availability": 0.641,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.327,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.481,
"nearby_nodes": 4,
"network_redundancy_score": 0.487,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 89.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.853,
"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": 2.67,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.82,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability": 0.684
} | {
"annualized_noi_impact_usd": 99889,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.578,
"lease_rate_change_pct": 1.77,
"occupancy_shift": 0.029,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 60.99
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.38
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.85,
"entitlement_friction": 0.481,
"labor_shortage": 0.999,
"portfolio_tightness": 0.557,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-105541",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:42:00Z",
"trace_id": "697ce492-4490-4b73-af3f-c06c5fe0dab4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.333,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.82,
"battery_mwh": 9.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-98046ACA28",
"grid_service_limit_mw": 11.2,
"gross_sqft": 261159,
"infill_site": true,
"lease_expiry_months": 37,
"o... | {
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"entitlement_friction": 0.683,
"nearby_nodes": 5,
"network_redundancy_score": 0.88,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 214... | [
{
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"dock_utilization_pct": 92.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.77,
"rent_growth_90d_pct": 3.46,
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} | {
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"expansion_capture_probability_post_event": 0.41,
"lease_rate_change_pct": 1.49,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
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{
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"score": 45.26
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.8
},
{
"action": "se... | {
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"demand_pressure": 0.96,
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"labor_shortage": 0.746,
"portfolio_tightness": 0.574,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-105542",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:46:00Z",
"trace_id": "68d60fc1-ebf3-4e55-87bd-64b4e485c2f7"
} | {
"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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.144,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 10.28,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 140,
"facility_id": "FAC-AC14578B2F",
"grid_service_limit_mw": 19.25,
"gross_sqft": 1402918,
"infill_site": false,
"lease_expiry_months": 11,... | {
"capital_availability": 0.063,
"cluster_utilization_pct": 0.987,
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"nearby_nodes": 5,
"network_redundancy_score": 0.857,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 433934,... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 2.01,
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... | {
"annualized_noi_impact_usd": 101602,
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"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 1.67,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 36.62
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.11
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.575,
"portfolio_tightness": 0.5,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-105543",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:07:00Z",
"trace_id": "20da64d6-4451-41ff-b660-c462ed52e017"
} | {
"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": "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",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.409,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 0.51,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 65,
"facility_id": "FAC-54044180C0",
"grid_service_limit_mw": 25.93,
"gross_sqft": 651187,
"infill_site": true,
"lease_expiry_months": 21,
"occup... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.653,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.26,
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.897,
"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": 0.29,
"tenant_expansion_probability": 0... | {
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"expansion_capture_probability_post_event": 0.141,
"lease_rate_change_pct": -2.29,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.68
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.63
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.622,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-105544",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:14:00Z",
"trace_id": "a14a505b-f50a-4d21-8b58-14d0038f9bba"
} | {
"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": "Service_Window_Compression",
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"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,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.476,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.77,
"battery_mwh": 1.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-34400C8F23",
"grid_service_limit_mw": 20.47,
"gross_sqft": 875653,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.441,
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"nearby_nodes": 4,
"network_redundancy_score": 0.628,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 81.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.962,
"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 0,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -243700,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 612011,
"expansion_capture_probability_post_event": 0.08,
"lease_rate_change_pct": -3.2,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
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{
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"reason": "transport_flexibility",
"score": 35.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.85
},
{
"action": "defer_noncrit... | {
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"labor_shortage": 0.717,
"portfolio_tightness": 0.555,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-105545",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:43:00Z",
"trace_id": "42c535e8-5c46-4310-bbba-11703bdd96ab"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.313,
"seasonality": 0.82,
"service_level_tar... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 12.52,
"gross_sqft": 330815,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.25,
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"nearby_nodes": 3,
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_r... | {
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"confidence_band": "moderate",
"for... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.45,
"rent_growth_90d_pct": 3.49,
"tenant_expansion_probability... | {
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"service_penalty_risk_us... | {
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"score": 39.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.21
},
{
"action": "activate_temp_la... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105546",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T06:00:00Z",
"trace_id": "963b33c7-d9f6-4442-82a3-f601e3535996"
} | {
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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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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
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"service_... | {
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"gross_sqft": 672262,
"infill_site": false,
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 50.9,
"reefer_temp_delta_c": 0.15,
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"confidence_band": "high",
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"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 1.28,
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} | {
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{
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"score": 38.18
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.97
},
{
"action": "secur... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-105547",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:47:00Z",
"trace_id": "3fad004c-5230-4201-95ec-a5019d09bfbe"
} | {
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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",
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},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.22,
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"service_level_... | {
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"grid_service_limit_mw": 11.8,
"gross_sqft": 1106385,
"infill_site": true,
"lease_expiry_months": 50,
... | {
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"nearby_nodes": 3,
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"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 5... | [
{
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"dock_utilization_pct": 85.7,
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"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
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"shift_fill... | {
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"confidence_band": "high",
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} | {
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{
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},
{
"action": "rebalance_carrier_mix",
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"score": 34.22
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T05:25:00Z",
"trace_id": "0112b862-67f4-4b5f-a87f-5ccbc764bb4b"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.28,
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"risk_of_churn": 0.28,
"seasonality": 0.61,
"service_level_target": ... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 9.03,
"gross_sqft": 891966,
"infill_site": true,
"lease_expiry_months": 55,
"o... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"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": "very_high",
"fo... | {
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} | {
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{
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},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.57
},
{
"action": "rebalance_carrier_mix",
"reason"... | {
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"labor_shortage": 0.753,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-105549",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:48:00Z",
"trace_id": "55d51336-a53d-44f7-9e11-0dd6be73f573"
} | {
"airport_proximity_km": 35,
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"highway_access_score": 0.88,
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.205,
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"se... | {
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"building_class": "class_a",
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"facility_id": "FAC-8280BADBE0",
"grid_service_limit_mw": 11.15,
"gross_sqft": 707288,
"infill_site": true,
"lease_expiry_months": 16,
"occ... | {
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"network_redundancy_score": 0.31,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 122... | [
{
"appointment_fill_pct": 83.4,
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"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 80.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.1,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": -0.51,
"rent_growth_90d_pct": 1.97,
"tenant_expansion_probability": 0.289
} | {
"annualized_noi_impact_usd": -80806,
"annualized_revenue_impact_usd": -111774,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 680586,
"expansion_capture_probability_post_event": 0.174,
"lease_rate_change_pct": -0.98,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.14
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.13
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.782,
"capital_availability": 0.521,
"demand_pressure": 0.391,
"entitlement_friction": 0.52,
"labor_shortage": 0.938,
"portfolio_tightness": 0.407,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-105550",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:37:00Z",
"trace_id": "ed47046a-d45f-4aa6-99b6-bb248e399a75"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"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": 0.237,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.423,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.19,
"battery_mwh": 12.18,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-5AF4D85006",
"grid_service_limit_mw": 23.63,
"gross_sqft": 929197,
"infill_site": false,
"lease_expiry_months": 59,
"oc... | {
"capital_availability": 0.312,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.74,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.306,
"nearby_nodes": 4,
"network_redundancy_score": 0.828,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1934370... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55.4,
"dock_utilization_pct": 89.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.455... | {
"annualized_noi_impact_usd": 21194,
"annualized_revenue_impact_usd": 35402,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 458281,
"expansion_capture_probability_post_event": 0.382,
"lease_rate_change_pct": 0.04,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.99
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.82
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.312,
"demand_pressure": 0.861,
"entitlement_friction": 0.306,
"labor_shortage": 0.865,
"portfolio_tightness": 0.378,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-105551",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:33:00Z",
"trace_id": "d706760a-9157-46bc-a940-a9840b60c697"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.444,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.295,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.39,
"battery_mwh": 1.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-F3E47168E4",
"grid_service_limit_mw": 13.69,
"gross_sqft": 1322648,
"infill_site": false,
"lease_expiry_months": 51,... | {
"capital_availability": 0.67,
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"competitive_pressure_score": 0.255,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.619,
"nearby_nodes": 3,
"network_redundancy_score": 0.61,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 94.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 88.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"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": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
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"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 2.1,
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} | {
"annualized_noi_impact_usd": 178018,
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"estimated_capex_usd": 363387,
"expansion_capture_probability_post_event": 0.604,
"lease_rate_change_pct": 2.17,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.33
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.67,
"demand_pressure": 0.814,
"entitlement_friction": 0.619,
"labor_shortage": 0.683,
"portfolio_tightness": 0.491,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-105552",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:07:00Z",
"trace_id": "9d7da179-8de8-4034-b0d8-2aa61b58335b"
} | {
"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,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.421,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 10.31,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-75D01F9182",
"grid_service_limit_mw": 7.14,
"gross_sqft": 892090,
"infill_site": true,
"lease_expiry_months": 61,
... | {
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"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.289,
"nearby_nodes": 3,
"network_redundancy_score": 0.363,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 76.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 29.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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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"demand_shift_vector": "none_material",
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"market_entry_score": 76.4,
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"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0.185
} | {
"annualized_noi_impact_usd": -493678,
"annualized_revenue_impact_usd": -664183,
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"expansion_capture_probability_post_event": 0.088,
"lease_rate_change_pct": 0.22,
"occupancy_shift": -0.015,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.97
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.11
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.43,
"capital_availability": 0.227,
"demand_pressure": 0.367,
"entitlement_friction": 0.289,
"labor_shortage": 0.722,
"portfolio_tightness": 0.649,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-105553",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:20:00Z",
"trace_id": "ceb50256-0271-4161-ab14-bd3273df6ab0"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
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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": 0.182,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 3.24,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-7210398D38",
"grid_service_limit_mw": 17.91,
"gross_sqft": 1129818,
"infill_site": false,
"lease_expiry_months": 20,
"o... | {
"capital_availability": 0.57,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.123,
"nearby_nodes": 2,
"network_redundancy_score": 0.624,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 72.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 78.9,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.702,
"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": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 91.1,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -80512,
"annualized_revenue_impact_usd": -121474,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.152,
"lease_rate_change_pct": -0.45,
"occupancy_shift": 0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.7
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.78
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.704,
"capital_availability": 0.57,
"demand_pressure": 0.304,
"entitlement_friction": 0.123,
"labor_shortage": 0.775,
"portfolio_tightness": 0.422,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-105554",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:41:00Z",
"trace_id": "95491bd1-9d8d-4460-8473-d9a930c484e8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"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": 0.339,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.157,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.54,
"battery_mwh": 5.98,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-0DDD26A6BE",
"grid_service_limit_mw": 22.07,
"gross_sqft": 349059,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.475,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.407,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.275,
"nearby_nodes": 2,
"network_redundancy_score": 0.462,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 93.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 88.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.8,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 4.29,
"tenant_expansion_probability": 0.53
} | {
"annualized_noi_impact_usd": 22916,
"annualized_revenue_impact_usd": 31652,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 619757,
"expansion_capture_probability_post_event": 0.441,
"lease_rate_change_pct": 2.8,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.96
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.711,
"capital_availability": 0.475,
"demand_pressure": 0.784,
"entitlement_friction": 0.275,
"labor_shortage": 0.766,
"portfolio_tightness": 0.486,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-105555",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:01:00Z",
"trace_id": "419f67f3-4ddf-4eef-a78b-c3ee5d44f83d"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.008,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.136,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.35,
"battery_mwh": 2.49,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 84,
"facility_id": "FAC-EBDC00F6D1",
"grid_service_limit_mw": 18.47,
"gross_sqft": 847017,
"infill_site": false,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.703,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.729,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.642,
"nearby_nodes": 3,
"network_redundancy_score": 0.655,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 133375... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 79.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.9,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": -0.41,
"rent_growth_90d_pct": -0.38,
"tenant_expansion_probability": 0.1... | {
"annualized_noi_impact_usd": -167215,
"annualized_revenue_impact_usd": -231155,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 718225,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.98,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.87
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.294,
"capital_availability": 0.703,
"demand_pressure": 0.33,
"entitlement_friction": 0.642,
"labor_shortage": 0.807,
"portfolio_tightness": 0.389,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-105556",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:18:00Z",
"trace_id": "dd404c96-e4ce-400b-954b-0fdae60fc64e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.081,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.416,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.49,
"battery_mwh": 3.49,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-43ECE94757",
"grid_service_limit_mw": 24.42,
"gross_sqft": 352104,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.549,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.33,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.704,
"nearby_nodes": 6,
"network_redundancy_score": 0.768,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 82.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": 1.13,
"tenant_expansion_probability": 0.255
} | {
"annualized_noi_impact_usd": -84923,
"annualized_revenue_impact_usd": -125542,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 638821,
"expansion_capture_probability_post_event": 0.152,
"lease_rate_change_pct": -1.8,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.78
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.296,
"capital_availability": 0.549,
"demand_pressure": 0.468,
"entitlement_friction": 0.704,
"labor_shortage": 0.672,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-105557",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:06:00Z",
"trace_id": "ceab1fe2-03d3-437b-a158-1723f4d627c7"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.116,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.116,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.46,
"battery_mwh": 3.83,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-AB0ABB2730",
"grid_service_limit_mw": 15.18,
"gross_sqft": 496305,
"infill_site": true,
"lease_expiry_months": 72,
"occu... | {
"capital_availability": 0.425,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.343,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.5,
"nearby_nodes": 6,
"network_redundancy_score": 0.349,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 83.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.4,
"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": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.17,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 0.23,
"tenant_expansion_probability": 0.3
} | {
"annualized_noi_impact_usd": -59383,
"annualized_revenue_impact_usd": -93576,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 526925,
"expansion_capture_probability_post_event": 0.206,
"lease_rate_change_pct": -2.08,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.53
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.432,
"capital_availability": 0.425,
"demand_pressure": 0.534,
"entitlement_friction": 0.5,
"labor_shortage": 0.759,
"portfolio_tightness": 0.469,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-105558",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:40:00Z",
"trace_id": "b02a89c2-f995-4573-b802-7e6b1d5d6354"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"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": 0.263,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.35,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.21,
"battery_mwh": 7.14,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-6300CC230C",
"grid_service_limit_mw": 22.82,
"gross_sqft": 562476,
"infill_site": true,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.455,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.472,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.464,
"nearby_nodes": 6,
"network_redundancy_score": 0.569,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 205000... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 86.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 1.93,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.3,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.47,
"rent_growth_90d_pct": 0.58,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 7983,
"annualized_revenue_impact_usd": 10805,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 417524,
"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": -0.33,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.85
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.411,
"capital_availability": 0.455,
"demand_pressure": 0.699,
"entitlement_friction": 0.464,
"labor_shortage": 0.739,
"portfolio_tightness": 0.388,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-105559",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:30:00Z",
"trace_id": "0d6e92c9-5cb8-4168-ba45-422eca18d631"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.191,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.125,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.53,
"battery_mwh": 5.01,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-0EE61CF39F",
"grid_service_limit_mw": 13.74,
"gross_sqft": 467502,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.41,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.691,
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"entitlement_friction": 0.2,
"nearby_nodes": 8,
"network_redundancy_score": 0.403,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1407111,
... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.2,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.65,
"rent_growth_90d_pct": 3.77,
"tenant_expansion_probability": 0.462
} | {
"annualized_noi_impact_usd": 37798,
"annualized_revenue_impact_usd": 56885,
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"estimated_capex_usd": 464458,
"expansion_capture_probability_post_event": 0.427,
"lease_rate_change_pct": 1.66,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
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{
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"score": 34.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.22
},
{
"action": "hold_... | {
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"demand_pressure": 0.63,
"entitlement_friction": 0.2,
"labor_shortage": 0.521,
"portfolio_tightness": 0.474,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-105560",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:36:00Z",
"trace_id": "2138c3f6-90b2-4048-a4c7-c50dfd3053ee"
} | {
"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": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.377,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 10.75,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-2DA65C6F45",
"grid_service_limit_mw": 8.46,
"gross_sqft": 448088,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.356,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.794,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.476,
"nearby_nodes": 5,
"network_redundancy_score": 0.787,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 83.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 61.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.904,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -110423,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 584583,
"expansion_capture_probability_post_event": 0.144,
"lease_rate_change_pct": -1.53,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
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{
"action": "lock_power_capacity_reservation",
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"score": 33.08
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.55
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.498,
"entitlement_friction": 0.476,
"labor_shortage": 0.88,
"portfolio_tightness": 0.655,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-105561",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:03:00Z",
"trace_id": "1ed4b3f3-06fd-4911-b55b-33cd89f6b3e7"
} | {
"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",
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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"
},
{
... | {
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"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": 0.21,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.38,
"battery_mwh": 6.2,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-5D1E2562DE",
"grid_service_limit_mw": 8.75,
"gross_sqft": 1117174,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.737,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.593,
"nearby_nodes": 3,
"network_redundancy_score": 0.633,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 99... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 87.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"demand_shift_vector": "none_material",
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"rent_growth_30d_pct": 3,
"rent_growth_90d_pct": 3.61,
"tenant_expansion_probability": 0.511
} | {
"annualized_noi_impact_usd": 205293,
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"expansion_capture_probability_post_event": 0.416,
"lease_rate_change_pct": 1.71,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.3
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
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"capital_availability": 0.737,
"demand_pressure": 0.693,
"entitlement_friction": 0.593,
"labor_shortage": 0.711,
"portfolio_tightness": 0.613,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-105562",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:03:00Z",
"trace_id": "296bdf27-2c61-4b13-87c5-7a758f6b66dd"
} | {
"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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.38,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.21,
"battery_mwh": 9.04,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-E91EE444DB",
"grid_service_limit_mw": 24.44,
"gross_sqft": 514614,
"infill_site": false,
"lease_expiry_months": 59,
"occu... | {
"capital_availability": 0.348,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.25,
"nearby_nodes": 2,
"network_redundancy_score": 0.534,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 95426,
... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 81.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 0.2,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -135973,
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"estimated_capex_usd": 621052,
"expansion_capture_probability_post_event": 0.218,
"lease_rate_change_pct": -1.64,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.57
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.431,
"entitlement_friction": 0.25,
"labor_shortage": 0.586,
"portfolio_tightness": 0.508,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-105563",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:59:00Z",
"trace_id": "ba80984f-cc25-4feb-99d6-4e92f8ba1c98"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.404,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 4.15,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 117,
"facility_id": "FAC-A5F11A0A36",
"grid_service_limit_mw": 13.78,
"gross_sqft": 1170808,
"infill_site": false,
"lease_expiry_months": 71,
"oc... | {
"capital_availability": 0.73,
"cluster_utilization_pct": 0.927,
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"cross_node_rebalancing_capacity_pct": 0.102,
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"nearby_nodes": 4,
"network_redundancy_score": 0.522,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.6,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 80.5,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 18.7,
"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... | {
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"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 3.48,
"tenant_expansion_probability": 0.248
} | {
"annualized_noi_impact_usd": -94917,
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"expansion_capture_probability_post_event": 0.194,
"lease_rate_change_pct": -0.33,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.39
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.28
},
{
"action": "hold_service_levels... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.73,
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"entitlement_friction": 0.131,
"labor_shortage": 0.694,
"portfolio_tightness": 0.43,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-105564",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:20:00Z",
"trace_id": "49aa19b1-ca63-437b-96e9-29976b4f8721"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"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": 8.7,
"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": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.351,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.28,
"battery_mwh": 10.44,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 78,
"facility_id": "FAC-947F8CA4CE",
"grid_service_limit_mw": 16.74,
"gross_sqft": 782925,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.606,
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"competitive_pressure_score": 0.335,
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"nearby_nodes": 2,
"network_redundancy_score": 0.88,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
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"dock_utilization_pct": 81.9,
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"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
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"rent_growth_30d_pct": -0.44,
"rent_growth_90d_pct": -0.24,
"tenant_expansion_probability": 0.206... | {
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{
"action": "secure_pop_up_capacity",
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"score": 34.07
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{
"action": "shift_overflow_to_satellite",
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"labor_shortage": 0.753,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-105565",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:25:00Z",
"trace_id": "002bceb0-fb2c-4622-b08b-937814430fa0"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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},
{
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
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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": 0.123,
"seasonality": 0.82,
"service_level_target": 0... | {
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"facility_id": "FAC-5D31628CE2",
"grid_service_limit_mw": 10.09,
"gross_sqft": 333532,
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"lease_expiry_months": 68,
... | {
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"network_redundancy_score": 0.696,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 413... | [
{
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"power_load_pct_of_service_limit": 55.7,
"reefer_temp_delta_c": 0.15,
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"shift_... | {
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"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 3.18,
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} | {
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"service_penalty_risk_usd... | {
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},
{
"action": "secure_pop_up_capacity",
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"score": 30.89
},
{
"action": "rebalance_carr... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
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"timestamp": "2026-01-02T02:12:00Z",
"trace_id": "d39b1b23-2228-493f-b226-1047fc505295"
} | {
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"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",
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},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.228,
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"service... | {
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"gross_sqft": 442916,
"infill_site": false,
"lease_expiry_months": 30,
"occu... | {
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"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"reefer_temp_delta_c": 0.15,
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},
{
"action": "offer_preemptive_expansion_term_sheet",
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{
"action": "e... | {
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"labor_shortage": 0.755,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-105567",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:02:00Z",
"trace_id": "37e8c18b-b937-41f0-8618-9ca55ada5202"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
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{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"facility_id": "FAC-97A2D14924",
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"... | {
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"portfolio_cluster": "chicago_joliet",
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{
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"reefer_temp_delta_c": 0.9,
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"shift_fill... | {
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"confidence_band": "high",
"forecast_pre... | {
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} | {
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{
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},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 57.4
},
{
"action": "escalate_utility_i... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-105568",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:25:00Z",
"trace_id": "7cc87ab4-b17b-446b-b3ba-df6494081afd"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"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,
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"risk_of_churn": 0.4,
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"grid_service_limit_mw": 23.06,
"gross_sqft": 435076,
"infill_site": false,
"lease_expiry_months": 47,
"oc... | {
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"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 58.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.9,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability": 0... | {
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"service_penalty_risk_usd... | {
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{
"action": "lock_power_capacity_reservation",
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"score": 33.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.79
},
{
"action": "raise_priority_pricing",
... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-105569",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:09:00Z",
"trace_id": "cccf432b-52e3-4223-96ff-bf6ec6926e4e"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"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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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.462,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.23,
"battery_mwh": 7.46,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-D76AF8E932",
"grid_service_limit_mw": 16.2,
"gross_sqft": 778506,
"infill_site": true,
"lease_expiry_months": 59,
"o... | {
"capital_availability": 0.717,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.599,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.267,
"nearby_nodes": 3,
"network_redundancy_score": 0.767,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 157424... | [
{
"appointment_fill_pct": 75.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 79.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_rate... | {
"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,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 0.04,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.227
} | {
"annualized_noi_impact_usd": -183425,
"annualized_revenue_impact_usd": -275381,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 617816,
"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -0.95,
"occupancy_shift": -0.021,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28
},
{
"action": "lock_power_capacity_reservatio... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.471,
"capital_availability": 0.717,
"demand_pressure": 0.31,
"entitlement_friction": 0.267,
"labor_shortage": 0.752,
"portfolio_tightness": 0.433,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-105570",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:27:00Z",
"trace_id": "434ff347-ee62-48ba-be80-b6a50146f5cd"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.381,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.194,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.23,
"battery_mwh": 11.33,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-D1E5DAD11B",
"grid_service_limit_mw": 15.31,
"gross_sqft": 467457,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.043,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.519,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.547,
"nearby_nodes": 4,
"network_redundancy_score": 0.483,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 87.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability": 0.571
} | {
"annualized_noi_impact_usd": 44896,
"annualized_revenue_impact_usd": 63905,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 539417,
"expansion_capture_probability_post_event": 0.469,
"lease_rate_change_pct": 1.64,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.92
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.043,
"demand_pressure": 0.752,
"entitlement_friction": 0.547,
"labor_shortage": 0.609,
"portfolio_tightness": 0.421,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-105571",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:40:00Z",
"trace_id": "24906c3b-8386-42fc-a4bb-eb620f894823"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.169,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.249,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.2,
"battery_mwh": 2.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-0F15383326",
"grid_service_limit_mw": 14.43,
"gross_sqft": 1137030,
"infill_site": true,
"lease_expiry_months": 17,
"occ... | {
"capital_availability": 0.386,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.712,
"nearby_nodes": 8,
"network_redundancy_score": 0.483,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 82724,... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.21,
"rent_growth_90d_pct": 0.29,
"tenant_expansion_probability": 0.343
} | {
"annualized_noi_impact_usd": -82964,
"annualized_revenue_impact_usd": -113145,
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"decision_horizon_days": 90,
"estimated_capex_usd": 442906,
"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": -1.47,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.85
},
{
"action": "secure_pop_up_capacity",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.386,
"demand_pressure": 0.397,
"entitlement_friction": 0.712,
"labor_shortage": 0.613,
"portfolio_tightness": 0.437,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-105572",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:19:00Z",
"trace_id": "571fe927-a879-47ae-a169-d56fa767ee8e"
} | {
"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",
"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": 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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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.088,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.22,
"battery_mwh": 5.74,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-C2D109BCA1",
"grid_service_limit_mw": 18.65,
"gross_sqft": 956411,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.741,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.79,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.234,
"nearby_nodes": 2,
"network_redundancy_score": 0.535,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 63... | [
{
"appointment_fill_pct": 94.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 91.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"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": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.6,
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"rent_growth_30d_pct": 5.5,
"rent_growth_90d_pct": 7.38,
"tenant_expansion_probability": 0.783
} | {
"annualized_noi_impact_usd": 203316,
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"expansion_capture_probability_post_event": 0.76,
"lease_rate_change_pct": 6.27,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.73
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.6
},
{
"action": "secure... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.964,
"entitlement_friction": 0.234,
"labor_shortage": 0.654,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-105573",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:14:00Z",
"trace_id": "e4e3c3fa-9d2c-45f1-85ef-13c01298e285"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "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"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.449,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 6.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-E283A3D57A",
"grid_service_limit_mw": 13.85,
"gross_sqft": 1024379,
"infill_site": true,
"lease_expiry_months": 71,
"oc... | {
"capital_availability": 0.518,
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"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.629,
"nearby_nodes": 3,
"network_redundancy_score": 0.691,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 99.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 92.7,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 1.92,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": 4.23,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.583
} | {
"annualized_noi_impact_usd": 89381,
"annualized_revenue_impact_usd": 126144,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.504,
"lease_rate_change_pct": 2.43,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.64
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.237,
"capital_availability": 0.518,
"demand_pressure": 1,
"entitlement_friction": 0.629,
"labor_shortage": 0.599,
"portfolio_tightness": 0.54,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-105574",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:16:00Z",
"trace_id": "c9d568e2-6550-4810-9378-ba8d794825b5"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
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"risk_of_churn": 0.192,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.36,
"battery_mwh": 4.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-DFBE7E734C",
"grid_service_limit_mw": 13.5,
"gross_sqft": 1422032,
"infill_site": true,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.572,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.722,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.362,
"nearby_nodes": 4,
"network_redundancy_score": 0.58,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 82.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 1.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.4,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 0.32,
"rent_growth_90d_pct": 2.56,
"tenant_expansion_probability": 0.4
} | {
"annualized_noi_impact_usd": 5741,
"annualized_revenue_impact_usd": 8209,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 562873,
"expansion_capture_probability_post_event": 0.309,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.004,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.61
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.13
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.557,
"capital_availability": 0.572,
"demand_pressure": 0.526,
"entitlement_friction": 0.362,
"labor_shortage": 0.608,
"portfolio_tightness": 0.362,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.733,
"id": "FORGE-105575",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T06:06:00Z",
"trace_id": "951f3df0-8b38-4a02-8758-4ca0b726a15f"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.03,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.407,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.68,
"battery_mwh": 10.41,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-8446B9ACBF",
"grid_service_limit_mw": 10.03,
"gross_sqft": 1193312,
"infill_site": false,
"lease_expiry_months": 18... | {
"capital_availability": 0.24,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.343,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.452,
"nearby_nodes": 2,
"network_redundancy_score": 0.329,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 39... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 80.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
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"rent_growth_30d_pct": -0.24,
"rent_growth_90d_pct": 0.48,
"tenant_expansion_probability": 0.175
} | {
"annualized_noi_impact_usd": -244164,
"annualized_revenue_impact_usd": -381714,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 508185,
"expansion_capture_probability_post_event": 0.097,
"lease_rate_change_pct": -2.02,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.61
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 24.44
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.24,
"demand_pressure": 0.377,
"entitlement_friction": 0.452,
"labor_shortage": 0.541,
"portfolio_tightness": 0.434,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-105576",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:26:00Z",
"trace_id": "61a73d81-93e4-4d3a-9afb-462b75d9f11a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.083,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.378,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.81,
"battery_mwh": 12.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-ECA812FBF6",
"grid_service_limit_mw": 14.54,
"gross_sqft": 215834,
"infill_site": true,
"lease_expiry_months": 26,
"occ... | {
"capital_availability": 0.542,
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"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.086,
"nearby_nodes": 4,
"network_redundancy_score": 0.652,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.73,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability": 0.287
} | {
"annualized_noi_impact_usd": -22425,
"annualized_revenue_impact_usd": -32643,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 451551,
"expansion_capture_probability_post_event": 0.232,
"lease_rate_change_pct": 0.62,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.37
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.222,
"capital_availability": 0.542,
"demand_pressure": 0.498,
"entitlement_friction": 0.086,
"labor_shortage": 0.601,
"portfolio_tightness": 0.359,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-105577",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:49:00Z",
"trace_id": "40554d71-1ca7-419b-8d38-1dc260a52d65"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"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": 0.276,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.267,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.64,
"battery_mwh": 11.8,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-41B8F9609C",
"grid_service_limit_mw": 24.23,
"gross_sqft": 1192321,
"infill_site": false,
"lease_expiry_months": 25,... | {
"capital_availability": 0.621,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.174,
"nearby_nodes": 6,
"network_redundancy_score": 0.753,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 245126... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 83.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.7,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0.453
} | {
"annualized_noi_impact_usd": 9559,
"annualized_revenue_impact_usd": 16366,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 565263,
"expansion_capture_probability_post_event": 0.346,
"lease_rate_change_pct": 1.41,
"occupancy_shift": -0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.57
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.58
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.31,
"capital_availability": 0.621,
"demand_pressure": 0.514,
"entitlement_friction": 0.174,
"labor_shortage": 0.814,
"portfolio_tightness": 0.496,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-105578",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:49:00Z",
"trace_id": "c45c55e4-d9fc-4e68-8854-31143a6375e7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.395,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.45,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.21,
"battery_mwh": 6.59,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-CB8137A22A",
"grid_service_limit_mw": 13.57,
"gross_sqft": 910351,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.772,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.847,
"nearby_nodes": 6,
"network_redundancy_score": 0.635,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 58.3,
"dock_utilization_pct": 89.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.855,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.4,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 2.74,
"tenant_expansion_probability": 0.637
} | {
"annualized_noi_impact_usd": 135869,
"annualized_revenue_impact_usd": 228541,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 708242,
"expansion_capture_probability_post_event": 0.516,
"lease_rate_change_pct": 1.17,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.02
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.93
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.412,
"capital_availability": 0.772,
"demand_pressure": 0.825,
"entitlement_friction": 0.847,
"labor_shortage": 0.996,
"portfolio_tightness": 0.553,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-105579",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:11:00Z",
"trace_id": "a4033ee6-37e3-4639-8b64-bafe0b117547"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.123,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.309,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 3.23,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 80,
"facility_id": "FAC-22676D54CD",
"grid_service_limit_mw": 19.34,
"gross_sqft": 801592,
"infill_site": false,
"lease_expiry_months": 24,
"occu... | {
"capital_availability": 0.13,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.465,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.162,
"nearby_nodes": 7,
"network_redundancy_score": 0.863,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 85.3,
"event_name": "TRAILER_DWELL_UPSHIFT",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"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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"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 0.92,
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} | {
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"estimated_capex_usd": 570201,
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"lease_rate_change_pct": -1.74,
"occupancy_shift": -0.002,
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.88
},
{
"action": "lock_power_capa... | {
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"demand_pressure": 0.615,
"entitlement_friction": 0.162,
"labor_shortage": 0.7,
"portfolio_tightness": 0.519,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-105580",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:06:00Z",
"trace_id": "96ae9d30-e3b1-448f-9f4f-f47a6a5eaf9a"
} | {
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"environment": "production_portfolio",
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"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.117,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 11.51,
"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-96D4E96015",
"grid_service_limit_mw": 8.96,
"gross_sqft": 1022445,
"infill_site": false,
"lease_expiry_months": 44,
"o... | {
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"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.719,
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"entitlement_friction": 0.624,
"nearby_nodes": 4,
"network_redundancy_score": 0.556,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 877... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 3.15,
"rent_growth_90d_pct": 5.65,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": 2.85,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
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{
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"score": 40.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.13
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.61,
"entitlement_friction": 0.624,
"labor_shortage": 1,
"portfolio_tightness": 0.667,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-105581",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:37:00Z",
"trace_id": "0f8480ed-7a2c-4299-9dc6-f16af90094cd"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.396,
"seasonality": 0.49,
"service_level_targ... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
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"facility_id": "FAC-D0CAC06F7D",
"grid_service_limit_mw": 9.54,
"gross_sqft": 536857,
"infill_site": false,
"lease_expiry_months": 23,
"occup... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.381,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
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"power_load_pct_of_service_limit": 92.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.2,
"shift_fill... | {
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"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 5.18,
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} | {
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"lease_rate_change_pct": 1.28,
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"service_penalty_risk... | {
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{
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"reason": "reserve_growth_path",
"score": 58.34
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.11
},
{
"action": "shift_overflow_to_s... | {
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"labor_shortage": 0.609,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-105582",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:30:00Z",
"trace_id": "5e2f771e-d502-4090-b0aa-ecbec5e1b533"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.296,
"seasonality": 0.82,
"service_level_tar... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-9A208C24BD",
"grid_service_limit_mw": 9.13,
"gross_sqft": 278162,
"infill_site": true,
"lease_expiry_months": 9,
"occupan... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.582,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 80.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.3,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 2.06,
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} | {
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"lease_rate_change_pct": -1.46,
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"service_penalty_ri... | {
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{
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"score": 27.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.36
},
{
"action": "defer_noncrit... | {
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"labor_shortage": 0.725,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-105583",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:05:00Z",
"trace_id": "23b10843-2dbc-4e28-9e5a-0cc8c4ea1f62"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.371,
"seasonality": 0.61,
"service_level_target": 0... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-BAE62BD602",
"grid_service_limit_mw": 12.21,
"gross_sqft": 899304,
"infill_site": true,
"lease_expiry_months": 14,
"occ... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.535,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 87,
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"power_load_pct_of_service_limit": 56.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "high",
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"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 3.39,
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} | {
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"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 1.85,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.86
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.341,
"labor_shortage": 0.829,
"portfolio_tightness": 0.567,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-105584",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:24:00Z",
"trace_id": "b67296b6-6c7c-4e6d-adcd-28e2a257f7b9"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.23,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.487,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.82,
"battery_mwh": 0.4,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-624DD9B5CA",
"grid_service_limit_mw": 12.17,
"gross_sqft": 1111143,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.168,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.723,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.594,
"nearby_nodes": 3,
"network_redundancy_score": 0.671,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"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": 1.7,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.5,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.4... | {
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"annualized_revenue_impact_usd": -9886,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 352565,
"expansion_capture_probability_post_event": 0.377,
"lease_rate_change_pct": 0.18,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.76
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.81
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.257,
"capital_availability": 0.168,
"demand_pressure": 0.724,
"entitlement_friction": 0.594,
"labor_shortage": 0.574,
"portfolio_tightness": 0.332,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-105585",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:56:00Z",
"trace_id": "bee1e0e8-fb90-4507-950f-84b89a68a9d0"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.4,
"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": 0.312,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.137,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.52,
"battery_mwh": 8.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-17DDB09D7E",
"grid_service_limit_mw": 22.25,
"gross_sqft": 307899,
"infill_site": true,
"lease_expiry_months": 39,
"occu... | {
"capital_availability": 0.773,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.544,
"nearby_nodes": 5,
"network_redundancy_score": 0.418,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 397532... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 84.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"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": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.7,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 4.74,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": 96655,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 581381,
"expansion_capture_probability_post_event": 0.599,
"lease_rate_change_pct": 2.92,
"occupancy_shift": 0.032,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 47.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.52
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.543,
"capital_availability": 0.773,
"demand_pressure": 0.593,
"entitlement_friction": 0.544,
"labor_shortage": 0.862,
"portfolio_tightness": 0.485,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-105586",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:44:00Z",
"trace_id": "28dc7462-7f91-4c8f-b1e8-79c413af3278"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.293,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.316,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.29,
"battery_mwh": 3.4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-CE0C8DEBD2",
"grid_service_limit_mw": 17.18,
"gross_sqft": 836244,
"infill_site": false,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.485,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.472,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.369,
"nearby_nodes": 8,
"network_redundancy_score": 0.759,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 670643... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 85.8,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 0.22,
"tenant_expansion_probability": 0.47
} | {
"annualized_noi_impact_usd": 2478,
"annualized_revenue_impact_usd": 3390,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 494377,
"expansion_capture_probability_post_event": 0.374,
"lease_rate_change_pct": -0.84,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.89
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.598,
"capital_availability": 0.485,
"demand_pressure": 0.678,
"entitlement_friction": 0.369,
"labor_shortage": 0.868,
"portfolio_tightness": 0.387,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-105587",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:00:00Z",
"trace_id": "249bbc63-a132-43ee-9f8c-ec0ce39feebd"
} | {
"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": 8.6,
"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": 0.228,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.08,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.55,
"battery_mwh": 6.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 25,
"facility_id": "FAC-0E9EB561FA",
"grid_service_limit_mw": 9.18,
"gross_sqft": 259190,
"infill_site": false,
"lease_expiry_months": 15,
"occupa... | {
"capital_availability": 0.386,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.632,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.235,
"nearby_nodes": 8,
"network_redundancy_score": 0.779,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 83.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 2.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -28615,
"annualized_revenue_impact_usd": -48013,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 584435,
"expansion_capture_probability_post_event": 0.306,
"lease_rate_change_pct": 0.8,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.45
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.23
},
{
"action": "deploy_peak_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.405,
"capital_availability": 0.386,
"demand_pressure": 0.476,
"entitlement_friction": 0.235,
"labor_shortage": 0.851,
"portfolio_tightness": 0.611,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-105588",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:00:00Z",
"trace_id": "d454c637-6409-424a-a832-5b007a710720"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"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": 0.072,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.32,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.67,
"battery_mwh": 4.5,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-70FD3D5D46",
"grid_service_limit_mw": 16.75,
"gross_sqft": 885453,
"infill_site": true,
"lease_expiry_months": 55,
"... | {
"capital_availability": 0.45,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.609,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.605,
"nearby_nodes": 6,
"network_redundancy_score": 0.362,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6245... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.262... | {
"annualized_noi_impact_usd": -46504,
"annualized_revenue_impact_usd": -59776,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 564768,
"expansion_capture_probability_post_event": 0.175,
"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.69
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.41
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.246,
"capital_availability": 0.45,
"demand_pressure": 0.651,
"entitlement_friction": 0.605,
"labor_shortage": 0.636,
"portfolio_tightness": 0.402,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-105589",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:52:00Z",
"trace_id": "d9f860c6-db14-4d6d-981e-87cac85a940e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.378,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.382,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.2,
"battery_mwh": 11.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-7F8436C424",
"grid_service_limit_mw": 8.14,
"gross_sqft": 822203,
"infill_site": true,
"lease_expiry_months": 53,
"occup... | {
"capital_availability": 0.461,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.691,
"nearby_nodes": 8,
"network_redundancy_score": 0.84,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 86,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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",
"forecas... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.7,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability": 0.624
} | {
"annualized_noi_impact_usd": 88067,
"annualized_revenue_impact_usd": 130825,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 505743,
"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 1.71,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"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": 38.8
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.537,
"capital_availability": 0.461,
"demand_pressure": 0.645,
"entitlement_friction": 0.691,
"labor_shortage": 0.888,
"portfolio_tightness": 0.546,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-105590",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:25:00Z",
"trace_id": "dc1e642b-0bf2-4774-b8e8-9d6f7f06ba04"
} | {
"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": 8.7,
"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": 0.177,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.117,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.19,
"battery_mwh": 9.29,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 46,
"facility_id": "FAC-D86F97AE8C",
"grid_service_limit_mw": 11.49,
"gross_sqft": 468404,
"infill_site": true,
"lease_expiry_months": 14,
"occup... | {
"capital_availability": 0.469,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.448,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.862,
"nearby_nodes": 5,
"network_redundancy_score": 0.518,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 84.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.3,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 4.27,
"tenant_expansion_probability": 0.339... | {
"annualized_noi_impact_usd": -15483,
"annualized_revenue_impact_usd": -24016,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 713211,
"expansion_capture_probability_post_event": 0.205,
"lease_rate_change_pct": 0.57,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.23
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.57
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.648,
"capital_availability": 0.469,
"demand_pressure": 0.551,
"entitlement_friction": 0.862,
"labor_shortage": 0.748,
"portfolio_tightness": 0.658,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-105591",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:32:00Z",
"trace_id": "ded4a987-579e-4623-b41c-bf4667dd9147"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": -0.009,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.513,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.35,
"battery_mwh": 4.5,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-F5513D2FCD",
"grid_service_limit_mw": 16.85,
"gross_sqft": 1185850,
"infill_site": true,
"lease_expiry_months": 57,
"occ... | {
"capital_availability": 0.647,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.689,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.656,
"nearby_nodes": 6,
"network_redundancy_score": 0.729,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 129950... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.6,
"dock_utilization_pct": 80.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill... | {
"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": "very_high",
"fo... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.8,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": -0.3,
"rent_growth_90d_pct": 1.28,
"tenant_expansion_probability": 0.16... | {
"annualized_noi_impact_usd": -243162,
"annualized_revenue_impact_usd": -398316,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 407849,
"expansion_capture_probability_post_event": 0.075,
"lease_rate_change_pct": -2.13,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.22
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.06
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.421,
"capital_availability": 0.647,
"demand_pressure": 0.387,
"entitlement_friction": 0.656,
"labor_shortage": 0.736,
"portfolio_tightness": 0.392,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-105592",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:15:00Z",
"trace_id": "c051df88-5cb7-414e-916d-6a8fa8841518"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.221,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.091,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.49,
"battery_mwh": 1,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-67401B1686",
"grid_service_limit_mw": 27.1,
"gross_sqft": 1294340,
"infill_site": false,
"lease_expiry_months": 40,
"o... | {
"capital_availability": 0.513,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.73,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.543,
"nearby_nodes": 8,
"network_redundancy_score": 0.729,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 81,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"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": "high",
"forecast... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.7,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 0.38,
"rent_growth_90d_pct": 2.2,
"tenant_expansion_probability": 0.374
... | {
"annualized_noi_impact_usd": -92844,
"annualized_revenue_impact_usd": -129791,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 550135,
"expansion_capture_probability_post_event": 0.254,
"lease_rate_change_pct": -0.38,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.73
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.618,
"capital_availability": 0.513,
"demand_pressure": 0.397,
"entitlement_friction": 0.543,
"labor_shortage": 0.878,
"portfolio_tightness": 0.488,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-105593",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:28:00Z",
"trace_id": "ed7a89ee-1269-4b08-a5d4-f2055fb6f9bf"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.341,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.191,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.64,
"battery_mwh": 9.26,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 122,
"facility_id": "FAC-2E50C95B32",
"grid_service_limit_mw": 14.47,
"gross_sqft": 1222341,
"infill_site": true,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.015,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.331,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.439,
"nearby_nodes": 4,
"network_redundancy_score": 0.748,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 84.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.86,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.7,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": 0.499
} | {
"annualized_noi_impact_usd": -26015,
"annualized_revenue_impact_usd": -44688,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 755704,
"expansion_capture_probability_post_event": 0.361,
"lease_rate_change_pct": -0.63,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.11
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.59
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.57,
"capital_availability": 0.015,
"demand_pressure": 0.581,
"entitlement_friction": 0.439,
"labor_shortage": 1,
"portfolio_tightness": 0.561,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-105594",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:10:00Z",
"trace_id": "0b5e0a42-a672-4e43-bd9b-12a9f7900078"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.095,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.387,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.61,
"battery_mwh": 5.4,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-1BCF210440",
"grid_service_limit_mw": 24.58,
"gross_sqft": 1289854,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.807,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.775,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.472,
"nearby_nodes": 8,
"network_redundancy_score": 0.817,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 116639... | [
{
"appointment_fill_pct": 91,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.3,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 0.92,
"tenant_expansion_probability": 0.294
} | {
"annualized_noi_impact_usd": -81914,
"annualized_revenue_impact_usd": -126515,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 526472,
"expansion_capture_probability_post_event": 0.214,
"lease_rate_change_pct": -1.28,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.44
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.229,
"capital_availability": 0.807,
"demand_pressure": 0.652,
"entitlement_friction": 0.472,
"labor_shortage": 0.549,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-105595",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:33:00Z",
"trace_id": "ffffa003-c102-4834-bb6c-78b56b154297"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"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"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.005,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.214,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.39,
"battery_mwh": 6.53,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-99E99DC1D7",
"grid_service_limit_mw": 24.87,
"gross_sqft": 1298047,
"infill_site": false,
"lease_expiry_months": 35,... | {
"capital_availability": 0.408,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.476,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.107,
"nearby_nodes": 8,
"network_redundancy_score": 0.665,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 79,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"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": 2.37,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.2,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 0.5,
"rent_growth_90d_pct": -0.58,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -248236,
"annualized_revenue_impact_usd": -343338,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 329839,
"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -3.03,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.11
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.286,
"capital_availability": 0.408,
"demand_pressure": 0.303,
"entitlement_friction": 0.107,
"labor_shortage": 0.823,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-105596",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:57:00Z",
"trace_id": "d63e8fbe-4860-4cb1-8ab5-c5b0ba19ce8d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.2,
"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": 0.389,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.54,
"battery_mwh": 4.96,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-ABF2E29F96",
"grid_service_limit_mw": 10.07,
"gross_sqft": 1249065,
"infill_site": false,
"lease_expiry_months": 35,... | {
"capital_availability": 0.526,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.335,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.687,
"nearby_nodes": 8,
"network_redundancy_score": 0.552,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 35... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.6,
"dock_utilization_pct": 87.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.849,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.3,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 4.37,
"tenant_expansion_probability": 0.587
} | {
"annualized_noi_impact_usd": 378640,
"annualized_revenue_impact_usd": 559563,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 779475,
"expansion_capture_probability_post_event": 0.455,
"lease_rate_change_pct": 2.18,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 52.97
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.01
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.807,
"capital_availability": 0.526,
"demand_pressure": 0.687,
"entitlement_friction": 0.687,
"labor_shortage": 0.965,
"portfolio_tightness": 0.684,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-105597",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:05:00Z",
"trace_id": "f4945f12-80d0-4949-b548-1aa51e79b3a4"
} | {
"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": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.171,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.123,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.49,
"battery_mwh": 4.26,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-C228796E6E",
"grid_service_limit_mw": 20.87,
"gross_sqft": 518780,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.298,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.438,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.491,
"nearby_nodes": 6,
"network_redundancy_score": 0.658,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_... | {
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.5,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": -0.65,
"tenant_expansion_probability": 0.317
} | {
"annualized_noi_impact_usd": -21905,
"annualized_revenue_impact_usd": -37511,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 30,
"estimated_capex_usd": 638494,
"expansion_capture_probability_post_event": 0.208,
"lease_rate_change_pct": -2.76,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.42
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.761,
"capital_availability": 0.298,
"demand_pressure": 0.562,
"entitlement_friction": 0.491,
"labor_shortage": 0.917,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-105598",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T06:09:00Z",
"trace_id": "ee03dde5-6e2f-4e7d-9b61-77a9dd41f8cd"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.007,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.319,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.57,
"battery_mwh": 4.07,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 113,
"facility_id": "FAC-CEE4BBC1DC",
"grid_service_limit_mw": 21.53,
"gross_sqft": 1131599,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.078,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.55,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.659,
"nearby_nodes": 7,
"network_redundancy_score": 0.636,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 79.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.46,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
"occupancy_90d": 0.866,
"rent_growth_30d_pct": -0.73,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.066
} | {
"annualized_noi_impact_usd": -322284,
"annualized_revenue_impact_usd": -463085,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 30,
"estimated_capex_usd": 813838,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.02,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 36.43
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.13
},
{
"action": "deploy_pe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.978,
"capital_availability": 0.078,
"demand_pressure": 0.314,
"entitlement_friction": 0.659,
"labor_shortage": 0.896,
"portfolio_tightness": 0.483,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-105599",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:27:00Z",
"trace_id": "744810d5-3590-48fb-b64a-40237c853100"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"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": 0.063,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.483,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.44,
"battery_mwh": 0.29,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-63024F67A6",
"grid_service_limit_mw": 19.19,
"gross_sqft": 895127,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.525,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.11,
"nearby_nodes": 7,
"network_redundancy_score": 0.336,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 40666,
... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 83.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability": 0.193
} | {
"annualized_noi_impact_usd": -126874,
"annualized_revenue_impact_usd": -178479,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 566136,
"expansion_capture_probability_post_event": 0.114,
"lease_rate_change_pct": 0.14,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.48
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.14
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.819,
"capital_availability": 0,
"demand_pressure": 0.538,
"entitlement_friction": 0.11,
"labor_shortage": 0.728,
"portfolio_tightness": 0.411,
"powe... |
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