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": 0.863,
"id": "FORGE-102100",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:06:00Z",
"trace_id": "6007c39c-6174-4bac-a311-4fe3845ede75"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.146,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.122,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.74,
"battery_mwh": 5.98,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 66,
"facility_id": "FAC-4904D9574E",
"grid_service_limit_mw": 19.01,
"gross_sqft": 661077,
"infill_site": true,
"lease_expiry_months": 54,
"occup... | {
"capital_availability": 0.147,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.791,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.118,
"nearby_nodes": 4,
"network_redundancy_score": 0.683,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 79.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"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": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 0.84,
"rent_growth_90d_pct": -0.19,
"tenant_expansion_probability": 0.2... | {
"annualized_noi_impact_usd": -132151,
"annualized_revenue_impact_usd": -196851,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 668336,
"expansion_capture_probability_post_event": 0.166,
"lease_rate_change_pct": -2.47,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.71
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.5
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.271,
"capital_availability": 0.147,
"demand_pressure": 0.347,
"entitlement_friction": 0.118,
"labor_shortage": 0.76,
"portfolio_tightness": 0.453,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-102101",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:42:00Z",
"trace_id": "e2d6fb86-b9be-4c31-a4f0-581bd137f95e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.008,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.438,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.54,
"battery_mwh": 2.66,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-2047CB3490",
"grid_service_limit_mw": 6.54,
"gross_sqft": 420633,
"infill_site": true,
"lease_expiry_months": 9,
"o... | {
"capital_availability": 0.487,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.721,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.768,
"nearby_nodes": 6,
"network_redundancy_score": 0.567,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 74,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 80,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.6,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -218138,
"annualized_revenue_impact_usd": -328402,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 45,
"estimated_capex_usd": 811372,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.1,
"occupancy_shift": -0.021,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.03
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.17
},
{
"action": "escalate_utility_interco... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.817,
"capital_availability": 0.487,
"demand_pressure": 0.325,
"entitlement_friction": 0.768,
"labor_shortage": 0.924,
"portfolio_tightness": 0.571,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-102102",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:06:00Z",
"trace_id": "58deb34c-07e8-4a9d-b6f4-aff812cee82d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.351,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.12,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.32,
"battery_mwh": 7.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-66E163838E",
"grid_service_limit_mw": 13.92,
"gross_sqft": 896517,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.595,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.614,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.562,
"nearby_nodes": 4,
"network_redundancy_score": 0.561,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 1.38,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": -0.67,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.449
} | {
"annualized_noi_impact_usd": -33797,
"annualized_revenue_impact_usd": -54994,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 649735,
"expansion_capture_probability_post_event": 0.334,
"lease_rate_change_pct": 0.47,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.02
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.832,
"capital_availability": 0.595,
"demand_pressure": 0.55,
"entitlement_friction": 0.562,
"labor_shortage": 0.559,
"portfolio_tightness": 0.302,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-102103",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:29:00Z",
"trace_id": "501971dd-de0f-4292-98e6-79c0b212cc88"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.254,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.34,
"seasonality": 0.33,
"service_le... | {
"automation_penetration": 0.47,
"battery_mwh": 5.88,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-50E50997EE",
"grid_service_limit_mw": 6.5,
"gross_sqft": 1202339,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.691,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.319,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.772,
"nearby_nodes": 5,
"network_redundancy_score": 0.773,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.6,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 2.41,
"rent_growth_90d_pct": 1.37,
"tenant_expansion_probability": 0.476
} | {
"annualized_noi_impact_usd": -34959,
"annualized_revenue_impact_usd": -52882,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 572414,
"expansion_capture_probability_post_event": 0.355,
"lease_rate_change_pct": -0.93,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.42
},
{
"action": "delay_spec_devel... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.594,
"capital_availability": 0.691,
"demand_pressure": 0.574,
"entitlement_friction": 0.772,
"labor_shortage": 1,
"portfolio_tightness": 0.663,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-102104",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:54:00Z",
"trace_id": "ae8fcfa8-d817-4f06-8a3f-7babf8e121fe"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.8,
"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": 0.119,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.468,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.23,
"battery_mwh": 10.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-FAB095225A",
"grid_service_limit_mw": 11.78,
"gross_sqft": 803366,
"infill_site": true,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.531,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.338,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.47,
"nearby_nodes": 5,
"network_redundancy_score": 0.446,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 27.6,
"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.638,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.5,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.366
} | {
"annualized_noi_impact_usd": -12866,
"annualized_revenue_impact_usd": -22137,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 457340,
"expansion_capture_probability_post_event": 0.334,
"lease_rate_change_pct": 0.17,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.06
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 24.26
},
{
"action": "hold_service... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.434,
"entitlement_friction": 0.47,
"labor_shortage": 0.507,
"portfolio_tightness": 0.344,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-102105",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:45:00Z",
"trace_id": "0ef6924b-ed10-428d-85aa-8b1220cbd272"
} | {
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"environment": "production_portfolio",
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.182,
"seasonality": 0.49,
"service_level_target": ... | {
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 16.72,
"gross_sqft": 968193,
"infill_site": false,
"lease_expiry_months": 45,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.833,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 87.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.7,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"rent_growth_30d_pct": 4.14,
"rent_growth_90d_pct": 5.56,
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} | {
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},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.03
},
{
"action": "depl... | {
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"labor_shortage": 0.999,
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
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"timestamp": "2026-01-01T19:38:00Z",
"trace_id": "665e0f56-457e-45d6-933d-04914d03cae0"
} | {
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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": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target"... | {
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"gross_sqft": 1004371,
"infill_site": false,
"lease_expiry_months": 34,
"oc... | {
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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": 21.3,
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"rent_growth_90d_pct": 2.42,
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"score": 41.46
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 36.68
},
{
"action": "rebalance... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "confirmed",
"timestamp": "2026-01-01T16:54:00Z",
"trace_id": "4522929f-8209-4acd-ac76-d8a4474ff769"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
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"authority_level": "site",
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},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.338,
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"ser... | {
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"facility_id": "FAC-1109DA9898",
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"gross_sqft": 747197,
"infill_site": false,
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"occ... | {
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"network_redundancy_score": 0.713,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.4,
"shift_fi... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_90d_pct": -0.03,
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"lease_rate_change_pct": -1.22,
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.92
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:31:00Z",
"trace_id": "659a56ca-5d08-4b5f-a49d-868272726592"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.366,
"seasonality": 0.49,
"service_level_target... | {
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"gross_sqft": 873120,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.515,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.1,
"shift_fill_ra... | {
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"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 3.39,
"rent_growth_90d_pct": 5.58,
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} | {
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"service_penalty_risk_usd... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.28
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "triaged",
"timestamp": "2026-01-01T18:50:00Z",
"trace_id": "5df7206c-75ad-43d4-81d8-70794cba0a5a"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
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"risk_of_churn": 0.03,
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"service... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 14.19,
"gross_sqft": 609590,
"infill_site": false,
"lease_expiry_months": 50,
... | {
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"network_redundancy_score": 0.521,
"portfolio_cluster": "phoenix_west_valley",
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{
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"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.15,
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 5.01,
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} | {
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"service_penalty_risk_u... | {
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{
"action": "lock_power_capacity_reservation",
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"score": 33.85
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.76
},
{
"action": "monitor_and_stage",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.153,
"capital_availability": 0.64,
"demand_pressure": 0.588,
"entitlement_friction": 0.419,
"labor_shortage": 0.557,
"portfolio_tightness": 0.442,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-102110",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:49:00Z",
"trace_id": "917206ba-54a4-479f-93f8-65a64d457375"
} | {
"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": 8.2,
"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": -0.012,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.311,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.52,
"battery_mwh": 9.53,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-5452623B21",
"grid_service_limit_mw": 25.43,
"gross_sqft": 1157152,
"infill_site": false,
"lease_expiry_months": 72,... | {
"capital_availability": 0.825,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.392,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.228,
"nearby_nodes": 7,
"network_redundancy_score": 0.591,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 155092... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 79.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.875,
"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 2.21,
"tenant_expansion_probability": 0.131
} | {
"annualized_noi_impact_usd": -285379,
"annualized_revenue_impact_usd": -382479,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 582668,
"expansion_capture_probability_post_event": 0.024,
"lease_rate_change_pct": -1.65,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.71
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.67
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.261,
"capital_availability": 0.825,
"demand_pressure": 0.338,
"entitlement_friction": 0.228,
"labor_shortage": 0.661,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-102111",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:34:00Z",
"trace_id": "94f5f6eb-d9ac-4ca7-8d2c-f2ed6f361b16"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "network_latency",
"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": 0.049,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.472,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.73,
"battery_mwh": 1.54,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-2CBCB1526E",
"grid_service_limit_mw": 8.66,
"gross_sqft": 710268,
"infill_site": false,
"lease_expiry_months": 30,
"occu... | {
"capital_availability": 0.53,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.773,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.559,
"nearby_nodes": 8,
"network_redundancy_score": 0.493,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 80,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"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": 2.49,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.7,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.251
} | {
"annualized_noi_impact_usd": -240400,
"annualized_revenue_impact_usd": -333974,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 454298,
"expansion_capture_probability_post_event": 0.164,
"lease_rate_change_pct": -1.42,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.36
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.53,
"capital_availability": 0.53,
"demand_pressure": 0.323,
"entitlement_friction": 0.559,
"labor_shortage": 0.707,
"portfolio_tightness": 0.581,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-102112",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:22:00Z",
"trace_id": "5c15c6e5-11c8-463f-a8c6-ae28b09da18b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.146,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.175,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.64,
"battery_mwh": 9.77,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-24BCB82336",
"grid_service_limit_mw": 10.65,
"gross_sqft": 886668,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.35,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.459,
"nearby_nodes": 3,
"network_redundancy_score": 0.582,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 68... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 84.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.6,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 0.66,
"rent_growth_90d_pct": -0.13,
"tenant_expansion_probability": 0.312
} | {
"annualized_noi_impact_usd": -46939,
"annualized_revenue_impact_usd": -75267,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 540955,
"expansion_capture_probability_post_event": 0.211,
"lease_rate_change_pct": -2.46,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.39
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.632,
"capital_availability": 0.35,
"demand_pressure": 0.583,
"entitlement_friction": 0.459,
"labor_shortage": 1,
"portfolio_tightness": 0.397,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-102113",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:48:00Z",
"trace_id": "c682ba76-5d9b-4dbc-832e-7246ba6e2889"
} | {
"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": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.426,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.147,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.32,
"battery_mwh": 12.34,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-74D95B55EF",
"grid_service_limit_mw": 15.98,
"gross_sqft": 985679,
"infill_site": false,
"lease_expiry_months": 60,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.482,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.323,
"nearby_nodes": 3,
"network_redundancy_score": 0.396,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16440... | [
{
"appointment_fill_pct": 94.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 56.4,
"dock_utilization_pct": 90.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.848,
"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": 1.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.7,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 110283,
"annualized_revenue_impact_usd": 161031,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 536811,
"expansion_capture_probability_post_event": 0.517,
"lease_rate_change_pct": 1.52,
"occupancy_shift": 0.029,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.52
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.794,
"capital_availability": 0,
"demand_pressure": 0.969,
"entitlement_friction": 0.323,
"labor_shortage": 0.821,
"portfolio_tightness": 0.304,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.735,
"id": "FORGE-102114",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:19:00Z",
"trace_id": "4bec4cb1-25e8-4762-8b79-2794f2dc8070"
} | {
"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": 6.3,
"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": -0.031,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.48,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.62,
"battery_mwh": 0.91,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-7380E38165",
"grid_service_limit_mw": 15.65,
"gross_sqft": 538725,
"infill_site": true,
"lease_expiry_months": 51,
"occu... | {
"capital_availability": 0.303,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.31,
"nearby_nodes": 8,
"network_redundancy_score": 0.836,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 534... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 24.9,
"dock_utilization_pct": 78.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.609,
"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": 2.17,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.8,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 3.9,
"tenant_expansion_probability": 0.284
} | {
"annualized_noi_impact_usd": -47745,
"annualized_revenue_impact_usd": -66044,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 523908,
"expansion_capture_probability_post_event": 0.264,
"lease_rate_change_pct": 0.65,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.19
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.41
},
{
"action": "hold_service_levels_flat",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.206,
"capital_availability": 0.303,
"demand_pressure": 0.29,
"entitlement_friction": 0.31,
"labor_shortage": 0.449,
"portfolio_tightness": 0.452,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-102115",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:32:00Z",
"trace_id": "0ba81bbc-6b13-474a-a06b-2028c115d459"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"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": -0.038,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.262,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.46,
"battery_mwh": 6.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-1683A1B3A1",
"grid_service_limit_mw": 18.91,
"gross_sqft": 1157864,
"infill_site": true,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.379,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.5,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.248,
"nearby_nodes": 6,
"network_redundancy_score": 0.435,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36,
"dock_utilization_pct": 80.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.5,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability": 0.144
} | {
"annualized_noi_impact_usd": -207552,
"annualized_revenue_impact_usd": -316688,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 545277,
"expansion_capture_probability_post_event": 0.05,
"lease_rate_change_pct": -2.02,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.78
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.75
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.444,
"capital_availability": 0.379,
"demand_pressure": 0.366,
"entitlement_friction": 0.248,
"labor_shortage": 0.611,
"portfolio_tightness": 0.537,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-102116",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:30:00Z",
"trace_id": "83425949-5891-4bcd-9b75-9ba86f03f199"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.216,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.437,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.43,
"battery_mwh": 6.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-FAAB6BE6A4",
"grid_service_limit_mw": 18.36,
"gross_sqft": 907187,
"infill_site": true,
"lease_expiry_months": 66,
"occu... | {
"capital_availability": 0.953,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.291,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.089,
"nearby_nodes": 7,
"network_redundancy_score": 0.525,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 82,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 83.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 35.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.657,
"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": 2.21,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 3.04,
"rent_growth_90d_pct": 2.64,
"tenant_expansion_probability": 0.552
} | {
"annualized_noi_impact_usd": 81183,
"annualized_revenue_impact_usd": 104656,
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"decision_horizon_days": 45,
"estimated_capex_usd": 430521,
"expansion_capture_probability_post_event": 0.543,
"lease_rate_change_pct": 1.4,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.39
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.225,
"capital_availability": 0.953,
"demand_pressure": 0.532,
"entitlement_friction": 0.089,
"labor_shortage": 0.701,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-102117",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:11:00Z",
"trace_id": "cddd582a-9578-4e51-b6c0-cecf03d1d007"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.408,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.094,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.8,
"battery_mwh": 11.73,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-7C2A56E298",
"grid_service_limit_mw": 12.29,
"gross_sqft": 663107,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.573,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.295,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.513,
"nearby_nodes": 7,
"network_redundancy_score": 0.595,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 191... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 58.4,
"dock_utilization_pct": 89.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"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": 2.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.55,
"rent_growth_90d_pct": 3.96,
"tenant_expansion_probability": 0.669
} | {
"annualized_noi_impact_usd": 210400,
"annualized_revenue_impact_usd": 287726,
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"decision_horizon_days": 90,
"estimated_capex_usd": 552195,
"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 2.59,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.39
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.18
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.361,
"capital_availability": 0.573,
"demand_pressure": 0.823,
"entitlement_friction": 0.513,
"labor_shortage": 1,
"portfolio_tightness": 0.57,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-102118",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:55:00Z",
"trace_id": "92b6ecdc-2f12-44af-ba5c-0931c1a833ab"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.197,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.239,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.5,
"battery_mwh": 2.14,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-B061684B6F",
"grid_service_limit_mw": 23.14,
"gross_sqft": 518513,
"infill_site": true,
"lease_expiry_months": 20,
"occup... | {
"capital_availability": 0.139,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.315,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.6,
"nearby_nodes": 6,
"network_redundancy_score": 0.443,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 85.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.95,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -1531,
"annualized_revenue_impact_usd": -2279,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 497324,
"expansion_capture_probability_post_event": 0.343,
"lease_rate_change_pct": -0.77,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.33
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.56
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.381,
"capital_availability": 0.139,
"demand_pressure": 0.611,
"entitlement_friction": 0.6,
"labor_shortage": 0.846,
"portfolio_tightness": 0.564,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-102119",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:58:00Z",
"trace_id": "d238c17e-2d98-4813-ace6-e5bd110f03a5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.045,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.083,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.31,
"battery_mwh": 11.96,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 75,
"facility_id": "FAC-365FF1649F",
"grid_service_limit_mw": 10.54,
"gross_sqft": 757729,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.379,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.666,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.571,
"nearby_nodes": 4,
"network_redundancy_score": 0.639,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 28.9,
"dock_utilization_pct": 79.3,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 79.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.8,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.649,
"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": 2.62,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 4.28,
"tenant_expansion_probability": 0.296
} | {
"annualized_noi_impact_usd": -31990,
"annualized_revenue_impact_usd": -46275,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 566368,
"expansion_capture_probability_post_event": 0.245,
"lease_rate_change_pct": 0.5,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.07
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.71
},
{
"action": "dela... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.379,
"demand_pressure": 0.275,
"entitlement_friction": 0.571,
"labor_shortage": 0.594,
"portfolio_tightness": 0.624,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-102120",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:08:00Z",
"trace_id": "bbfee874-6099-4e59-a698-84bc893cf1de"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"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": 0.069,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.177,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.38,
"battery_mwh": 5.45,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-AA723F6F5C",
"grid_service_limit_mw": 20.44,
"gross_sqft": 932291,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.17,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.696,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.317,
"nearby_nodes": 3,
"network_redundancy_score": 0.609,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.5,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.244... | {
"annualized_noi_impact_usd": -113472,
"annualized_revenue_impact_usd": -175569,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 518322,
"expansion_capture_probability_post_event": 0.159,
"lease_rate_change_pct": -1.84,
"occupancy_shift": 0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.34
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.628,
"entitlement_friction": 0.317,
"labor_shortage": 0.829,
"portfolio_tightness": 0.469,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-102121",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:39:00Z",
"trace_id": "824ccb1f-09a5-4883-87f1-05eb33e901b5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.37,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.104,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.39,
"battery_mwh": 9.44,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-55145BEA7F",
"grid_service_limit_mw": 12.61,
"gross_sqft": 1284836,
"infill_site": false,
"lease_expiry_months": 27,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.476,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.228,
"nearby_nodes": 6,
"network_redundancy_score": 0.522,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 86.8,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 3.43,
"rent_growth_90d_pct": 3.89,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 620980,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 465170,
"expansion_capture_probability_post_event": 0.542,
"lease_rate_change_pct": 2.8,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.02
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.763,
"capital_availability": 0,
"demand_pressure": 0.65,
"entitlement_friction": 0.228,
"labor_shortage": 0.907,
"portfolio_tightness": 0.691,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-102122",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:35:00Z",
"trace_id": "d31ea553-d75b-4eca-9d3e-e3103615725b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.384,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.328,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.73,
"battery_mwh": 9.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-2A131F7077",
"grid_service_limit_mw": 9.15,
"gross_sqft": 425486,
"infill_site": true,
"lease_expiry_months": 10,
"... | {
"capital_availability": 0.448,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.491,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.369,
"nearby_nodes": 4,
"network_redundancy_score": 0.357,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 88.5,
"event_name": "GATE_APPOINTMENT_COMPRESSION",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.966,
"rent_growth_30d_pct": 3.64,
"rent_growth_90d_pct": 4.65,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 49598,
"annualized_revenue_impact_usd": 80349,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.514,
"lease_rate_change_pct": 2.94,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 46.79
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.48
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.448,
"demand_pressure": 0.741,
"entitlement_friction": 0.369,
"labor_shortage": 1,
"portfolio_tightness": 0.69,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.727,
"id": "FORGE-102123",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:25:00Z",
"trace_id": "8c5a9a24-6682-4be6-8600-d9e01750f738"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.209,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.101,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.74,
"battery_mwh": 4.9,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-BBFA34E9FE",
"grid_service_limit_mw": 23.18,
"gross_sqft": 510664,
"infill_site": true,
"lease_expiry_months": 23,
"... | {
"capital_availability": 0.243,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.66,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.213,
"nearby_nodes": 8,
"network_redundancy_score": 0.829,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 28.3,
"dock_utilization_pct": 81.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 74.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"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": 2.08,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.7,
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"rent_growth_30d_pct": 2.78,
"rent_growth_90d_pct": 2.64,
"tenant_expansion_probability": 0.47
} | {
"annualized_noi_impact_usd": 38910,
"annualized_revenue_impact_usd": 53577,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 522278,
"expansion_capture_probability_post_event": 0.432,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.65
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.95
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.243,
"demand_pressure": 0.383,
"entitlement_friction": 0.213,
"labor_shortage": 0.502,
"portfolio_tightness": 0.578,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-102124",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:44:00Z",
"trace_id": "d54fcca4-39d1-4b83-8807-08b31e89f525"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.039,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.47,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.81,
"battery_mwh": 0.72,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-21CBD7CE57",
"grid_service_limit_mw": 13.68,
"gross_sqft": 343358,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.022,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.667,
"nearby_nodes": 8,
"network_redundancy_score": 0.553,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"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": 2.52,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.9,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 2.21,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -115898,
"annualized_revenue_impact_usd": -172884,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 470117,
"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": -1.23,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.09
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.022,
"demand_pressure": 0.462,
"entitlement_friction": 0.667,
"labor_shortage": 0.693,
"portfolio_tightness": 0.672,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-102125",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:37:00Z",
"trace_id": "ae04dbe7-1ee5-4a6c-af29-43a8c5461b04"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.202,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.253,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.55,
"battery_mwh": 3.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-84F64E5F75",
"grid_service_limit_mw": 20.36,
"gross_sqft": 1298014,
"infill_site": false,
"lease_expiry_months": 18,
"o... | {
"capital_availability": 0.188,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.734,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.473,
"nearby_nodes": 8,
"network_redundancy_score": 0.8,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1906497,... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 83.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 0.86,
"tenant_expansion_probability": 0.376
} | {
"annualized_noi_impact_usd": -136578,
"annualized_revenue_impact_usd": -211386,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 524136,
"expansion_capture_probability_post_event": 0.265,
"lease_rate_change_pct": -1.39,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.15
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.87
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.546,
"entitlement_friction": 0.473,
"labor_shortage": 0.88,
"portfolio_tightness": 0.467,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-102126",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:13:00Z",
"trace_id": "7df38db2-8bea-4f16-a3de-358306f1b8b7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.092,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.51,
"battery_mwh": 1.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-CD4EE795BF",
"grid_service_limit_mw": 14.78,
"gross_sqft": 278202,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.518,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.571,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.586,
"nearby_nodes": 8,
"network_redundancy_score": 0.77,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 76.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"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": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
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"rent_growth_30d_pct": -1.25,
"rent_growth_90d_pct": 0.5,
"tenant_expansion_probability": 0.164... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.044,
"lease_rate_change_pct": -2.99,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.37
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.95
},
{
"action": "rebalance_carrier_m... | {
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"demand_pressure": 0.22,
"entitlement_friction": 0.586,
"labor_shortage": 0.803,
"portfolio_tightness": 0.342,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-102127",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:26:00Z",
"trace_id": "d2ce7c47-68b9-44db-8cb9-ee3ebc60f8d6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.266,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.274,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.79,
"battery_mwh": 8.45,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-26EBFB10DD",
"grid_service_limit_mw": 11.04,
"gross_sqft": 1047849,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.48,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.684,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.452,
"nearby_nodes": 5,
"network_redundancy_score": 0.439,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 87,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.726,
"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": 2.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 4.17,
"rent_growth_90d_pct": 3.5,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 217153,
"annualized_revenue_impact_usd": 306369,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.552,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 55.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.54
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.48,
"demand_pressure": 0.699,
"entitlement_friction": 0.452,
"labor_shortage": 1,
"portfolio_tightness": 0.54,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-102128",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:03:00Z",
"trace_id": "4702ac86-c1a8-4496-9e2d-6941359175e3"
} | {
"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": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.178,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.086,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.77,
"battery_mwh": 4.81,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-8AA3F332F0",
"grid_service_limit_mw": 16.78,
"gross_sqft": 812713,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.61,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.685,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.482,
"nearby_nodes": 4,
"network_redundancy_score": 0.641,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.9,
"dock_utilization_pct": 83.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.663,
"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": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.02,
"rent_growth_90d_pct": 2.04,
"tenant_expansion_probability": 0.464
} | {
"annualized_noi_impact_usd": 34410,
"annualized_revenue_impact_usd": 53305,
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"decision_horizon_days": 45,
"estimated_capex_usd": 518553,
"expansion_capture_probability_post_event": 0.429,
"lease_rate_change_pct": 0.26,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.46
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 29.06
},
{
"action": "shift_overf... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.589,
"capital_availability": 0.61,
"demand_pressure": 0.528,
"entitlement_friction": 0.482,
"labor_shortage": 0.51,
"portfolio_tightness": 0.536,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-102129",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:27:00Z",
"trace_id": "3720f8f5-3988-4235-8ad4-18599544e0ee"
} | {
"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": "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": true,
"growth_rate": 0.346,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.117,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.34,
"battery_mwh": 4.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-B670815E40",
"grid_service_limit_mw": 7.54,
"gross_sqft": 1259096,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.831,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.717,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.379,
"nearby_nodes": 6,
"network_redundancy_score": 0.793,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 93.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.2,
"dock_utilization_pct": 86.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.8,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
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"rent_growth_30d_pct": 4.87,
"rent_growth_90d_pct": 7.34,
"tenant_expansion_probability": 0.689
} | {
"annualized_noi_impact_usd": 806927,
"annualized_revenue_impact_usd": 1051203,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 475449,
"expansion_capture_probability_post_event": 0.653,
"lease_rate_change_pct": 5.43,
"occupancy_shift": 0.031,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.62
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.22
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.71,
"capital_availability": 0.831,
"demand_pressure": 0.607,
"entitlement_friction": 0.379,
"labor_shortage": 0.656,
"portfolio_tightness": 0.723,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-102130",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:53:00Z",
"trace_id": "aa1eb83f-d7d0-43fb-a258-c8779562b085"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.036,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.474,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.37,
"battery_mwh": 5.79,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-C4DF8281D0",
"grid_service_limit_mw": 18.64,
"gross_sqft": 689481,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.242,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.539,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.259,
"nearby_nodes": 8,
"network_redundancy_score": 0.316,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.5,
"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": 35,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.657,
"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": 2.4,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 0.67,
"tenant_expansion_probability": 0.3
} | {
"annualized_noi_impact_usd": -73613,
"annualized_revenue_impact_usd": -98334,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 385275,
"expansion_capture_probability_post_event": 0.267,
"lease_rate_change_pct": -2.04,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.54
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 23.72
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.648,
"capital_availability": 0.242,
"demand_pressure": 0.353,
"entitlement_friction": 0.259,
"labor_shortage": 0.776,
"portfolio_tightness": 0.486,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-102131",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:12:00Z",
"trace_id": "80ad5fbe-941f-4dfc-aabb-07e327f93f57"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.401,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.089,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.54,
"battery_mwh": 10.89,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 56,
"facility_id": "FAC-0B19BDC3FF",
"grid_service_limit_mw": 10.91,
"gross_sqft": 564566,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.618,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.255,
"nearby_nodes": 6,
"network_redundancy_score": 0.756,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 87,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"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": 2.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.962,
"rent_growth_30d_pct": 3.84,
"rent_growth_90d_pct": 4.98,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 158455,
"annualized_revenue_impact_usd": 243408,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 638952,
"expansion_capture_probability_post_event": 0.499,
"lease_rate_change_pct": 3.32,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.18
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.35
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.618,
"demand_pressure": 0.657,
"entitlement_friction": 0.255,
"labor_shortage": 0.795,
"portfolio_tightness": 0.706,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-102132",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:12:00Z",
"trace_id": "7f36d10a-947f-405b-9b5b-f4c6159d92cd"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.42,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.306,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.51,
"battery_mwh": 10.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-E7C6952A50",
"grid_service_limit_mw": 12.46,
"gross_sqft": 1122449,
"infill_site": true,
"lease_expiry_months": 27,
"o... | {
"capital_availability": 0.535,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.27,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.769,
"nearby_nodes": 8,
"network_redundancy_score": 0.334,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 146... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 86.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"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": 2.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.6,
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"rent_growth_30d_pct": 3.11,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.669
} | {
"annualized_noi_impact_usd": 138776,
"annualized_revenue_impact_usd": 184115,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 748653,
"expansion_capture_probability_post_event": 0.538,
"lease_rate_change_pct": 0.57,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.3
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.05
},
{
"action": "shift_overflow_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.388,
"capital_availability": 0.535,
"demand_pressure": 0.614,
"entitlement_friction": 0.769,
"labor_shortage": 1,
"portfolio_tightness": 0.689,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-102133",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:50:00Z",
"trace_id": "9705e4f7-a65d-4c28-a80a-5cbcceb93bf3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.386,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.435,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.44,
"battery_mwh": 10.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-7BDFD7FB35",
"grid_service_limit_mw": 13.77,
"gross_sqft": 233186,
"infill_site": true,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.327,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.617,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.21,
"nearby_nodes": 3,
"network_redundancy_score": 0.718,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 392... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.4,
"dock_utilization_pct": 87.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 1.61,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 2.78,
"tenant_expansion_probability": 0.58... | {
"annualized_noi_impact_usd": 16622,
"annualized_revenue_impact_usd": 28432,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 544089,
"expansion_capture_probability_post_event": 0.506,
"lease_rate_change_pct": 2.21,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.74
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.23
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.746,
"capital_availability": 0.327,
"demand_pressure": 0.778,
"entitlement_friction": 0.21,
"labor_shortage": 0.838,
"portfolio_tightness": 0.387,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-102134",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:59:00Z",
"trace_id": "e6a1fe8f-9550-4071-b2a6-dd00edc06fa8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.242,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.35,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.33,
"battery_mwh": 6.57,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-9C4ECB03EB",
"grid_service_limit_mw": 12.57,
"gross_sqft": 1093490,
"infill_site": true,
"lease_expiry_months": 13,
"oc... | {
"capital_availability": 0.031,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.24,
"nearby_nodes": 5,
"network_redundancy_score": 0.329,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 79,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.3,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -38042,
"annualized_revenue_impact_usd": -58153,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 405647,
"expansion_capture_probability_post_event": 0.391,
"lease_rate_change_pct": -0.13,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.2
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.031,
"demand_pressure": 0.548,
"entitlement_friction": 0.24,
"labor_shortage": 1,
"portfolio_tightness": 0.593,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-102135",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:55:00Z",
"trace_id": "5a1ed493-ece4-4fde-be23-fc2505285a54"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"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": 0.123,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.438,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.26,
"battery_mwh": 8.72,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-B36C8FC211",
"grid_service_limit_mw": 6.48,
"gross_sqft": 549619,
"infill_site": true,
"lease_expiry_months": 65,
"occup... | {
"capital_availability": 0.407,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.68,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.426,
"nearby_nodes": 8,
"network_redundancy_score": 0.463,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 445... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 82.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
"occupancy_90d": 0.863,
"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": 0.289
} | {
"annualized_noi_impact_usd": -149042,
"annualized_revenue_impact_usd": -241866,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 656116,
"expansion_capture_probability_post_event": 0.152,
"lease_rate_change_pct": -1,
"occupancy_shift": -0.018,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.48
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 43.33
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.426,
"entitlement_friction": 0.426,
"labor_shortage": 1,
"portfolio_tightness": 0.635,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-102136",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:58:00Z",
"trace_id": "1b2bd416-fbde-4caf-810e-15833134aef5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.064,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.418,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.2,
"battery_mwh": 11.56,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-DDEE4C1599",
"grid_service_limit_mw": 19.84,
"gross_sqft": 1058891,
"infill_site": false,
"lease_expiry_months": 56,... | {
"capital_availability": 0.282,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.483,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.494,
"nearby_nodes": 5,
"network_redundancy_score": 0.38,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 74.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 26.9,
"dock_utilization_pct": 79.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 62.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.23,
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.5,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.338
... | {
"annualized_noi_impact_usd": -80256,
"annualized_revenue_impact_usd": -104961,
"cap_rate_pressure_pct": -0.07,
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"expansion_capture_probability_post_event": 0.289,
"lease_rate_change_pct": -1.03,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.29
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 26.29
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.282,
"demand_pressure": 0.312,
"entitlement_friction": 0.494,
"labor_shortage": 0.575,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-102137",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:13:00Z",
"trace_id": "5d859da6-43ec-4ea9-9b2f-23437d08b7e4"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.201,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.129,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.71,
"battery_mwh": 3.58,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-58E3F24299",
"grid_service_limit_mw": 23.19,
"gross_sqft": 1062106,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.119,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.344,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.495,
"nearby_nodes": 6,
"network_redundancy_score": 0.661,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 85.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.1,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probability": 0.408
... | {
"annualized_noi_impact_usd": 40444,
"annualized_revenue_impact_usd": 59902,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 479329,
"expansion_capture_probability_post_event": 0.317,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.8
},
{
"action": "activate_temp_labor",
"reason": "l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.531,
"capital_availability": 0.119,
"demand_pressure": 0.644,
"entitlement_friction": 0.495,
"labor_shortage": 0.904,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-102138",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:12:00Z",
"trace_id": "c2ff5c81-c264-49cc-a7ce-ebf266a299bb"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.087,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.314,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.34,
"battery_mwh": 11.52,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-0DE78F2AA8",
"grid_service_limit_mw": 11.32,
"gross_sqft": 716961,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.852,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.573,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.793,
"nearby_nodes": 4,
"network_redundancy_score": 0.823,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 83.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 4.33,
"tenant_expansion_probability": 0.353
} | {
"annualized_noi_impact_usd": 13581,
"annualized_revenue_impact_usd": 18138,
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"expansion_capture_probability_post_event": 0.302,
"lease_rate_change_pct": 0.85,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 26.96
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.05
},
{
"action": "escalate_utility_interconnect",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.352,
"capital_availability": 0.852,
"demand_pressure": 0.526,
"entitlement_friction": 0.793,
"labor_shortage": 0.553,
"portfolio_tightness": 0.426,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-102139",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:55:00Z",
"trace_id": "8aa281ae-eff4-4ca9-ae3f-1eb5eccdbf1b"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.268,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.243,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.68,
"battery_mwh": 8.54,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-4FDA8CC330",
"grid_service_limit_mw": 16.16,
"gross_sqft": 942809,
"infill_site": false,
"lease_expiry_months": 64,
"occ... | {
"capital_availability": 0.038,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.493,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.35,
"nearby_nodes": 5,
"network_redundancy_score": 0.627,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 85,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 2.24,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.3,
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"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 4.35,
"tenant_expansion_probability": 0.471
} | {
"annualized_noi_impact_usd": 25679,
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"expansion_capture_probability_post_event": 0.382,
"lease_rate_change_pct": 2.39,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35
},
{
"action": "offer_preemptive... | {
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"labor_shortage": 0.691,
"portfolio_tightness": 0.5,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-102140",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:00:00Z",
"trace_id": "cac9d86b-0e61-4336-b21c-eecbf2003fac"
} | {
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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-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.086,
"seasonality": 0.49,
"service_level_tar... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 24.75,
"gross_sqft": 511765,
"infill_site": true,
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"... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.811,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 188801... | [
{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_r... | {
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} | {
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"lease_rate_change_pct": -1.26,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
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{
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"score": 36.5
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.68
},
{
"action": "sh... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-102141",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:41:00Z",
"trace_id": "5daf5d34-abff-417d-8edd-3a792dc9c79d"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.406,
"seasonality": 0.49,
"service_level_targe... | {
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"gross_sqft": 527093,
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... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.9,
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"shift_fill_rate... | {
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} | {
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"score": 39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.95
},
{
"action": "deploy_peak_shavin... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-102142",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:18:00Z",
"trace_id": "b0839e63-e183-49bb-b013-d7753c82ad34"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"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"
}
} | {
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"power_intensity": 0.63,
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"servi... | {
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"gross_sqft": 1493124,
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... | {
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"spec_pipeline_sqft"... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 4.77,
"rent_growth_90d_pct": 5.38,
"tenant_expansion_probability": 0... | {
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"score": 32.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.05
},
{
... | {
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.891,
"id": "FORGE-102143",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:59:00Z",
"trace_id": "b43e632d-9505-46d4-ac44-124757abfe6e"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.318,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-8C094AEA4D",
"grid_service_limit_mw": 10.07,
"gross_sqft": 956007,
"infill_site": false,
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... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.626,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 87.8,
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"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 2.26,
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} | {
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"service_penalty_risk_us... | {
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{
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"score": 51.89
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.93
},
{
... | {
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"entitlement_friction": 0.715,
"labor_shortage": 0.848,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-102144",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:02:00Z",
"trace_id": "9d5bfba3-6451-4949-b337-f38978d80842"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.267,
"seasonality": 0.49,
"service_level_targe... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-95D2AE41FC",
"grid_service_limit_mw": 21.31,
"gross_sqft": 1362777,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.061,
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"nearby_nodes": 7,
"network_redundancy_score": 0.421,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.2,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.1,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.02,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 0.8,
"tenant_expansion_probability": 0.485
} | {
"annualized_noi_impact_usd": -20156,
"annualized_revenue_impact_usd": -33211,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 673917,
"expansion_capture_probability_post_event": 0.372,
"lease_rate_change_pct": -0.13,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.19
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.665,
"capital_availability": 0.061,
"demand_pressure": 0.627,
"entitlement_friction": 0.554,
"labor_shortage": 0.565,
"portfolio_tightness": 0.468,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-102145",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:30:00Z",
"trace_id": "de1f074d-2e72-460f-8cdf-efa75937c4c9"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.026,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.225,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.41,
"battery_mwh": 12.03,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 48,
"facility_id": "FAC-6B6B9E6DBC",
"grid_service_limit_mw": 11.39,
"gross_sqft": 486349,
"infill_site": true,
"lease_expiry_months": 71,
"occu... | {
"capital_availability": 0.222,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.561,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.346,
"nearby_nodes": 8,
"network_redundancy_score": 0.527,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 80.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.37,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 2.23,
"tenant_expansion_probability": 0.126
} | {
"annualized_noi_impact_usd": -233508,
"annualized_revenue_impact_usd": -311833,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 569813,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.72,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.09
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.61
},
{
"action": "shift_overflow_to_sat... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.921,
"capital_availability": 0.222,
"demand_pressure": 0.359,
"entitlement_friction": 0.346,
"labor_shortage": 0.73,
"portfolio_tightness": 0.621,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.745,
"id": "FORGE-102146",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:14:00Z",
"trace_id": "78f5e313-9762-46bd-a830-a4ed58645cfa"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.028,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.153,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.38,
"battery_mwh": 5.15,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-CC38295D0F",
"grid_service_limit_mw": 14.36,
"gross_sqft": 776588,
"infill_site": true,
"lease_expiry_months": 43,
"... | {
"capital_availability": 0.833,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.565,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.476,
"nearby_nodes": 4,
"network_redundancy_score": 0.84,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37,
"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"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": 2.74,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 2.94,
"rent_growth_90d_pct": 4.83,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -69858,
"annualized_revenue_impact_usd": -107358,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 626692,
"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": 0.01,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.5
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.36
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.639,
"capital_availability": 0.833,
"demand_pressure": 0.382,
"entitlement_friction": 0.476,
"labor_shortage": 0.831,
"portfolio_tightness": 0.624,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-102147",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:24:00Z",
"trace_id": "0115dcac-5dfd-4da7-91ea-5a54ae319ff1"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.404,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.419,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.42,
"battery_mwh": 3.58,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-6EC1A29DAD",
"grid_service_limit_mw": 27.45,
"gross_sqft": 1384847,
"infill_site": false,
"lease_expiry_months": 71,
"o... | {
"capital_availability": 0.104,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.259,
"nearby_nodes": 3,
"network_redundancy_score": 0.504,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 69.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 1.16,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 17843,
"annualized_revenue_impact_usd": 30253,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 577269,
"expansion_capture_probability_post_event": 0.456,
"lease_rate_change_pct": 0.7,
"occupancy_shift": -0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.3
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.906,
"capital_availability": 0.104,
"demand_pressure": 0.601,
"entitlement_friction": 0.259,
"labor_shortage": 0.75,
"portfolio_tightness": 0.512,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-102148",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:38:00Z",
"trace_id": "39640133-1e0a-409f-bf46-1ad0419d3654"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.402,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.228,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.38,
"battery_mwh": 6.65,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-3AB993B2EE",
"grid_service_limit_mw": 22.63,
"gross_sqft": 608359,
"infill_site": true,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.268,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.717,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.609,
"nearby_nodes": 4,
"network_redundancy_score": 0.768,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 133462... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 88.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.616
} | {
"annualized_noi_impact_usd": 42992,
"annualized_revenue_impact_usd": 73187,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 526224,
"expansion_capture_probability_post_event": 0.515,
"lease_rate_change_pct": 1.92,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.42
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.427,
"capital_availability": 0.268,
"demand_pressure": 0.822,
"entitlement_friction": 0.609,
"labor_shortage": 0.756,
"portfolio_tightness": 0.429,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-102149",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:50:00Z",
"trace_id": "cf4a7a94-4f75-418a-af68-8553322f6333"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"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": 0.194,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.051,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.62,
"battery_mwh": 10.62,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-EC4B3F88BE",
"grid_service_limit_mw": 8.1,
"gross_sqft": 1339534,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.515,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.232,
"nearby_nodes": 7,
"network_redundancy_score": 0.638,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 84.4,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 54.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.7,
"shift_fill_rate_pct":... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.683,
"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": 2.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.9,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 4.7,
"rent_growth_90d_pct": 4.21,
"tenant_expansion_probability": 0.522
} | {
"annualized_noi_impact_usd": 345351,
"annualized_revenue_impact_usd": 550085,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 524677,
"expansion_capture_probability_post_event": 0.488,
"lease_rate_change_pct": 1.88,
"occupancy_shift": 0.031,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.2
},
{
"action": "escala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.54,
"capital_availability": 0.515,
"demand_pressure": 0.521,
"entitlement_friction": 0.232,
"labor_shortage": 0.711,
"portfolio_tightness": 0.703,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-102150",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:32:00Z",
"trace_id": "2d73b60a-f113-4ca0-b4ce-5fe0a1c2e105"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"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": 0.075,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.156,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.24,
"battery_mwh": 1.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-508E3B8B9D",
"grid_service_limit_mw": 17.72,
"gross_sqft": 1453624,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.735,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.569,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.494,
"nearby_nodes": 4,
"network_redundancy_score": 0.628,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 198033... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 82.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 0.84,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probability": 0.24... | {
"annualized_noi_impact_usd": -214029,
"annualized_revenue_impact_usd": -320851,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 637179,
"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": -0.62,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.73
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.335,
"capital_availability": 0.735,
"demand_pressure": 0.467,
"entitlement_friction": 0.494,
"labor_shortage": 0.668,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-102151",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:08:00Z",
"trace_id": "8f2ec851-6a07-4859-aa1c-ea9d77980d59"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.217,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.236,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.69,
"battery_mwh": 7,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-626F90E0AF",
"grid_service_limit_mw": 12.62,
"gross_sqft": 973753,
"infill_site": true,
"lease_expiry_months": 71,
"occupan... | {
"capital_availability": 0.386,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.487,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.306,
"nearby_nodes": 8,
"network_redundancy_score": 0.599,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.89,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 21752,
"annualized_revenue_impact_usd": 33961,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 470384,
"expansion_capture_probability_post_event": 0.42,
"lease_rate_change_pct": 1.2,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.11
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.386,
"demand_pressure": 0.544,
"entitlement_friction": 0.306,
"labor_shortage": 0.886,
"portfolio_tightness": 0.577,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-102152",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:02:00Z",
"trace_id": "7ee756c2-1791-4d87-8e91-19cdbfca958a"
} | {
"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": 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": 0.275,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.293,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.24,
"battery_mwh": 11.2,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-8C3453F4D4",
"grid_service_limit_mw": 11.02,
"gross_sqft": 552504,
"infill_site": true,
"lease_expiry_months": 9,
"o... | {
"capital_availability": 0.768,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.817,
"nearby_nodes": 8,
"network_redundancy_score": 0.545,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 71... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.857,
"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": 2.47,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.2,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 1.06,
"tenant_expansion_probability": 0.463
} | {
"annualized_noi_impact_usd": -128350,
"annualized_revenue_impact_usd": -169137,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 718504,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": -1.44,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 43.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.53
},
{
"action": "shift_overflow_to_satellite",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.409,
"capital_availability": 0.768,
"demand_pressure": 0.607,
"entitlement_friction": 0.817,
"labor_shortage": 1,
"portfolio_tightness": 0.591,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-102153",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:19:00Z",
"trace_id": "19b4eb89-bb8b-4b6e-bdf2-cff3772c3fa9"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.069,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.319,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.27,
"battery_mwh": 6.2,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-495494AAE2",
"grid_service_limit_mw": 10.69,
"gross_sqft": 1343396,
"infill_site": true,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.797,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.679,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.56,
"nearby_nodes": 5,
"network_redundancy_score": 0.843,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 83.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"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": 2.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.7,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 3.5,
"rent_growth_90d_pct": 5,
"tenant_expansion_probability": 0.38
} | {
"annualized_noi_impact_usd": 98032,
"annualized_revenue_impact_usd": 140886,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 634261,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": 0.96,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.38
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.17
},
{
"action": "escalate_utility... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.316,
"capital_availability": 0.797,
"demand_pressure": 0.489,
"entitlement_friction": 0.56,
"labor_shortage": 0.872,
"portfolio_tightness": 0.584,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-102154",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:08:00Z",
"trace_id": "9d2e40c3-6cc4-40ea-9f71-35c570e3f47e"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.402,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.289,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.79,
"battery_mwh": 2.78,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-87F5605FF3",
"grid_service_limit_mw": 18.42,
"gross_sqft": 892016,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.3,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.631,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.748,
"nearby_nodes": 7,
"network_redundancy_score": 0.392,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 88.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.702,
"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": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.17,
"rent_growth_90d_pct": 4.49,
"tenant_expansion_probability": 0.712
} | {
"annualized_noi_impact_usd": 163141,
"annualized_revenue_impact_usd": 231123,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 370341,
"expansion_capture_probability_post_event": 0.675,
"lease_rate_change_pct": 3.71,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 35.72
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.86
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.813,
"capital_availability": 0.3,
"demand_pressure": 0.818,
"entitlement_friction": 0.748,
"labor_shortage": 0.58,
"portfolio_tightness": 0.452,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-102155",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:03:00Z",
"trace_id": "a11a1707-c796-40d8-9dd2-e0fb668d5655"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.381,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 0.08,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-09B4BD0249",
"grid_service_limit_mw": 19.09,
"gross_sqft": 1015231,
"infill_site": false,
"lease_expiry_months": 48,... | {
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"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.666,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.147,
"nearby_nodes": 8,
"network_redundancy_score": 0.479,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1981842... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 80.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.929,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 1.71,
"tenant_expansion_probability... | {
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"cap_rate_pressure_pct": -0.13,
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"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -1.81,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.22
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.361,
"entitlement_friction": 0.147,
"labor_shortage": 0.875,
"portfolio_tightness": 0.489,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-102156",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:41:00Z",
"trace_id": "1b6a9207-32af-44fa-925f-1e23d5dea8eb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.345,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.78,
"battery_mwh": 10.47,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 126,
"facility_id": "FAC-1BAA86F99C",
"grid_service_limit_mw": 13.74,
"gross_sqft": 1266898,
"infill_site": false,
"lease_expiry_months": 56,
"o... | {
"capital_availability": 0.262,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.319,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.643,
"nearby_nodes": 4,
"network_redundancy_score": 0.872,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 81.4,
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"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.43,
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.2... | {
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"annualized_revenue_impact_usd": -675731,
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"decision_horizon_days": 90,
"estimated_capex_usd": 747403,
"expansion_capture_probability_post_event": 0.144,
"lease_rate_change_pct": -0.65,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.22
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.631,
"capital_availability": 0.262,
"demand_pressure": 0.386,
"entitlement_friction": 0.643,
"labor_shortage": 0.795,
"portfolio_tightness": 0.62,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-102157",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:50:00Z",
"trace_id": "b52b2f0f-dccd-4eb6-a580-21e4380674bd"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.111,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.274,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 1.11,
"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-61FBA18F27",
"grid_service_limit_mw": 11.8,
"gross_sqft": 897143,
"infill_site": false,
"lease_expiry_months": 30,
"... | {
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"cluster_utilization_pct": 0.982,
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"cross_node_rebalancing_capacity_pct": 0.152,
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"nearby_nodes": 5,
"network_redundancy_score": 0.768,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
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"dock_utilization_pct": 80.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 87.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.96,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.933,
"rent_growth_30d_pct": 3.08,
"rent_growth_90d_pct": 4.97,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -45947,
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"decision_horizon_days": 45,
"estimated_capex_usd": 625830,
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"lease_rate_change_pct": 0.84,
"occupancy_shift": 0.006,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 50.66
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.42
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.448,
"demand_pressure": 0.348,
"entitlement_friction": 0.544,
"labor_shortage": 0.787,
"portfolio_tightness": 0.587,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-102158",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:23:00Z",
"trace_id": "fcb3a158-d36c-49e6-b70f-2205584ce349"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.267,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 2.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-574BCB9E33",
"grid_service_limit_mw": 16.09,
"gross_sqft": 290873,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.913,
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"nearby_nodes": 7,
"network_redundancy_score": 0.873,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.666,
"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": 2.09,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability": 0.519
} | {
"annualized_noi_impact_usd": 27335,
"annualized_revenue_impact_usd": 39119,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": -0.23,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.83
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 29.15
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.913,
"demand_pressure": 0.509,
"entitlement_friction": 0.683,
"labor_shortage": 0.617,
"portfolio_tightness": 0.465,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-102159",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:08:00Z",
"trace_id": "d12fdf25-6831-4817-98d2-cd30ab7ce7ec"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.246,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.388,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.74,
"battery_mwh": 8.26,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-49B9F4322E",
"grid_service_limit_mw": 7,
"gross_sqft": 961674,
"infill_site": false,
"lease_expiry_months": 66,
"oc... | {
"capital_availability": 0.355,
"cluster_utilization_pct": 0.903,
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"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.243,
"nearby_nodes": 2,
"network_redundancy_score": 0.413,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 578... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 82.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_ra... | {
"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": "moderate",
"fore... | {
"build_vs_buy_score": 2.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 4.8,
"tenant_expansion_probability": 0.494
} | {
"annualized_noi_impact_usd": 40992,
"annualized_revenue_impact_usd": 53157,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 416629,
"expansion_capture_probability_post_event": 0.405,
"lease_rate_change_pct": 2.38,
"occupancy_shift": -0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.38
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.358,
"capital_availability": 0.355,
"demand_pressure": 0.463,
"entitlement_friction": 0.243,
"labor_shortage": 0.932,
"portfolio_tightness": 0.624,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-102160",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:55:00Z",
"trace_id": "e444d3fc-b372-4331-8dcb-e07b7f6b3df3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.035,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.187,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.67,
"battery_mwh": 12.48,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-A65F1A5B45",
"grid_service_limit_mw": 10.51,
"gross_sqft": 716403,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.126,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.34,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.428,
"nearby_nodes": 7,
"network_redundancy_score": 0.441,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21719... | [
{
"appointment_fill_pct": 73.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 80.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 1.14,
"tenant_expansion_probability": 0.235
} | {
"annualized_noi_impact_usd": -127080,
"annualized_revenue_impact_usd": -211188,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 583924,
"expansion_capture_probability_post_event": 0.138,
"lease_rate_change_pct": -2.24,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.6
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.658,
"capital_availability": 0.126,
"demand_pressure": 0.327,
"entitlement_friction": 0.428,
"labor_shortage": 0.983,
"portfolio_tightness": 0.643,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-102161",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:18:00Z",
"trace_id": "47ef3c92-e1de-4b6f-9332-2045ab719010"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.434,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.173,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.47,
"battery_mwh": 11.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-8418DF1E37",
"grid_service_limit_mw": 10.97,
"gross_sqft": 1018658,
"infill_site": true,
"lease_expiry_months": 19,... | {
"capital_availability": 0.394,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.337,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.743,
"nearby_nodes": 7,
"network_redundancy_score": 0.802,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 120... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 86.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 2.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": 0.702
} | {
"annualized_noi_impact_usd": 188411,
"annualized_revenue_impact_usd": 302739,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 523353,
"expansion_capture_probability_post_event": 0.593,
"lease_rate_change_pct": 1.53,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.33
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.338,
"capital_availability": 0.394,
"demand_pressure": 0.634,
"entitlement_friction": 0.743,
"labor_shortage": 0.883,
"portfolio_tightness": 0.6,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-102162",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:33:00Z",
"trace_id": "a1ac5bea-d091-4ea2-a430-d95e23a839dc"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.033,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.472,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.75,
"battery_mwh": 3.85,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-C460842F49",
"grid_service_limit_mw": 9.67,
"gross_sqft": 1230257,
"infill_site": false,
"lease_expiry_months": 37,
"oc... | {
"capital_availability": 0.214,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.732,
"nearby_nodes": 2,
"network_redundancy_score": 0.336,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 158... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.9,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 1.07,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -384679,
"annualized_revenue_impact_usd": -513089,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 437739,
"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": -2.34,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.76
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.53
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.53,
"capital_availability": 0.214,
"demand_pressure": 0.494,
"entitlement_friction": 0.732,
"labor_shortage": 0.953,
"portfolio_tightness": 0.697,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-102163",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:17:00Z",
"trace_id": "c9301715-cec0-4b3c-acad-0cea5848bed3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.103,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.449,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.59,
"battery_mwh": 2.17,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-2DEA90213E",
"grid_service_limit_mw": 27.65,
"gross_sqft": 622210,
"infill_site": true,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.479,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.272,
"nearby_nodes": 4,
"network_redundancy_score": 0.392,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"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": 2.03,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.9,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 0.52,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -71765,
"annualized_revenue_impact_usd": -110136,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 399947,
"expansion_capture_probability_post_event": 0.233,
"lease_rate_change_pct": -1.15,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.87
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.896,
"capital_availability": 0,
"demand_pressure": 0.642,
"entitlement_friction": 0.272,
"labor_shortage": 0.625,
"portfolio_tightness": 0.519,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-102164",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:16:00Z",
"trace_id": "fe129764-481a-40e9-a87c-23ab4b494afd"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"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": 0.393,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.126,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.43,
"battery_mwh": 11.98,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-19AA79EFA4",
"grid_service_limit_mw": 16.49,
"gross_sqft": 583413,
"infill_site": false,
"lease_expiry_months": 65,
"oc... | {
"capital_availability": 0.411,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.722,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.137,
"nearby_nodes": 3,
"network_redundancy_score": 0.355,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.75,
"rent_growth_90d_pct": 3.15,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": 33998,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 534374,
"expansion_capture_probability_post_event": 0.507,
"lease_rate_change_pct": 2.05,
"occupancy_shift": 0.009,
"service_penalty_risk_usd": ... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.49
},
{
"action": "activate_temp_l... | {
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"capital_availability": 0.411,
"demand_pressure": 0.594,
"entitlement_friction": 0.137,
"labor_shortage": 0.881,
"portfolio_tightness": 0.554,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-102165",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:42:00Z",
"trace_id": "b278281a-59c4-46e3-a05f-ba61e6c3d286"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.37,
"battery_mwh": 8.9,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-CDA2687D06",
"grid_service_limit_mw": 19.79,
"gross_sqft": 622667,
"infill_site": true,
"lease_expiry_months": 20,
"... | {
"capital_availability": 0.396,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.717,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.257,
"nearby_nodes": 2,
"network_redundancy_score": 0.682,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 80.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86,
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"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 0.7,
"tenant_expansion_probability": 0.319
} | {
"annualized_noi_impact_usd": -48107,
"annualized_revenue_impact_usd": -69983,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 628053,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -1.69,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.63
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.396,
"demand_pressure": 0.352,
"entitlement_friction": 0.257,
"labor_shortage": 0.811,
"portfolio_tightness": 0.55,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-102166",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:47:00Z",
"trace_id": "a551e93b-576d-4867-8257-6316f934bbcf"
} | {
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.048,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 11.35,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-DF2D59AE68",
"grid_service_limit_mw": 15.98,
"gross_sqft": 1270476,
"infill_site": true,
"lease_expiry_months": 66,
"o... | {
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"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.331,
"nearby_nodes": 4,
"network_redundancy_score": 0.592,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 85.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 4.41,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 61609,
"annualized_revenue_impact_usd": 98271,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.348,
"lease_rate_change_pct": 2.22,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.05
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.359,
"demand_pressure": 0.624,
"entitlement_friction": 0.331,
"labor_shortage": 0.733,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-102167",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:56:00Z",
"trace_id": "8ea7a5e8-deb5-4538-84a7-dc48ef7d7248"
} | {
"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": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.263,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 3.21,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-809CC49766",
"grid_service_limit_mw": 21.88,
"gross_sqft": 745918,
"infill_site": true,
"lease_expiry_months": 35,
"occup... | {
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"cluster_utilization_pct": 0.988,
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"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.429,
"nearby_nodes": 8,
"network_redundancy_score": 0.635,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 88.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 1.81,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
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"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 1.57,
"tenant_expansion_probability": 0.65
} | {
"annualized_noi_impact_usd": 57005,
"annualized_revenue_impact_usd": 76641,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.565,
"lease_rate_change_pct": 1.48,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.49
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.447,
"demand_pressure": 0.812,
"entitlement_friction": 0.429,
"labor_shortage": 0.735,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-102168",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:20:00Z",
"trace_id": "4eae0096-c3d3-4623-87b2-2712c6fee6e9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"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": 0.459,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 0.69,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-119B14330E",
"grid_service_limit_mw": 18.81,
"gross_sqft": 473399,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.872,
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"entitlement_friction": 0.48,
"nearby_nodes": 8,
"network_redundancy_score": 0.481,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2002... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 1.66,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.96,
"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": 0,
"tenant_expansion_probability": 0.217
} | {
"annualized_noi_impact_usd": -151926,
"annualized_revenue_impact_usd": -203926,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.089,
"lease_rate_change_pct": -3.14,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.89
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.727,
"capital_availability": 0,
"demand_pressure": 0.39,
"entitlement_friction": 0.48,
"labor_shortage": 0.913,
"portfolio_tightness": 0.487,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.886,
"id": "FORGE-102169",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:34:00Z",
"trace_id": "e0aae07a-c30a-46bf-b8b1-54d4a6cc4b4d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.15,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.032,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.45,
"battery_mwh": 0.07,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-0CFD53554F",
"grid_service_limit_mw": 10.9,
"gross_sqft": 844907,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.422,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.529,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.443,
"nearby_nodes": 6,
"network_redundancy_score": 0.561,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 199... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 90.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"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": "very_high",
"foreca... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.2,
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"rent_growth_30d_pct": 4.21,
"rent_growth_90d_pct": 6.21,
"tenant_expansion_probability": 0.366
} | {
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"annualized_revenue_impact_usd": 175298,
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"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": 2.59,
"occupancy_shift": 0.028,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 37.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.99
},
{
"action": "rebalance_carr... | {
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"demand_pressure": 0.86,
"entitlement_friction": 0.443,
"labor_shortage": 0.722,
"portfolio_tightness": 0.604,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-102170",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:11:00Z",
"trace_id": "791aadec-2ed2-4814-9801-8d1db088c818"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.166,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.48,
"battery_mwh": 10.14,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-5EF22F181C",
"grid_service_limit_mw": 7.74,
"gross_sqft": 892594,
"infill_site": false,
"lease_expiry_months": 65,
"occ... | {
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"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.769,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.329,
"nearby_nodes": 2,
"network_redundancy_score": 0.512,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 88.7,
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"dock_utilization_pct": 83,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_ra... | {
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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": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability": 0.21
} | {
"annualized_noi_impact_usd": -146250,
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"expansion_capture_probability_post_event": 0.118,
"lease_rate_change_pct": -0.57,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.78
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.3
},
{
"action": "secure_pop_up_capacity",
"reason":... | {
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"capital_availability": 0.192,
"demand_pressure": 0.468,
"entitlement_friction": 0.329,
"labor_shortage": 0.891,
"portfolio_tightness": 0.614,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-102171",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:10:00Z",
"trace_id": "eee856ad-09a2-4356-a075-c85d756d64ba"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.329,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 8.87,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-BC24A6036C",
"grid_service_limit_mw": 15.68,
"gross_sqft": 294486,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.772,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.9,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"shift_fil... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.99,
"rent_growth_30d_pct": 4.08,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": ... | {
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"expansion_capture_probability_post_event": 0.702,
"lease_rate_change_pct": 2.99,
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"service_penalty_risk_us... | {
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{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.02
},
{
"action": "rebalance... | {
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"capital_availability": 0.336,
"demand_pressure": 0.798,
"entitlement_friction": 0.559,
"labor_shortage": 0.767,
"portfolio_tightness": 0.544,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-102172",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:08:00Z",
"trace_id": "a9b533d0-b3c9-46b2-9177-eaf111d03db8"
} | {
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"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.474,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 3.35,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-040E6E07F7",
"grid_service_limit_mw": 20.66,
"gross_sqft": 658863,
"infill_site": true,
"lease_expiry_months": 32,
"occu... | {
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"entitlement_friction": 0.218,
"nearby_nodes": 4,
"network_redundancy_score": 0.748,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 34.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"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": "high",
"forecast_pr... | {
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"demand_shift_vector": "none_material",
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"market_entry_score": 86.7,
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"rent_growth_30d_pct": 5.05,
"rent_growth_90d_pct": 7.56,
"tenant_expansion_probability": 0.463
} | {
"annualized_noi_impact_usd": 109863,
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"expansion_capture_probability_post_event": 0.464,
"lease_rate_change_pct": 4.67,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 33.24
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 27.8
},
{
"action": "... | {
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"labor_shortage": 0.501,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-102173",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:58:00Z",
"trace_id": "bdacafdb-59cc-4eaf-9d88-5c496bd682b1"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.284,
"seasonality": 0.33,
"service... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-14B8A0EAC5",
"grid_service_limit_mw": 20.91,
"gross_sqft": 980146,
"infill_site": false,
"lease_expiry_months": 12,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.404,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 86,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.72,
"rent_growth_90d_pct": 6.11,
"tenant_expansion_probability": 0.677
} | {
"annualized_noi_impact_usd": 213205,
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"lease_rate_change_pct": 4.19,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.06
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.05
},
{
"action": "shift_overflow_to_s... | {
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"entitlement_friction": 0.754,
"labor_shortage": 0.555,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-102174",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:47:00Z",
"trace_id": "66df56f9-171e-4264-945b-e31108d4bf8d"
} | {
"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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{
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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": 8.8,
"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": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.171,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.3,
"battery_mwh": 0.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-CA9F3B28A9",
"grid_service_limit_mw": 7.52,
"gross_sqft": 762985,
"infill_site": false,
"lease_expiry_months": 9,
"oc... | {
"capital_availability": 0.568,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.711,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.688,
"nearby_nodes": 5,
"network_redundancy_score": 0.635,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"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": "high",
"forecast_... | {
"build_vs_buy_score": 2.47,
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 0.7,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -108387,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 783173,
"expansion_capture_probability_post_event": 0.374,
"lease_rate_change_pct": -1.21,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.8
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.51,
"entitlement_friction": 0.688,
"labor_shortage": 0.983,
"portfolio_tightness": 0.631,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-102175",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:09:00Z",
"trace_id": "7a901226-0800-4c98-824e-a1c68192e4b6"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "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": "250m_500m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.466,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.52,
"battery_mwh": 10.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-927529A33D",
"grid_service_limit_mw": 12.68,
"gross_sqft": 737107,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.692,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.643,
"nearby_nodes": 8,
"network_redundancy_score": 0.56,
"portfolio_cluster": "new_jersey_exit_8a",
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... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.6,
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"rent_growth_30d_pct": 2.73,
"rent_growth_90d_pct": 2.57,
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} | {
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"annualized_revenue_impact_usd": 111153,
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"expansion_capture_probability_post_event": 0.511,
"lease_rate_change_pct": 1.18,
"occupancy_shift": -0.001,
"service_penalty_risk_... | {
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{
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"score": 40.72
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.92
},
{
... | {
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"demand_pressure": 0.619,
"entitlement_friction": 0.643,
"labor_shortage": 1,
"portfolio_tightness": 0.675,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-102176",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:18:00Z",
"trace_id": "362fea56-5cc4-46dc-bbe9-7db79d12a6c2"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.038,
"seasonality": 0.74,
"servic... | {
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"battery_mwh": 11.37,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-AEC04C7015",
"grid_service_limit_mw": 12.95,
"gross_sqft": 251159,
"infill_site": true,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.185,
"cluster_utilization_pct": 0.845,
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"nearby_nodes": 2,
"network_redundancy_score": 0.436,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1788836... | [
{
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"dock_utilization_pct": 85.1,
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"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_ra... | {
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"confidence_band": "high",
"forecast_pr... | {
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"rent_growth_90d_pct": 0.74,
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} | {
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"lease_rate_change_pct": -1.59,
"occupancy_shift": 0.02,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.28
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.4
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
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"demand_pressure": 0.635,
"entitlement_friction": 0.182,
"labor_shortage": 0.703,
"portfolio_tightness": 0.415,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-102177",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:09:00Z",
"trace_id": "3690715b-2220-4e16-bd2c-0f5affe7838c"
} | {
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.448,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 8.28,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-CEDBD55522",
"grid_service_limit_mw": 21.27,
"gross_sqft": 596308,
"infill_site": true,
"lease_expiry_months": 43,
"occu... | {
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"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.439,
"nearby_nodes": 2,
"network_redundancy_score": 0.494,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 710744... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"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": "high",
"forecast_pr... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 0.91,
"tenant_expansion_probability": 0.476
} | {
"annualized_noi_impact_usd": -11688,
"annualized_revenue_impact_usd": -16378,
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"expansion_capture_probability_post_event": 0.393,
"lease_rate_change_pct": -0.28,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.13
},
{
"action": "activate_temp_... | {
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"demand_pressure": 0.752,
"entitlement_friction": 0.439,
"labor_shortage": 0.856,
"portfolio_tightness": 0.408,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-102178",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:42:00Z",
"trace_id": "dc3116df-4de1-48cc-b3da-b84ab401c683"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
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"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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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.092,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 1.67,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-CC5D9A7748",
"grid_service_limit_mw": 11.11,
"gross_sqft": 1195625,
"infill_site": false,
"lease_expiry_months": 23,
"o... | {
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"cross_node_rebalancing_capacity_pct": 0.082,
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"nearby_nodes": 5,
"network_redundancy_score": 0.557,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 85.6,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
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"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 1.43,
"tenant_expansion_probability": 0.484
} | {
"annualized_noi_impact_usd": 63173,
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"lease_rate_change_pct": 0.5,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.1
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.318,
"capital_availability": 0.564,
"demand_pressure": 0.667,
"entitlement_friction": 0.132,
"labor_shortage": 0.679,
"portfolio_tightness": 0.377,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-102179",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:02:00Z",
"trace_id": "5c2a312f-2bec-4eee-923e-e69f643a3442"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.045,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.4,
"battery_mwh": 11.97,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-E3096ACEC6",
"grid_service_limit_mw": 26.17,
"gross_sqft": 641310,
"infill_site": true,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.259,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.528,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.612,
"nearby_nodes": 7,
"network_redundancy_score": 0.389,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 86,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 4.4,
"tenant_expansion_probability": 0.324
} | {
"annualized_noi_impact_usd": 8360,
"annualized_revenue_impact_usd": 12987,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 567840,
"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": 1.17,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.7
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.78
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.386,
"capital_availability": 0.259,
"demand_pressure": 0.661,
"entitlement_friction": 0.612,
"labor_shortage": 0.671,
"portfolio_tightness": 0.5,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-102180",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:26:00Z",
"trace_id": "c0006099-0359-4a97-95a2-3372149d3ff6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.415,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.181,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.48,
"battery_mwh": 11.61,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-22A8947C99",
"grid_service_limit_mw": 21.56,
"gross_sqft": 920262,
"infill_site": true,
"lease_expiry_months": 71,
"occu... | {
"capital_availability": 0.765,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.589,
"nearby_nodes": 7,
"network_redundancy_score": 0.866,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.4,
"dock_utilization_pct": 87.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.856,
"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": 2.25,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 1.62,
"tenant_expansion_probability": 0.627
} | {
"annualized_noi_impact_usd": 97789,
"annualized_revenue_impact_usd": 149037,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 674259,
"expansion_capture_probability_post_event": 0.504,
"lease_rate_change_pct": 0.55,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 47.38
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.18
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.274,
"capital_availability": 0.765,
"demand_pressure": 0.753,
"entitlement_friction": 0.589,
"labor_shortage": 0.902,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-102181",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:58:00Z",
"trace_id": "a74750ae-ccf7-43ba-a6c6-1bb4ee6ec395"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.162,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.131,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.22,
"battery_mwh": 5.46,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-3F9D1B229C",
"grid_service_limit_mw": 22.88,
"gross_sqft": 1075701,
"infill_site": true,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.496,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.709,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.254,
"nearby_nodes": 2,
"network_redundancy_score": 0.832,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 82.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 3.54,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": -51581,
"annualized_revenue_impact_usd": -85137,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 461081,
"expansion_capture_probability_post_event": 0.295,
"lease_rate_change_pct": 1.25,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.06
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.56,
"capital_availability": 0.496,
"demand_pressure": 0.454,
"entitlement_friction": 0.254,
"labor_shortage": 0.693,
"portfolio_tightness": 0.56,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-102182",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:58:00Z",
"trace_id": "058a47f0-b876-4cfe-afc9-a284572f1ecc"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.16,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.038,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.4,
"battery_mwh": 5.29,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 25,
"facility_id": "FAC-DDF82D602A",
"grid_service_limit_mw": 18.82,
"gross_sqft": 251140,
"infill_site": true,
"lease_expiry_months": 19,
"occup... | {
"capital_availability": 0.49,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.594,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.157,
"nearby_nodes": 4,
"network_redundancy_score": 0.7,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9687... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 81.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.735,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": -0.22,
"rent_growth_90d_pct": -0.24,
"tenant_expansion_probability": 0.335
} | {
"annualized_noi_impact_usd": -11523,
"annualized_revenue_impact_usd": -15597,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 389795,
"expansion_capture_probability_post_event": 0.276,
"lease_rate_change_pct": -1.19,
"occupancy_shift": 0.015,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.44
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.596,
"capital_availability": 0.49,
"demand_pressure": 0.475,
"entitlement_friction": 0.157,
"labor_shortage": 0.633,
"portfolio_tightness": 0.304,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-102183",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:05:00Z",
"trace_id": "d146072f-b6a1-45b9-978f-cf749ffc36d7"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.423,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.118,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.69,
"battery_mwh": 7.26,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-79D3525770",
"grid_service_limit_mw": 27.59,
"gross_sqft": 837208,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.65,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.393,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.322,
"nearby_nodes": 5,
"network_redundancy_score": 0.763,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 83.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probability": 0.613... | {
"annualized_noi_impact_usd": 70886,
"annualized_revenue_impact_usd": 102633,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 451777,
"expansion_capture_probability_post_event": 0.526,
"lease_rate_change_pct": 1.14,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.95
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.842,
"capital_availability": 0.65,
"demand_pressure": 0.545,
"entitlement_friction": 0.322,
"labor_shortage": 0.599,
"portfolio_tightness": 0.508,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-102184",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:08:00Z",
"trace_id": "f2da42ea-a0b4-487a-8fdd-6c17f4f8d21f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.039,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.474,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.57,
"battery_mwh": 0.81,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-30EE6CC2C2",
"grid_service_limit_mw": 24.64,
"gross_sqft": 827651,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.02,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.658,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.155,
"nearby_nodes": 3,
"network_redundancy_score": 0.633,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 78.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.8,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": -0.03,
"rent_growth_90d_pct": 1.17,
"tenant_expansion_probability": 0.125
} | {
"annualized_noi_impact_usd": -204219,
"annualized_revenue_impact_usd": -288185,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 590962,
"expansion_capture_probability_post_event": 0.023,
"lease_rate_change_pct": -1.92,
"occupancy_shift": -0.026,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.99
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.8,
"capital_availability": 0.02,
"demand_pressure": 0.272,
"entitlement_friction": 0.155,
"labor_shortage": 0.577,
"portfolio_tightness": 0.489,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-102185",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:55:00Z",
"trace_id": "2bcf1715-a57d-44ad-8484-d05575c09162"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"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": 0.06,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.061,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.66,
"battery_mwh": 11.94,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-6332E91666",
"grid_service_limit_mw": 10.25,
"gross_sqft": 1012654,
"infill_site": false,
"lease_expiry_months": 27,
"... | {
"capital_availability": 0.428,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.354,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.855,
"nearby_nodes": 7,
"network_redundancy_score": 0.366,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.61,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 71.9,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 3.02,
"rent_growth_90d_pct": 4.5,
"tenant_expansion_probability": 0.295
} | {
"annualized_noi_impact_usd": -137491,
"annualized_revenue_impact_usd": -202004,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 641447,
"expansion_capture_probability_post_event": 0.173,
"lease_rate_change_pct": -0.13,
"occupancy_shift": 0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.94
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.74
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.28,
"capital_availability": 0.428,
"demand_pressure": 0.545,
"entitlement_friction": 0.855,
"labor_shortage": 0.999,
"portfolio_tightness": 0.714,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-102186",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:58:00Z",
"trace_id": "38ec34ba-4f1e-4d2d-b3e7-cc3538b743ea"
} | {
"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": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.235,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.368,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.32,
"battery_mwh": 7.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-44298A6E37",
"grid_service_limit_mw": 10.93,
"gross_sqft": 559054,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.721,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.621,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.53,
"nearby_nodes": 3,
"network_redundancy_score": 0.839,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.649,
"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": 2.81,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 3.67,
"rent_growth_90d_pct": 4.63,
"tenant_expansion_probability": 0.596
} | {
"annualized_noi_impact_usd": 103265,
"annualized_revenue_impact_usd": 174174,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 482563,
"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 2.57,
"occupancy_shift": 0.017,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.53
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.488,
"capital_availability": 0.721,
"demand_pressure": 0.487,
"entitlement_friction": 0.53,
"labor_shortage": 0.756,
"portfolio_tightness": 0.631,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-102187",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:07:00Z",
"trace_id": "7b276ae7-0999-4604-a51b-4795f11acb03"
} | {
"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": 8.9,
"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": 0.22,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.198,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.82,
"battery_mwh": 12.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-3ABD0E5CE7",
"grid_service_limit_mw": 13.94,
"gross_sqft": 922538,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.676,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.446,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.421,
"nearby_nodes": 5,
"network_redundancy_score": 0.422,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 56.4,
"dock_utilization_pct": 90.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"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": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.8,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 3.56,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability": 0.441
} | {
"annualized_noi_impact_usd": 39824,
"annualized_revenue_impact_usd": 64029,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 614637,
"expansion_capture_probability_post_event": 0.347,
"lease_rate_change_pct": 0.01,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.3
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.58,
"capital_availability": 0.676,
"demand_pressure": 0.851,
"entitlement_friction": 0.421,
"labor_shortage": 0.926,
"portfolio_tightness": 0.578,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-102188",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:58:00Z",
"trace_id": "12ae2204-8754-4c3b-8e03-df9e63d684ae"
} | {
"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": 7.2,
"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": 0.019,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.49,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.43,
"battery_mwh": 6.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-4D9DD70CBB",
"grid_service_limit_mw": 20.03,
"gross_sqft": 1250564,
"infill_site": false,
"lease_expiry_months": 37,... | {
"capital_availability": 0.92,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.349,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.232,
"nearby_nodes": 8,
"network_redundancy_score": 0.691,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 598737,... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.3,
"dock_utilization_pct": 78,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"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": 2.34,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.2,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 0.19,
"tenant_expansion_probability": 0.255
} | {
"annualized_noi_impact_usd": -221298,
"annualized_revenue_impact_usd": -318853,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 581527,
"expansion_capture_probability_post_event": 0.202,
"lease_rate_change_pct": -2.98,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.99
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.72
},
{
"action": "monitor_and_stage",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.294,
"capital_availability": 0.92,
"demand_pressure": 0.258,
"entitlement_friction": 0.232,
"labor_shortage": 0.824,
"portfolio_tightness": 0.413,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-102189",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:35:00Z",
"trace_id": "093498fc-6026-4e6c-b0c5-a9e13a36669a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.245,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.466,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.55,
"battery_mwh": 9.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-088DBEC759",
"grid_service_limit_mw": 20.64,
"gross_sqft": 1213772,
"infill_site": true,
"lease_expiry_months": 13,
"oc... | {
"capital_availability": 0.405,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.68,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.352,
"nearby_nodes": 5,
"network_redundancy_score": 0.612,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 85.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.7,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.43,
"rent_growth_90d_pct": 4.03,
"tenant_expansion_probability": 0.579
} | {
"annualized_noi_impact_usd": 110884,
"annualized_revenue_impact_usd": 149692,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 522574,
"expansion_capture_probability_post_event": 0.536,
"lease_rate_change_pct": 1.97,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.96
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.87
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.068,
"capital_availability": 0.405,
"demand_pressure": 0.599,
"entitlement_friction": 0.352,
"labor_shortage": 0.686,
"portfolio_tightness": 0.557,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-102190",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:56:00Z",
"trace_id": "17b5bd17-01d0-40ab-b1e2-cc6b2043f003"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"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": 0.197,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.034,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.29,
"battery_mwh": 4.08,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-1A64BD9E77",
"grid_service_limit_mw": 15.04,
"gross_sqft": 519065,
"infill_site": true,
"lease_expiry_months": 65,
"occup... | {
"capital_availability": 0.133,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.748,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.503,
"nearby_nodes": 8,
"network_redundancy_score": 0.342,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 84.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 3.21,
"tenant_expansion_probability": 0.33
} | {
"annualized_noi_impact_usd": -25024,
"annualized_revenue_impact_usd": -40239,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 716800,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": 0.32,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.12
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.55
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.762,
"capital_availability": 0.133,
"demand_pressure": 0.562,
"entitlement_friction": 0.503,
"labor_shortage": 0.741,
"portfolio_tightness": 0.522,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-102191",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:47:00Z",
"trace_id": "ceda696e-367b-4363-99df-68d24151bcd2"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.287,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.256,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.44,
"battery_mwh": 10.42,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-EC5CB91E86",
"grid_service_limit_mw": 18.19,
"gross_sqft": 966358,
"infill_site": false,
"lease_expiry_months": 70,
"oc... | {
"capital_availability": 0.219,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.379,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.215,
"nearby_nodes": 2,
"network_redundancy_score": 0.774,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2085379... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 84.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.498
} | {
"annualized_noi_impact_usd": 3136,
"annualized_revenue_impact_usd": 4731,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 576559,
"expansion_capture_probability_post_event": 0.417,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0.004,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.68
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.36
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.398,
"capital_availability": 0.219,
"demand_pressure": 0.563,
"entitlement_friction": 0.215,
"labor_shortage": 0.627,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-102192",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:02:00Z",
"trace_id": "bba5961f-a406-46b1-b424-1ed0cd7f999b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "development_timing_risk",
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.015,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.383,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.54,
"battery_mwh": 3.96,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-1F47C08CA6",
"grid_service_limit_mw": 17.39,
"gross_sqft": 330118,
"infill_site": true,
"lease_expiry_months": 49,
"occu... | {
"capital_availability": 0.134,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.437,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.518,
"nearby_nodes": 8,
"network_redundancy_score": 0.538,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 91310,... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 79.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"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": 1.7,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.9,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": -0.65,
"rent_growth_90d_pct": -1.9,
"tenant_expansion_probability": 0.147
} | {
"annualized_noi_impact_usd": -86198,
"annualized_revenue_impact_usd": -112340,
"cap_rate_pressure_pct": -0.36,
"decision_horizon_days": 90,
"estimated_capex_usd": 513558,
"expansion_capture_probability_post_event": 0.054,
"lease_rate_change_pct": -4.43,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.84
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.837,
"capital_availability": 0.134,
"demand_pressure": 0.36,
"entitlement_friction": 0.518,
"labor_shortage": 0.777,
"portfolio_tightness": 0.419,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-102193",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:40:00Z",
"trace_id": "7545e9ba-f5fd-4840-ac7f-4df4a86703d3"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.358,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.284,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.23,
"battery_mwh": 6.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-370C753304",
"grid_service_limit_mw": 25.18,
"gross_sqft": 873886,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.204,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.269,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.45,
"nearby_nodes": 5,
"network_redundancy_score": 0.833,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 156349,
... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.7,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 1.25,
"tenant_expansion_probability": 0.623
} | {
"annualized_noi_impact_usd": 59570,
"annualized_revenue_impact_usd": 96064,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 669454,
"expansion_capture_probability_post_event": 0.564,
"lease_rate_change_pct": 0.41,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.01
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.609,
"capital_availability": 0.204,
"demand_pressure": 0.576,
"entitlement_friction": 0.45,
"labor_shortage": 0.709,
"portfolio_tightness": 0.455,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-102194",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:19:00Z",
"trace_id": "d63f2f73-53b8-4c9c-89e9-5355f924a134"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.133,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.4,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.73,
"battery_mwh": 11.8,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-EF19B4646D",
"grid_service_limit_mw": 14.67,
"gross_sqft": 1098986,
"infill_site": true,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.424,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.601,
"nearby_nodes": 6,
"network_redundancy_score": 0.471,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 83,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 2.61,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.4,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 4.11,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -189741,
"annualized_revenue_impact_usd": -269988,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 600902,
"expansion_capture_probability_post_event": 0.286,
"lease_rate_change_pct": 0.74,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.9
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.48
},
{
"action": "secure_pop_up_capacity",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.276,
"capital_availability": 0.424,
"demand_pressure": 0.481,
"entitlement_friction": 0.601,
"labor_shortage": 0.993,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-102195",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:14:00Z",
"trace_id": "81bac6a3-1fb9-43c2-8648-dc362821db20"
} | {
"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": 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": true,
"growth_rate": 0.218,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.251,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.53,
"battery_mwh": 2.53,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-F2117D7FF4",
"grid_service_limit_mw": 15.68,
"gross_sqft": 562088,
"infill_site": true,
"lease_expiry_months": 14,
"occu... | {
"capital_availability": 0.369,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.353,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.492,
"nearby_nodes": 8,
"network_redundancy_score": 0.824,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 83.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"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": 1.98,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 1.57,
"tenant_expansion_probability": 0.482
} | {
"annualized_noi_impact_usd": 8002,
"annualized_revenue_impact_usd": 12858,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 595224,
"expansion_capture_probability_post_event": 0.435,
"lease_rate_change_pct": -0.13,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.49
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.91
},
{
"action": "r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.256,
"capital_availability": 0.369,
"demand_pressure": 0.581,
"entitlement_friction": 0.492,
"labor_shortage": 0.623,
"portfolio_tightness": 0.323,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-102196",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:46:00Z",
"trace_id": "0aece04e-e997-4fee-92b5-3a274dff159c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.135,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.318,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.3,
"battery_mwh": 4.21,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-33A162DDC8",
"grid_service_limit_mw": 14.07,
"gross_sqft": 597175,
"infill_site": true,
"lease_expiry_months": 33,
"occup... | {
"capital_availability": 0.449,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.566,
"nearby_nodes": 5,
"network_redundancy_score": 0.32,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 81.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.9,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -30216,
"annualized_revenue_impact_usd": -43431,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 631068,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -0.9,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.07
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.06
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.677,
"capital_availability": 0.449,
"demand_pressure": 0.422,
"entitlement_friction": 0.566,
"labor_shortage": 0.876,
"portfolio_tightness": 0.554,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-102197",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:20:00Z",
"trace_id": "1966cce2-e08d-4846-b49a-182ac6f05ee7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.246,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.27,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.79,
"battery_mwh": 0.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-8DABA3C6EF",
"grid_service_limit_mw": 13.83,
"gross_sqft": 945521,
"infill_site": false,
"lease_expiry_months": 34,
"occ... | {
"capital_availability": 0.299,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.427,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.227,
"nearby_nodes": 7,
"network_redundancy_score": 0.871,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 90.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"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": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 4.83,
"rent_growth_90d_pct": 6.02,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 204769,
"annualized_revenue_impact_usd": 313608,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 407840,
"expansion_capture_probability_post_event": 0.539,
"lease_rate_change_pct": 3.83,
"occupancy_shift": 0.038,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.64
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.08
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.305,
"capital_availability": 0.299,
"demand_pressure": 0.888,
"entitlement_friction": 0.227,
"labor_shortage": 0.668,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-102198",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:27:00Z",
"trace_id": "187fdeca-2a97-43ab-8e5d-07e7163389ca"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.367,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.347,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.69,
"battery_mwh": 7.17,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-AE035862E4",
"grid_service_limit_mw": 23.76,
"gross_sqft": 842616,
"infill_site": false,
"lease_expiry_months": 57,
"occ... | {
"capital_availability": 0.172,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.326,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.581,
"nearby_nodes": 6,
"network_redundancy_score": 0.764,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 87.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_f... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.543
} | {
"annualized_noi_impact_usd": 18955,
"annualized_revenue_impact_usd": 28738,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 435453,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 1.1,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34
},
{
"action": "rebalance_carrier_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.686,
"capital_availability": 0.172,
"demand_pressure": 0.748,
"entitlement_friction": 0.581,
"labor_shortage": 0.624,
"portfolio_tightness": 0.414,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-102199",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:17:00Z",
"trace_id": "a4feed15-85fa-4aba-b2ef-4ca040fabfdb"
} | {
"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": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.34,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.105,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.46,
"battery_mwh": 6.07,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 42,
"facility_id": "FAC-CD8322924F",
"grid_service_limit_mw": 14.24,
"gross_sqft": 429372,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.25,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.625,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.288,
"nearby_nodes": 5,
"network_redundancy_score": 0.847,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 84.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.487
} | {
"annualized_noi_impact_usd": -23637,
"annualized_revenue_impact_usd": -36219,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 731648,
"expansion_capture_probability_post_event": 0.372,
"lease_rate_change_pct": 0.48,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.94
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.89
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.332,
"capital_availability": 0.25,
"demand_pressure": 0.633,
"entitlement_friction": 0.288,
"labor_shortage": 0.765,
"portfolio_tightness": 0.369,
"... |
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