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": 0.827,
"id": "FORGE-101500",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:18:00Z",
"trace_id": "5fcaed26-0061-4b75-9b5e-2fbaaaa00a83"
} | {
"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": "labor_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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.045,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.468,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.64,
"battery_mwh": 11.56,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-917C3DDD42",
"grid_service_limit_mw": 21.69,
"gross_sqft": 800563,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.338,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.607,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.199,
"nearby_nodes": 5,
"network_redundancy_score": 0.8,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 74,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 79.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"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": 2.29,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.5,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 0.5,
"rent_growth_90d_pct": 0.01,
"tenant_expansion_probability": 0.219
} | {
"annualized_noi_impact_usd": -215160,
"annualized_revenue_impact_usd": -308683,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 405375,
"expansion_capture_probability_post_event": 0.132,
"lease_rate_change_pct": -2.65,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.87
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.417,
"capital_availability": 0.338,
"demand_pressure": 0.311,
"entitlement_friction": 0.199,
"labor_shortage": 0.833,
"portfolio_tightness": 0.471,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-101501",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:55:00Z",
"trace_id": "0d66cbf9-2723-4592-8cf1-08f8a1b38904"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.275,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.193,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.43,
"battery_mwh": 12.16,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-FEEB8C489A",
"grid_service_limit_mw": 23.53,
"gross_sqft": 1336173,
"infill_site": false,
"lease_expiry_months": 60,
"... | {
"capital_availability": 0.582,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.441,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.678,
"nearby_nodes": 5,
"network_redundancy_score": 0.312,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 194819... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 25.7,
"dock_utilization_pct": 81,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 63.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.626,
"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": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.582
} | {
"annualized_noi_impact_usd": 167171,
"annualized_revenue_impact_usd": 243216,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 379340,
"expansion_capture_probability_post_event": 0.546,
"lease_rate_change_pct": 1.89,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.88
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.7
},
{
"action": "monitor_and_stage",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.43,
"capital_availability": 0.582,
"demand_pressure": 0.402,
"entitlement_friction": 0.678,
"labor_shortage": 0.441,
"portfolio_tightness": 0.466,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-101502",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:32:00Z",
"trace_id": "8e929f85-2a68-4ba5-8f45-435f5c70ab80"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.347,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.324,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.79,
"battery_mwh": 6.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 118,
"facility_id": "FAC-57711BBBA5",
"grid_service_limit_mw": 25.09,
"gross_sqft": 1183040,
"infill_site": true,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.436,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.593,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.238,
"nearby_nodes": 8,
"network_redundancy_score": 0.857,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 191318,... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 28.1,
"dock_utilization_pct": 83.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.7,
"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": "very_high",
"fo... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.1,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 4.3,
"tenant_expansion_probability": 0.558
} | {
"annualized_noi_impact_usd": 184984,
"annualized_revenue_impact_usd": 244192,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 637660,
"expansion_capture_probability_post_event": 0.507,
"lease_rate_change_pct": 2.98,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.52
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.91
},
{
"action": "deploy_peak_shaving... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.793,
"capital_availability": 0.436,
"demand_pressure": 0.539,
"entitlement_friction": 0.238,
"labor_shortage": 0.486,
"portfolio_tightness": 0.386,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-101503",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T04:04:00Z",
"trace_id": "60d8ac29-9a37-44de-9a9c-a0b08ffe5733"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.197,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.323,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.37,
"battery_mwh": 5.19,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-3B5478C853",
"grid_service_limit_mw": 25.24,
"gross_sqft": 865872,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.539,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.312,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.163,
"nearby_nodes": 2,
"network_redundancy_score": 0.657,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 214736... | [
{
"appointment_fill_pct": 87,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 79.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 0.31,
"rent_growth_90d_pct": 0.39,
"tenant_expansion_probability": 0.347
} | {
"annualized_noi_impact_usd": -67700,
"annualized_revenue_impact_usd": -112927,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 521568,
"expansion_capture_probability_post_event": 0.242,
"lease_rate_change_pct": -1.54,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.3
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.42
},
{
"action": "escalate_utility_interconnect... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.289,
"capital_availability": 0.539,
"demand_pressure": 0.361,
"entitlement_friction": 0.163,
"labor_shortage": 0.826,
"portfolio_tightness": 0.388,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-101504",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T05:29:00Z",
"trace_id": "dec32f45-73c5-401c-af5e-6700086000b5"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.255,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.313,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.21,
"battery_mwh": 8.8,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-9A85E62B34",
"grid_service_limit_mw": 12.2,
"gross_sqft": 931666,
"infill_site": false,
"lease_expiry_months": 42,
"... | {
"capital_availability": 0.363,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.11,
"nearby_nodes": 6,
"network_redundancy_score": 0.741,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 1.81,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0.439... | {
"annualized_noi_impact_usd": -34218,
"annualized_revenue_impact_usd": -55059,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 505200,
"expansion_capture_probability_post_event": 0.349,
"lease_rate_change_pct": 1.54,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.97
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.363,
"demand_pressure": 0.554,
"entitlement_friction": 0.11,
"labor_shortage": 0.878,
"portfolio_tightness": 0.558,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-101505",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:10:00Z",
"trace_id": "090c15fc-4ffa-4728-ad15-8cafa2394a54"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.1,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.393,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.44,
"battery_mwh": 2.29,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-9A4A073C79",
"grid_service_limit_mw": 22.62,
"gross_sqft": 935645,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.441,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.534,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.794,
"nearby_nodes": 4,
"network_redundancy_score": 0.472,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 82.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.53,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability": 0.215
} | {
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"annualized_revenue_impact_usd": -228798,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 30,
"estimated_capex_usd": 578916,
"expansion_capture_probability_post_event": 0.089,
"lease_rate_change_pct": -2.39,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.79
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.7
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.865,
"capital_availability": 0.441,
"demand_pressure": 0.463,
"entitlement_friction": 0.794,
"labor_shortage": 0.657,
"portfolio_tightness": 0.562,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-101506",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:48:00Z",
"trace_id": "b25ebed5-32a7-432d-a957-27d865a2b21d"
} | {
"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": 6.6,
"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": 0.071,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.413,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.57,
"battery_mwh": 0.17,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-4738186D7E",
"grid_service_limit_mw": 14.81,
"gross_sqft": 1288522,
"infill_site": false,
"lease_expiry_months": 44,
"o... | {
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"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.423,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.366,
"nearby_nodes": 6,
"network_redundancy_score": 0.513,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 77.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.632,
"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": 1.98,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.4,
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"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability": 0.293
} | {
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"annualized_revenue_impact_usd": -182946,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 498699,
"expansion_capture_probability_post_event": 0.253,
"lease_rate_change_pct": -0.7,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 26.85
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.52
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.496,
"demand_pressure": 0.243,
"entitlement_friction": 0.366,
"labor_shortage": 0.402,
"portfolio_tightness": 0.361,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-101507",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:48:00Z",
"trace_id": "b94ac910-43f7-4626-bc2d-99e02e8a7be5"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.065,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.411,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.59,
"battery_mwh": 11.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 34,
"facility_id": "FAC-AF38A8053C",
"grid_service_limit_mw": 10.91,
"gross_sqft": 341647,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.134,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.291,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.702,
"nearby_nodes": 6,
"network_redundancy_score": 0.725,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24,
"shift_fill_ra... | {
"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": "moderate",
"for... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0.192
} | {
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"annualized_revenue_impact_usd": -229204,
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"decision_horizon_days": 60,
"estimated_capex_usd": 782591,
"expansion_capture_probability_post_event": 0.062,
"lease_rate_change_pct": -1.9,
"occupancy_shift": -0.014,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.89
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.89
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.966,
"capital_availability": 0.134,
"demand_pressure": 0.434,
"entitlement_friction": 0.702,
"labor_shortage": 0.815,
"portfolio_tightness": 0.685,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-101508",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:15:00Z",
"trace_id": "3e2c5fc2-52b3-4f92-aafe-59dbef666fa1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.206,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.071,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.62,
"battery_mwh": 11.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-C20582835E",
"grid_service_limit_mw": 15.23,
"gross_sqft": 792499,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.283,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.542,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.887,
"nearby_nodes": 4,
"network_redundancy_score": 0.528,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.7,
"dock_utilization_pct": 84.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.682,
"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": 2.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.1,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 4.11,
"rent_growth_90d_pct": 3.15,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 117898,
"annualized_revenue_impact_usd": 165635,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 598063,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 0.54,
"occupancy_shift": 0.026,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.85
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.3
},
{
"action": "shift_overflow_to_satellite",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.35,
"capital_availability": 0.283,
"demand_pressure": 0.515,
"entitlement_friction": 0.887,
"labor_shortage": 0.56,
"portfolio_tightness": 0.698,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-101509",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:36:00Z",
"trace_id": "c512a682-0507-4682-b91d-b8a7cb520a02"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.368,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.262,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.79,
"battery_mwh": 3.67,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-29B80D8A65",
"grid_service_limit_mw": 12.37,
"gross_sqft": 515712,
"infill_site": false,
"lease_expiry_months": 60,
"occ... | {
"capital_availability": 0.529,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.766,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.228,
"nearby_nodes": 2,
"network_redundancy_score": 0.502,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.4,
"dock_utilization_pct": 89,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 4.11,
"rent_growth_90d_pct": 2.78,
"tenant_expansion_probability": 0.654
} | {
"annualized_noi_impact_usd": 173851,
"annualized_revenue_impact_usd": 241482,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 492266,
"expansion_capture_probability_post_event": 0.578,
"lease_rate_change_pct": 2.07,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.45
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.404,
"capital_availability": 0.529,
"demand_pressure": 0.784,
"entitlement_friction": 0.228,
"labor_shortage": 0.908,
"portfolio_tightness": 0.629,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-101510",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T03:44:00Z",
"trace_id": "e8776deb-02df-41df-a6c2-817d311a0f8f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.285,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.248,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.47,
"battery_mwh": 0.69,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-301A2EA7D8",
"grid_service_limit_mw": 7.32,
"gross_sqft": 950855,
"infill_site": true,
"lease_expiry_months": 54,
"... | {
"capital_availability": 0.465,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.632,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.439,
"nearby_nodes": 5,
"network_redundancy_score": 0.514,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 82.6,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 65.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.37,
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"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability": 0.47... | {
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"annualized_revenue_impact_usd": -45244,
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"decision_horizon_days": 60,
"estimated_capex_usd": 618246,
"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": -0.3,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.19
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.1
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.449,
"entitlement_friction": 0.439,
"labor_shortage": 0.94,
"portfolio_tightness": 0.604,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-101511",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:34:00Z",
"trace_id": "9765d899-bb56-4b57-afb5-8033569751a9"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.236,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.097,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.72,
"battery_mwh": 7.27,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-FF51804546",
"grid_service_limit_mw": 12.13,
"gross_sqft": 663729,
"infill_site": false,
"lease_expiry_months": 68,
"occ... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.569,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.402,
"nearby_nodes": 6,
"network_redundancy_score": 0.441,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
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"dock_utilization_pct": 82.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.9,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.978,
"rent_growth_30d_pct": 3.55,
"rent_growth_90d_pct": 2.56,
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... | {
"annualized_noi_impact_usd": 99584,
"annualized_revenue_impact_usd": 150638,
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"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 0.58,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.46
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.05
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.2,
"demand_pressure": 0.415,
"entitlement_friction": 0.402,
"labor_shortage": 0.687,
"portfolio_tightness": 0.647,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-101512",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:54:00Z",
"trace_id": "e3ad5cdc-0bd4-47e7-bcf4-36fb837a0136"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.33,
"seasonality": 0.74,
"service_level_t... | {
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"battery_mwh": 4.73,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-67B55F37F0",
"grid_service_limit_mw": 11.78,
"gross_sqft": 1113560,
"infill_site": true,
"lease_expiry_months": 56,
"oc... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.311,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 91.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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",
"demand_shift_vector": "none_material",
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"rent_growth_30d_pct": 4.12,
"rent_growth_90d_pct": 6.47,
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} | {
"annualized_noi_impact_usd": 197594,
"annualized_revenue_impact_usd": 316452,
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"expansion_capture_probability_post_event": 0.373,
"lease_rate_change_pct": 3.31,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.55
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.48
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.338,
"demand_pressure": 0.894,
"entitlement_friction": 0.726,
"labor_shortage": 0.811,
"portfolio_tightness": 0.687,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-101513",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:34:00Z",
"trace_id": "39fd3458-e14d-4aec-9c76-a3ac82313b42"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"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": 0.259,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.149,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 7.48,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-9CC41BDB9A",
"grid_service_limit_mw": 13.69,
"gross_sqft": 1327684,
"infill_site": true,
"lease_expiry_months": 41,
"oc... | {
"capital_availability": 0.823,
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"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.44,
"nearby_nodes": 8,
"network_redundancy_score": 0.449,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 24... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.8,
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"rent_growth_30d_pct": 0.45,
"rent_growth_90d_pct": 2.36,
"tenant_expansion_probability": 0.452
} | {
"annualized_noi_impact_usd": -20865,
"annualized_revenue_impact_usd": -27702,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.358,
"lease_rate_change_pct": 0.62,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.15
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.8
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.276,
"capital_availability": 0.823,
"demand_pressure": 0.541,
"entitlement_friction": 0.44,
"labor_shortage": 0.821,
"portfolio_tightness": 0.333,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-101514",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:40:00Z",
"trace_id": "189b7e9c-4aea-40ac-bfbb-4b1da60e61e9"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.042,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.413,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.59,
"battery_mwh": 2.62,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-3C848C3CA2",
"grid_service_limit_mw": 16.22,
"gross_sqft": 1268682,
"infill_site": false,
"lease_expiry_months": 54,... | {
"capital_availability": 0.715,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.741,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.674,
"nearby_nodes": 5,
"network_redundancy_score": 0.379,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 207752... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 29.2,
"dock_utilization_pct": 80,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.653,
"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": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.7,
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"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 1.35,
"tenant_expansion_probability": 0.291
} | {
"annualized_noi_impact_usd": -98465,
"annualized_revenue_impact_usd": -166504,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.24,
"lease_rate_change_pct": -1.8,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.56
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.377,
"capital_availability": 0.715,
"demand_pressure": 0.375,
"entitlement_friction": 0.674,
"labor_shortage": 0.661,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-101515",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:27:00Z",
"trace_id": "a0a30ff6-4863-4c54-9843-11ca2978cb2e"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.261,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.189,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.74,
"battery_mwh": 2.31,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-28E97E0C7C",
"grid_service_limit_mw": 26.14,
"gross_sqft": 1235736,
"infill_site": false,
"lease_expiry_months": 70,... | {
"capital_availability": 0.883,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.432,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.705,
"nearby_nodes": 6,
"network_redundancy_score": 0.866,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.9,
"dock_utilization_pct": 81.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.677,
"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": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.4,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 2.84,
"rent_growth_90d_pct": 4.33,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 137884,
"annualized_revenue_impact_usd": 218234,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 646417,
"expansion_capture_probability_post_event": 0.513,
"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.66
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.47
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.261,
"capital_availability": 0.883,
"demand_pressure": 0.405,
"entitlement_friction": 0.705,
"labor_shortage": 0.638,
"portfolio_tightness": 0.566,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-101516",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:30:00Z",
"trace_id": "dd41c958-8ef4-4186-8eca-e6698b5dbc9e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"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": 0.138,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.118,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.7,
"battery_mwh": 5.91,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-58CEB366FC",
"grid_service_limit_mw": 16.99,
"gross_sqft": 696271,
"infill_site": true,
"lease_expiry_months": 67,
"... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.802,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.13,
"nearby_nodes": 5,
"network_redundancy_score": 0.43,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 78.5,
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"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 82,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"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": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 0.57,
"tenant_expansion_probability": 0.369
} | {
"annualized_noi_impact_usd": -39128,
"annualized_revenue_impact_usd": -53991,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 422018,
"expansion_capture_probability_post_event": 0.295,
"lease_rate_change_pct": -1.27,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.28
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.234,
"capital_availability": 0.464,
"demand_pressure": 0.451,
"entitlement_friction": 0.13,
"labor_shortage": 0.88,
"portfolio_tightness": 0.488,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-101517",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:03:00Z",
"trace_id": "3aef7c72-581b-4f7c-9294-fd0f61462817"
} | {
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.014,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.186,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.44,
"battery_mwh": 4.73,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-E6FCC128A5",
"grid_service_limit_mw": 15.15,
"gross_sqft": 825149,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.345,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.458,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.586,
"nearby_nodes": 6,
"network_redundancy_score": 0.591,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.6,
"dock_utilization_pct": 79.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": -0.57,
"rent_growth_90d_pct": 0.36,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -126862,
"annualized_revenue_impact_usd": -186278,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 30,
"estimated_capex_usd": 604091,
"expansion_capture_probability_post_event": 0.027,
"lease_rate_change_pct": -2.71,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.95
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.92
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.835,
"capital_availability": 0.345,
"demand_pressure": 0.327,
"entitlement_friction": 0.586,
"labor_shortage": 0.576,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-101518",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:36:00Z",
"trace_id": "c98c989e-0860-477f-a94d-a7ca2caf14ad"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.414,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.285,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.33,
"battery_mwh": 4.66,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-F59D630A82",
"grid_service_limit_mw": 13.1,
"gross_sqft": 1199580,
"infill_site": true,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.674,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.74,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.608,
"nearby_nodes": 3,
"network_redundancy_score": 0.636,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 89.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.735,
"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": 2.72,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.25,
"rent_growth_90d_pct": 5.44,
"tenant_expansion_probability": 0.777
} | {
"annualized_noi_impact_usd": 639990,
"annualized_revenue_impact_usd": 823397,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 428396,
"expansion_capture_probability_post_event": 0.729,
"lease_rate_change_pct": 4.06,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.54
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.33
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.681,
"capital_availability": 0.674,
"demand_pressure": 0.78,
"entitlement_friction": 0.608,
"labor_shortage": 0.856,
"portfolio_tightness": 0.692,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-101519",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:53:00Z",
"trace_id": "8780d4a6-8c59-4f69-a888-e921713e6ecf"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.233,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.127,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.34,
"battery_mwh": 3.29,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-0BED34EA82",
"grid_service_limit_mw": 24.8,
"gross_sqft": 832535,
"infill_site": false,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.742,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.637,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.437,
"nearby_nodes": 7,
"network_redundancy_score": 0.753,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 85.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 2.25,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 1.14,
"tenant_expansion_probability": 0.425
} | {
"annualized_noi_impact_usd": -66994,
"annualized_revenue_impact_usd": -88939,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 477647,
"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": -0.42,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.22
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.43,
"capital_availability": 0.742,
"demand_pressure": 0.625,
"entitlement_friction": 0.437,
"labor_shortage": 0.608,
"portfolio_tightness": 0.55,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-101520",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:15:00Z",
"trace_id": "bf9fe196-1308-4c4d-ac74-f8c2083730d9"
} | {
"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": 6.9,
"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": 0.286,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.162,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.79,
"battery_mwh": 8.62,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-541E85CB1F",
"grid_service_limit_mw": 18.68,
"gross_sqft": 915267,
"infill_site": true,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.489,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.621,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.22,
"nearby_nodes": 4,
"network_redundancy_score": 0.403,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 31... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.9,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.652,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 4.23,
"tenant_expansion_probability": 0.614
} | {
"annualized_noi_impact_usd": 107533,
"annualized_revenue_impact_usd": 166451,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 286061,
"expansion_capture_probability_post_event": 0.604,
"lease_rate_change_pct": 3.32,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.36
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.31
},
{
"action": "secure_pop_up_capacity",
"reason": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.489,
"demand_pressure": 0.599,
"entitlement_friction": 0.22,
"labor_shortage": 0.479,
"portfolio_tightness": 0.364,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-101521",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:04:00Z",
"trace_id": "7c2dfa51-7476-4ad7-b702-3f64f417fc18"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.35,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.282,
"seasonality": 0.33,
"service_le... | {
"automation_penetration": 0.51,
"battery_mwh": 12.5,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-20B31447B0",
"grid_service_limit_mw": 10.77,
"gross_sqft": 603272,
"infill_site": true,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.329,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.644,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.226,
"nearby_nodes": 5,
"network_redundancy_score": 0.413,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 67... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 83.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 2.65,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.923,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 4.13,
"tenant_expansion_probability": 0.575
} | {
"annualized_noi_impact_usd": 58276,
"annualized_revenue_impact_usd": 77109,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 666997,
"expansion_capture_probability_post_event": 0.476,
"lease_rate_change_pct": 2.55,
"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.63
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.88
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.329,
"demand_pressure": 0.483,
"entitlement_friction": 0.226,
"labor_shortage": 0.866,
"portfolio_tightness": 0.628,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-101522",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:11:00Z",
"trace_id": "904ae988-8bd8-4f5a-8910-d1c85ebfa0bb"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.064,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.336,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.79,
"battery_mwh": 6.82,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-2E63CC8497",
"grid_service_limit_mw": 8.81,
"gross_sqft": 1033797,
"infill_site": false,
"lease_expiry_months": 18,
"oc... | {
"capital_availability": 0.329,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.63,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.616,
"nearby_nodes": 6,
"network_redundancy_score": 0.479,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 476... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 82.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 2.38,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.8,
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"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability": 0.247
} | {
"annualized_noi_impact_usd": -259697,
"annualized_revenue_impact_usd": -422430,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 679351,
"expansion_capture_probability_post_event": 0.138,
"lease_rate_change_pct": -1.21,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.22
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.849,
"capital_availability": 0.329,
"demand_pressure": 0.397,
"entitlement_friction": 0.616,
"labor_shortage": 0.882,
"portfolio_tightness": 0.71,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-101523",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:29:00Z",
"trace_id": "17bcf4e6-42ad-4b43-b81c-a382cc39e5bd"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.449,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.234,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.54,
"battery_mwh": 7.7,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-728DEF6CE8",
"grid_service_limit_mw": 14.75,
"gross_sqft": 786661,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.248,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.782,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.725,
"nearby_nodes": 7,
"network_redundancy_score": 0.483,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 95.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 87.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 1.29,
"tenant_expansion_probability": 0.698
} | {
"annualized_noi_impact_usd": 87993,
"annualized_revenue_impact_usd": 112925,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 515505,
"expansion_capture_probability_post_event": 0.604,
"lease_rate_change_pct": 1.31,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.61
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.629,
"capital_availability": 0.248,
"demand_pressure": 0.748,
"entitlement_friction": 0.725,
"labor_shortage": 0.779,
"portfolio_tightness": 0.521,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-101524",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:56:00Z",
"trace_id": "170b68e6-3530-4e12-992b-59bfa8fea853"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.374,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.291,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.45,
"battery_mwh": 4.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-0D10BC251B",
"grid_service_limit_mw": 18.99,
"gross_sqft": 859806,
"infill_site": true,
"lease_expiry_months": 60,
"occu... | {
"capital_availability": 0.093,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.699,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.196,
"nearby_nodes": 6,
"network_redundancy_score": 0.488,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 126240... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 87.6,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 2.23,
"tenant_expansion_probability": 0.599
} | {
"annualized_noi_impact_usd": 89528,
"annualized_revenue_impact_usd": 124738,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 414101,
"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 1.95,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.1
},
{
"action": "secure_pop_up_... | {
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"capital_availability": 0.093,
"demand_pressure": 0.767,
"entitlement_friction": 0.196,
"labor_shortage": 0.634,
"portfolio_tightness": 0.403,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-101525",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:19:00Z",
"trace_id": "8f96fe17-bc00-44bf-b672-624f84a754e7"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "250m_500m",
"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": "strategic",
"risk_of_churn": 0.191,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 0.93,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-9BC4727C30",
"grid_service_limit_mw": 17.07,
"gross_sqft": 614716,
"infill_site": true,
"lease_expiry_months": 8,
"... | {
"capital_availability": 0.764,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.392,
"cross_node_rebalancing_capacity_pct": 0.033,
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"nearby_nodes": 7,
"network_redundancy_score": 0.661,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 90.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 61.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "low",
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"market_entry_score": 87.4,
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"rent_growth_30d_pct": 5.34,
"rent_growth_90d_pct": 4.13,
"tenant_expansion_probability": 0.755
} | {
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"annualized_revenue_impact_usd": 135379,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.719,
"lease_rate_change_pct": 3.4,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.52
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.7
},
{
"action": "rebala... | {
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"demand_pressure": 0.923,
"entitlement_friction": 0.135,
"labor_shortage": 0.78,
"portfolio_tightness": 0.436,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-101526",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:04:00Z",
"trace_id": "9af9ecee-8f13-4092-82f2-0937fc020cc9"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.283,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 8.2,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-E6E8BB7CB7",
"grid_service_limit_mw": 18.65,
"gross_sqft": 332581,
"infill_site": false,
"lease_expiry_months": 63,
"occu... | {
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"entitlement_friction": 0.299,
"nearby_nodes": 6,
"network_redundancy_score": 0.644,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 462418... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.7,
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"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"capacity_risk_band": "high",
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"market_entry_score": 82.7,
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"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.374
} | {
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"lease_rate_change_pct": 0.68,
"occupancy_shift": 0.017,
"service_penalty_risk_usd": ... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.29
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.52
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.366,
"demand_pressure": 0.802,
"entitlement_friction": 0.299,
"labor_shortage": 0.758,
"portfolio_tightness": 0.491,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-101527",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:55:00Z",
"trace_id": "8a4b3c7a-3729-4f0a-baff-ceaa71d4f78d"
} | {
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"environment": "production_portfolio",
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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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"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.085,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 5.44,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-C56704E81F",
"grid_service_limit_mw": 11.81,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 68,
"occu... | {
"capital_availability": 0.212,
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"entitlement_friction": 0.692,
"nearby_nodes": 3,
"network_redundancy_score": 0.527,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_ra... | {
"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_... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.654
} | {
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"lease_rate_change_pct": 1.15,
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"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.43
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.655,
"entitlement_friction": 0.692,
"labor_shortage": 0.721,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-101528",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T05:57:00Z",
"trace_id": "691039e8-cbae-43f5-8078-d1632446c9cf"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.179,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 5.55,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-192A67F8BB",
"grid_service_limit_mw": 23.66,
"gross_sqft": 759207,
"infill_site": true,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0.204,
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"entitlement_friction": 0.202,
"nearby_nodes": 2,
"network_redundancy_score": 0.653,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 86.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.4,
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"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.413
} | {
"annualized_noi_impact_usd": 18295,
"annualized_revenue_impact_usd": 26560,
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"expansion_capture_probability_post_event": 0.348,
"lease_rate_change_pct": 0.06,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.29
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.866,
"capital_availability": 0.204,
"demand_pressure": 0.65,
"entitlement_friction": 0.202,
"labor_shortage": 0.823,
"portfolio_tightness": 0.547,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-101529",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:41:00Z",
"trace_id": "a892c4e6-b867-4cfb-83ff-de76bb6778ab"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.205,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.198,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.55,
"battery_mwh": 5.82,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-9BD452E5DB",
"grid_service_limit_mw": 16.45,
"gross_sqft": 723559,
"infill_site": true,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.415,
"cluster_utilization_pct": 0.89,
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"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.268,
"nearby_nodes": 7,
"network_redundancy_score": 0.686,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 84.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.894,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.406
} | {
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"annualized_revenue_impact_usd": -40340,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 432526,
"expansion_capture_probability_post_event": 0.31,
"lease_rate_change_pct": -0.57,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.78
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.28
},
{
"action": "shift_overflow_to_satellite",
"re... | {
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"demand_pressure": 0.602,
"entitlement_friction": 0.268,
"labor_shortage": 0.925,
"portfolio_tightness": 0.501,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-101530",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:30:00Z",
"trace_id": "c5654a62-19c3-4cc6-955a-dcfb52bc6529"
} | {
"airport_proximity_km": 71,
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.141,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 10.78,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-2FC99A094B",
"grid_service_limit_mw": 14.82,
"gross_sqft": 426358,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.27,
"cluster_utilization_pct": 0.909,
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"nearby_nodes": 5,
"network_redundancy_score": 0.859,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 81.2,
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"power_load_pct_of_service_limit": 78.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.3,
"shift_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 1.29,
"tenant_expansion_probability": 0.314
} | {
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"expansion_capture_probability_post_event": 0.184,
"lease_rate_change_pct": -1.93,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
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{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 42.14
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.03
},
{
"action": "escalate_utility_interconnect",... | {
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"demand_pressure": 0.371,
"entitlement_friction": 0.373,
"labor_shortage": 0.985,
"portfolio_tightness": 0.64,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-101531",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:16:00Z",
"trace_id": "eeee4c0d-4772-4700-b775-72c7604ec19d"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.355,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 1.61,
"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-A47939C820",
"grid_service_limit_mw": 14.33,
"gross_sqft": 271884,
"infill_site": true,
"lease_expiry_months": 22,
"... | {
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"network_redundancy_score": 0.461,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.4,
"shift_fill_r... | {
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"confidence_band": "moderate",
"forecast... | {
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"rent_growth_90d_pct": -0.3,
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} | {
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"lease_rate_change_pct": -2.09,
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"service_penalty_ris... | {
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{
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"score": 34.58
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.75
},
{
"action": "re... | {
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"labor_shortage": 0.829,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-101532",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:52:00Z",
"trace_id": "274ec0c6-05fc-4ec0-9cb3-ed9de1548cb4"
} | {
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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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"risk_taxonomy": [
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"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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.344,
"seasonality": 0.74,
"service... | {
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"cold_storage_enabled": false,
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"facility_id": "FAC-E7FD257DB6",
"grid_service_limit_mw": 14.42,
"gross_sqft": 1467677,
"infill_site": true,
"lease_expiry_months": 33,
... | {
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"network_redundancy_score": 0.77,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"dock_utilization_pct": 86.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fil... | {
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 3.06,
"rent_growth_90d_pct": 4.26,
"tenant_expansion_probability": 0.462
} | {
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"lease_rate_change_pct": 1.77,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 30.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.98
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.661,
"entitlement_friction": 0.665,
"labor_shortage": 0.706,
"portfolio_tightness": 0.651,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-101533",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:45:00Z",
"trace_id": "5b300683-a742-41ad-b997-65068004b150"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.243,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 1.7,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-D79985B564",
"grid_service_limit_mw": 11.17,
"gross_sqft": 401454,
"infill_site": true,
"lease_expiry_months": 50,
"... | {
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"network_redundancy_score": 0.432,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 89.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.55,
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.61,
"rent_growth_90d_pct": 6.03,
"tenant_expansion_probability": 0.622
} | {
"annualized_noi_impact_usd": 98004,
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"lease_rate_change_pct": 4.09,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.24
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.63
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.815,
"entitlement_friction": 0.414,
"labor_shortage": 0.88,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-101534",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:13:00Z",
"trace_id": "2776c7c4-ed1a-40e4-8ee1-a4f747c97add"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.369,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.39,
"battery_mwh": 10.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-D1AE4C3206",
"grid_service_limit_mw": 9.96,
"gross_sqft": 994126,
"infill_site": true,
"lease_expiry_months": 44,
"... | {
"capital_availability": 0.553,
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"entitlement_friction": 0.649,
"nearby_nodes": 3,
"network_redundancy_score": 0.821,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 86.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.43,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 0.66,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability": 0.297
} | {
"annualized_noi_impact_usd": -131365,
"annualized_revenue_impact_usd": -177778,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 666405,
"expansion_capture_probability_post_event": 0.173,
"lease_rate_change_pct": -0.41,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.78
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.34
},
{
"action": "defer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.838,
"capital_availability": 0.553,
"demand_pressure": 0.647,
"entitlement_friction": 0.649,
"labor_shortage": 0.58,
"portfolio_tightness": 0.423,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-101535",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:50:00Z",
"trace_id": "930babec-dc77-46c1-8972-97c289b37a02"
} | {
"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": "demand_pressure",
"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": 0.228,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.257,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.63,
"battery_mwh": 3.59,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-6CD5BA858D",
"grid_service_limit_mw": 10.08,
"gross_sqft": 912668,
"infill_site": true,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0.586,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.782,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.938,
"nearby_nodes": 4,
"network_redundancy_score": 0.622,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 85.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.7,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 0.86,
"tenant_expansion_probability": 0.451... | {
"annualized_noi_impact_usd": -53626,
"annualized_revenue_impact_usd": -73731,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 668388,
"expansion_capture_probability_post_event": 0.335,
"lease_rate_change_pct": -1.28,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.11
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 34.24
},
{
"action": "rebalance_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.541,
"capital_availability": 0.586,
"demand_pressure": 0.583,
"entitlement_friction": 0.938,
"labor_shortage": 0.834,
"portfolio_tightness": 0.634,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-101536",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:45:00Z",
"trace_id": "06feafb2-57a0-46e2-9036-75e1e3bc95f6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"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": 0.152,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.367,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.36,
"battery_mwh": 12.08,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-7645F85530",
"grid_service_limit_mw": 17.81,
"gross_sqft": 504730,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.461,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.301,
"nearby_nodes": 2,
"network_redundancy_score": 0.439,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 82.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.6,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probability": 0.349
} | {
"annualized_noi_impact_usd": -34198,
"annualized_revenue_impact_usd": -55002,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 453059,
"expansion_capture_probability_post_event": 0.266,
"lease_rate_change_pct": -0.65,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.18
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.726,
"capital_availability": 0.461,
"demand_pressure": 0.487,
"entitlement_friction": 0.301,
"labor_shortage": 1,
"portfolio_tightness": 0.471,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-101537",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:33:00Z",
"trace_id": "7068883b-7936-46d8-8fdf-4bf18b71e5aa"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"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": 0.116,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.335,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.22,
"battery_mwh": 9.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 66,
"facility_id": "FAC-A43193DD78",
"grid_service_limit_mw": 8.49,
"gross_sqft": 661243,
"infill_site": true,
"lease_expiry_months": 66,
"o... | {
"capital_availability": 0.129,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.401,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.614,
"nearby_nodes": 8,
"network_redundancy_score": 0.517,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 83,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_rate_pct":... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 2.34,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 1.9,
"tenant_expansion_probability": 0.272
} | {
"annualized_noi_impact_usd": -170615,
"annualized_revenue_impact_usd": -219170,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 648924,
"expansion_capture_probability_post_event": 0.158,
"lease_rate_change_pct": -1.28,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.13
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.817,
"capital_availability": 0.129,
"demand_pressure": 0.469,
"entitlement_friction": 0.614,
"labor_shortage": 0.8,
"portfolio_tightness": 0.614,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-101538",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:45:00Z",
"trace_id": "a4b13ca3-a9b8-4a30-9e0f-360352037384"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"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": 0.253,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.32,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.29,
"battery_mwh": 11.39,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-A6DBE0EF23",
"grid_service_limit_mw": 14.27,
"gross_sqft": 1353989,
"infill_site": false,
"lease_expiry_months": 61,
"... | {
"capital_availability": 0.512,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.369,
"nearby_nodes": 4,
"network_redundancy_score": 0.762,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 83.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 2.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.2,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 3.56,
"tenant_expansion_probability": 0.452
} | {
"annualized_noi_impact_usd": -94723,
"annualized_revenue_impact_usd": -136737,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 563482,
"expansion_capture_probability_post_event": 0.352,
"lease_rate_change_pct": 1.45,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.01
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.76
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.568,
"capital_availability": 0.512,
"demand_pressure": 0.494,
"entitlement_friction": 0.369,
"labor_shortage": 0.721,
"portfolio_tightness": 0.619,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-101539",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:20:00Z",
"trace_id": "390a268b-ff36-4799-a172-f804e922eeb0"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.037,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.275,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.55,
"battery_mwh": 1.22,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-6AA273F4FC",
"grid_service_limit_mw": 6.74,
"gross_sqft": 493149,
"infill_site": false,
"lease_expiry_months": 20,
"occu... | {
"capital_availability": 0.4,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.252,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.72,
"nearby_nodes": 6,
"network_redundancy_score": 0.635,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17557... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 86.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 4.76,
"tenant_expansion_probability": 0.212
} | {
"annualized_noi_impact_usd": -92399,
"annualized_revenue_impact_usd": -130197,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 564382,
"expansion_capture_probability_post_event": 0.108,
"lease_rate_change_pct": 0.17,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.55
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.19
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.358,
"capital_availability": 0.4,
"demand_pressure": 0.626,
"entitlement_friction": 0.72,
"labor_shortage": 0.744,
"portfolio_tightness": 0.678,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-101540",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:39:00Z",
"trace_id": "9ba7c2e9-67ba-4cc3-a009-3e9ce4b085da"
} | {
"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": "power_constraint",
"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.108,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.388,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.69,
"battery_mwh": 1.47,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-66145DA497",
"grid_service_limit_mw": 18.74,
"gross_sqft": 1360923,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.582,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.682,
"nearby_nodes": 3,
"network_redundancy_score": 0.484,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 80.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"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": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": -0.36,
"rent_growth_90d_pct": 0.41,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -173432,
"annualized_revenue_impact_usd": -260952,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 520806,
"expansion_capture_probability_post_event": 0.164,
"lease_rate_change_pct": -1.92,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.81
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.76
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.675,
"capital_availability": 0.582,
"demand_pressure": 0.386,
"entitlement_friction": 0.682,
"labor_shortage": 0.624,
"portfolio_tightness": 0.434,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-101541",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:01:00Z",
"trace_id": "3feaff0e-f3c9-4e44-aca3-1b6ce39a4881"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"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": 0.013,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.415,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.5,
"battery_mwh": 5.65,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-A16F3D363B",
"grid_service_limit_mw": 21,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 50,
"occupan... | {
"capital_availability": 0.324,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.698,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.527,
"nearby_nodes": 4,
"network_redundancy_score": 0.638,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1261329... | [
{
"appointment_fill_pct": 87.3,
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"dock_utilization_pct": 79.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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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"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
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"rent_growth_30d_pct": -1.02,
"rent_growth_90d_pct": -2.42,
"tenant_expansion_probability": 0.15
... | {
"annualized_noi_impact_usd": -57118,
"annualized_revenue_impact_usd": -89697,
"cap_rate_pressure_pct": -0.39,
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"expansion_capture_probability_post_event": 0.05,
"lease_rate_change_pct": -5.17,
"occupancy_shift": -0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.82
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.85
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.324,
"demand_pressure": 0.339,
"entitlement_friction": 0.527,
"labor_shortage": 1,
"portfolio_tightness": 0.376,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-101542",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:47:00Z",
"trace_id": "2ac58019-6f3a-48ad-a342-69595ec4e1fc"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.167,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.45,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.31,
"battery_mwh": 3.01,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-96FD10B863",
"grid_service_limit_mw": 13.51,
"gross_sqft": 959098,
"infill_site": true,
"lease_expiry_months": 16,
"occu... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.471,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.836,
"nearby_nodes": 2,
"network_redundancy_score": 0.585,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 82.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.687,
"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": 2.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 59256,
"annualized_revenue_impact_usd": 82902,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 482365,
"expansion_capture_probability_post_event": 0.429,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.31
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.637,
"capital_availability": 0.2,
"demand_pressure": 0.42,
"entitlement_friction": 0.836,
"labor_shortage": 1,
"portfolio_tightness": 0.68,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-101543",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:12:00Z",
"trace_id": "9bde4a8f-ef30-4d5d-9578-d1378a2fa023"
} | {
"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": 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": 0.396,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.313,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.73,
"battery_mwh": 3.88,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-512176EB81",
"grid_service_limit_mw": 15.31,
"gross_sqft": 863085,
"infill_site": false,
"lease_expiry_months": 33,
"occ... | {
"capital_availability": 0.302,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.556,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.579,
"nearby_nodes": 7,
"network_redundancy_score": 0.511,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 84.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 2.33,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.591
} | {
"annualized_noi_impact_usd": 115579,
"annualized_revenue_impact_usd": 162481,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 537151,
"expansion_capture_probability_post_event": 0.482,
"lease_rate_change_pct": 2.46,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.21
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.912,
"capital_availability": 0.302,
"demand_pressure": 0.527,
"entitlement_friction": 0.579,
"labor_shortage": 0.691,
"portfolio_tightness": 0.659,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-101544",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:51:00Z",
"trace_id": "825a9218-e693-458f-a2ad-5a115aa49961"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.149,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.448,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.54,
"battery_mwh": 8.61,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-7473866787",
"grid_service_limit_mw": 10.49,
"gross_sqft": 479297,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.071,
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"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.482,
"nearby_nodes": 2,
"network_redundancy_score": 0.858,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 369... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.9,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"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": "high",
"forecast_pr... | {
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 4.08,
"rent_growth_90d_pct": 4.48,
"tenant_expansion_probability": 0.401
... | {
"annualized_noi_impact_usd": 110,
"annualized_revenue_impact_usd": 144,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
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"lease_rate_change_pct": 1.28,
"occupancy_shift": 0.004,
"service_penalty_risk_usd": ... | {
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{
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"score": 36.22
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.6
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
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"demand_pressure": 0.739,
"entitlement_friction": 0.482,
"labor_shortage": 0.862,
"portfolio_tightness": 0.678,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-101545",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:03:00Z",
"trace_id": "66281ff9-8b50-4e43-b77f-30a789da5f21"
} | {
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"environment": "production_portfolio",
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.311,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 8.21,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-A1B6D88C32",
"grid_service_limit_mw": 18.24,
"gross_sqft": 422856,
"infill_site": true,
"lease_expiry_months": 35,
"occu... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.867,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"power_load_pct_of_service_limit": 69.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
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"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": -0.18,
"rent_growth_90d_pct": 0.67,
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... | {
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"lease_rate_change_pct": -1.87,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 32.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.9
},
{
"action": "secure_pop_up_... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.372,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-101546",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:02:00Z",
"trace_id": "76ea32fb-80d3-40a1-90e3-4f8fc99f0b86"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.384,
"seasonality": 0.33,
"service_... | {
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"building_class": "class_a",
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"grid_service_limit_mw": 14,
"gross_sqft": 1139886,
"infill_site": true,
"lease_expiry_months": 45,
"occup... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.334,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 85.5,
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"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rat... | {
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"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 2.97,
"rent_growth_90d_pct": 4.97,
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} | {
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"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": 1.19,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
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{
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"score": 34.55
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.2
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
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"labor_shortage": 0.911,
"portfolio_tightness": 0.689,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-101547",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:59:00Z",
"trace_id": "479fbdac-aa62-42d8-9349-5482244246bc"
} | {
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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": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.43,
"seasonality": 0.82,
"service_level_target"... | {
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"building_class": "class_a",
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"facility_id": "FAC-54D28D66AB",
"grid_service_limit_mw": 15.44,
"gross_sqft": 707214,
"infill_site": false,
"lease_expiry_months": 19,
"occ... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.444,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 81,
"event_name": "SHIFT_FILL_RATE_DROP",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.7,
"shift_fill_rate_p... | {
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"confidence_band": "very_high",
"fore... | {
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"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability": 0... | {
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"expansion_capture_probability_post_event": 0.151,
"lease_rate_change_pct": -1.8,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.57
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.254,
"demand_pressure": 0.375,
"entitlement_friction": 0.462,
"labor_shortage": 0.936,
"portfolio_tightness": 0.581,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-101548",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:27:00Z",
"trace_id": "11840c40-b1af-420c-afa1-b04b909eda83"
} | {
"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": "Infrastructure_Bottleneck",
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"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",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.429,
"seasonality": 0.33,
"service_... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-C418E6F242",
"grid_service_limit_mw": 26.35,
"gross_sqft": 410517,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.833,
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"nearby_nodes": 7,
"network_redundancy_score": 0.794,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.1,
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"dock_utilization_pct": 81.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.929,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 3.33,
"tenant_expansion_probability"... | {
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"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": 0.89,
"occupancy_shift": -0.016,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.61
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 39.01
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.833,
"demand_pressure": 0.437,
"entitlement_friction": 0.165,
"labor_shortage": 0.643,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-101549",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T05:45:00Z",
"trace_id": "f7154bb5-e694-4853-befc-4726b9dc660c"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"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,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.179,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.76,
"battery_mwh": 2.33,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-3481610198",
"grid_service_limit_mw": 13.73,
"gross_sqft": 724532,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.311,
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"nearby_nodes": 2,
"network_redundancy_score": 0.834,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"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": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 0.98,
"rent_growth_90d_pct": 2.96,
"tenant_expansion_probability": 0.337... | {
"annualized_noi_impact_usd": -19086,
"annualized_revenue_impact_usd": -26451,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 391736,
"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": 0.38,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.26
},
{
"action": "delay_spec_development",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.238,
"capital_availability": 0.311,
"demand_pressure": 0.468,
"entitlement_friction": 0.704,
"labor_shortage": 0.614,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-101550",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:25:00Z",
"trace_id": "8c672165-e9f1-440f-ae4f-62e5cd7ab841"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.444,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.263,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.22,
"battery_mwh": 3.57,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-97636C17D6",
"grid_service_limit_mw": 11.68,
"gross_sqft": 415217,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.269,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.292,
"nearby_nodes": 8,
"network_redundancy_score": 0.773,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 38... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55.6,
"dock_utilization_pct": 88.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.4,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 4.32,
"rent_growth_90d_pct": 6.87,
"tenant_expansion_probability": 0.757
} | {
"annualized_noi_impact_usd": 124945,
"annualized_revenue_impact_usd": 187125,
"cap_rate_pressure_pct": 0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 565658,
"expansion_capture_probability_post_event": 0.673,
"lease_rate_change_pct": 5.51,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 48.25
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.269,
"demand_pressure": 0.738,
"entitlement_friction": 0.292,
"labor_shortage": 0.987,
"portfolio_tightness": 0.671,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-101551",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:52:00Z",
"trace_id": "1712a893-2237-45a0-9686-9f28a9c31791"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.321,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.418,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 7.74,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 123,
"facility_id": "FAC-C0D7B117D6",
"grid_service_limit_mw": 13.07,
"gross_sqft": 1238852,
"infill_site": false,
"lease_expiry_months": 17,
"oc... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.315,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.446,
"nearby_nodes": 5,
"network_redundancy_score": 0.676,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.9,
"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.699,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 4.27,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 92499,
"annualized_revenue_impact_usd": 140481,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 574217,
"expansion_capture_probability_post_event": 0.524,
"lease_rate_change_pct": 2.48,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.83
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.1
},
{
"action": "rebalance_carrier_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.2,
"demand_pressure": 0.49,
"entitlement_friction": 0.446,
"labor_shortage": 0.555,
"portfolio_tightness": 0.531,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-101552",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:43:00Z",
"trace_id": "395032df-e9a4-407b-a281-c3a5a7fc1bf0"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.109,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.466,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.57,
"battery_mwh": 2.96,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-14011DA469",
"grid_service_limit_mw": 18.45,
"gross_sqft": 728641,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.43,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.273,
"nearby_nodes": 7,
"network_redundancy_score": 0.324,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 81.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"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": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": -0.1,
"tenant_expansion_probability": 0.306
} | {
"annualized_noi_impact_usd": -133539,
"annualized_revenue_impact_usd": -219115,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 545694,
"expansion_capture_probability_post_event": 0.227,
"lease_rate_change_pct": -1.87,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.23
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.43,
"demand_pressure": 0.407,
"entitlement_friction": 0.273,
"labor_shortage": 0.585,
"portfolio_tightness": 0.498,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-101553",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:47:00Z",
"trace_id": "a301cdd5-804e-4aa5-a977-8abdcd682e55"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.048,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.237,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.46,
"battery_mwh": 2.07,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-3A0E61A636",
"grid_service_limit_mw": 11.05,
"gross_sqft": 1359837,
"infill_site": false,
"lease_expiry_months": 68,... | {
"capital_availability": 0.101,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.299,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.452,
"nearby_nodes": 7,
"network_redundancy_score": 0.617,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 76.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 81.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 3.68,
"tenant_expansion_probability": 0.238
} | {
"annualized_noi_impact_usd": -281054,
"annualized_revenue_impact_usd": -468796,
"cap_rate_pressure_pct": -0.18,
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"estimated_capex_usd": 644595,
"expansion_capture_probability_post_event": 0.135,
"lease_rate_change_pct": -0.33,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.02
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.09
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.758,
"capital_availability": 0.101,
"demand_pressure": 0.378,
"entitlement_friction": 0.452,
"labor_shortage": 0.921,
"portfolio_tightness": 0.706,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-101554",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:04:00Z",
"trace_id": "5f6d9073-e56e-465d-936a-786eaf80c3bc"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"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": 0.42,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.233,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.39,
"battery_mwh": 4.88,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-B5EFDFAF9C",
"grid_service_limit_mw": 22.86,
"gross_sqft": 892546,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.496,
"cluster_utilization_pct": 0.863,
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"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.591,
"nearby_nodes": 8,
"network_redundancy_score": 0.623,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 163081... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 1.11,
"tenant_expansion_probability": 0.647
} | {
"annualized_noi_impact_usd": 129349,
"annualized_revenue_impact_usd": 166507,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 397116,
"expansion_capture_probability_post_event": 0.563,
"lease_rate_change_pct": 1.31,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.4
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.11
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.446,
"capital_availability": 0.496,
"demand_pressure": 0.866,
"entitlement_friction": 0.591,
"labor_shortage": 0.556,
"portfolio_tightness": 0.426,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-101555",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:49:00Z",
"trace_id": "4bf7a465-ed0f-4043-8a51-484894240fd6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.009,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.117,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.7,
"battery_mwh": 10.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-3F9B80B455",
"grid_service_limit_mw": 15.23,
"gross_sqft": 613792,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.223,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.384,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.468,
"nearby_nodes": 5,
"network_redundancy_score": 0.792,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.4,
"dock_utilization_pct": 78.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"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": 1.63,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.6,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": -0.46,
"rent_growth_90d_pct": 1.65,
"tenant_expansion_probability": 0.112
} | {
"annualized_noi_impact_usd": -76462,
"annualized_revenue_impact_usd": -106758,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 543864,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.82,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.71
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.605,
"capital_availability": 0.223,
"demand_pressure": 0.284,
"entitlement_friction": 0.468,
"labor_shortage": 0.543,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-101556",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:48:00Z",
"trace_id": "cddcdeb0-0d63-4821-b458-7e2fa19029ad"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.033,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.453,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.22,
"battery_mwh": 2.13,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-1D089D8E5E",
"grid_service_limit_mw": 10.45,
"gross_sqft": 1116750,
"infill_site": false,
"lease_expiry_months": 18,
"o... | {
"capital_availability": 0.095,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.413,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.488,
"nearby_nodes": 4,
"network_redundancy_score": 0.428,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 79,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate... | {
"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": "moderate",
"forecast... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.4,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": -0.51,
"rent_growth_90d_pct": -0.63,
"tenant_expansion_probabili... | {
"annualized_noi_impact_usd": -265448,
"annualized_revenue_impact_usd": -443467,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 554685,
"expansion_capture_probability_post_event": 0.073,
"lease_rate_change_pct": -3.49,
"occupancy_shift": -0.018,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.93
},
{
"action": "activate_temp_labo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.297,
"capital_availability": 0.095,
"demand_pressure": 0.326,
"entitlement_friction": 0.488,
"labor_shortage": 0.743,
"portfolio_tightness": 0.357,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-101557",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:58:00Z",
"trace_id": "bba45cb3-4703-4f61-b8ea-29dd5f10e8ea"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.148,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.19,
"battery_mwh": 10.58,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-FB47AE1DDD",
"grid_service_limit_mw": 23.5,
"gross_sqft": 1008906,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.695,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.807,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.589,
"nearby_nodes": 4,
"network_redundancy_score": 0.51,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 219836,... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 80.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 69,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 0.37,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.302
} | {
"annualized_noi_impact_usd": -97326,
"annualized_revenue_impact_usd": -152127,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 644290,
"expansion_capture_probability_post_event": 0.189,
"lease_rate_change_pct": -1.64,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.33
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.32
},
{
"action": "offe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.444,
"capital_availability": 0.695,
"demand_pressure": 0.348,
"entitlement_friction": 0.589,
"labor_shortage": 0.672,
"portfolio_tightness": 0.495,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-101558",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:25:00Z",
"trace_id": "71c11077-685e-4f4c-89e1-61d1056b53d6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.238,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.473,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.25,
"battery_mwh": 8.05,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-CB310526FA",
"grid_service_limit_mw": 21.49,
"gross_sqft": 700753,
"infill_site": true,
"lease_expiry_months": 20,
"occu... | {
"capital_availability": 0.268,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.7,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.2,
"nearby_nodes": 3,
"network_redundancy_score": 0.65,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1404779,
... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.6,
"dock_utilization_pct": 86.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0.459
} | {
"annualized_noi_impact_usd": 1493,
"annualized_revenue_impact_usd": 2099,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 422922,
"expansion_capture_probability_post_event": 0.372,
"lease_rate_change_pct": 0.54,
"occupancy_shift": 0,
"service_penalty_risk_usd": 0,... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.32
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.393,
"capital_availability": 0.268,
"demand_pressure": 0.677,
"entitlement_friction": 0.2,
"labor_shortage": 0.967,
"portfolio_tightness": 0.493,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-101559",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:16:00Z",
"trace_id": "a3ce2833-4190-4055-9bdf-fc64d7c94fcd"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.395,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.396,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.24,
"battery_mwh": 10.43,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-F2417BBA95",
"grid_service_limit_mw": 10.18,
"gross_sqft": 1272694,
"infill_site": false,
"lease_expiry_months": 52,
"... | {
"capital_availability": 0.65,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.297,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.816,
"nearby_nodes": 3,
"network_redundancy_score": 0.864,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.7,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.644
} | {
"annualized_noi_impact_usd": 269599,
"annualized_revenue_impact_usd": 357996,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 582168,
"expansion_capture_probability_post_event": 0.552,
"lease_rate_change_pct": 1.11,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.03
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.65,
"demand_pressure": 0.72,
"entitlement_friction": 0.816,
"labor_shortage": 0.77,
"portfolio_tightness": 0.543,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-101560",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:28:00Z",
"trace_id": "1b7313ea-104f-471e-b0f8-e6f83b1cc0ba"
} | {
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.123,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.283,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.49,
"battery_mwh": 1.01,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-E696E43449",
"grid_service_limit_mw": 15.91,
"gross_sqft": 1213926,
"infill_site": false,
"lease_expiry_months": 8,
"oc... | {
"capital_availability": 0.341,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.548,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.142,
"nearby_nodes": 3,
"network_redundancy_score": 0.706,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 149249... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 82.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": -0.06,
"tenant_expansion_probability": 0.259
} | {
"annualized_noi_impact_usd": -186178,
"annualized_revenue_impact_usd": -252530,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 603968,
"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -2.04,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.44
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.341,
"demand_pressure": 0.476,
"entitlement_friction": 0.142,
"labor_shortage": 0.72,
"portfolio_tightness": 0.404,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-101561",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:51:00Z",
"trace_id": "cfddaafa-9e5b-4840-96ad-3c50c8b8d5ce"
} | {
"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",
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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": "1b_plus",
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"growth_rate": 0.39,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.176,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.8,
"battery_mwh": 8.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-E2A04E65D0",
"grid_service_limit_mw": 12.62,
"gross_sqft": 479939,
"infill_site": false,
"lease_expiry_months": 32,
"occu... | {
"capital_availability": 0.582,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.703,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.486,
"nearby_nodes": 4,
"network_redundancy_score": 0.761,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 94.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 56.7,
"dock_utilization_pct": 88.6,
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"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"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": "very_high",
"fo... | {
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"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 2.42,
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} | {
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"expansion_capture_probability_post_event": 0.551,
"lease_rate_change_pct": 1.58,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 40.88
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.49
},
{
"action": "rebalance_carrie... | {
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"capital_availability": 0.582,
"demand_pressure": 0.755,
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"labor_shortage": 1,
"portfolio_tightness": 0.645,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-101562",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:38:00Z",
"trace_id": "63ece4df-f334-4984-88a6-2adb3fd30f75"
} | {
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"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"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": 0.27,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 10.37,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 59,
"facility_id": "FAC-B4B354EDA6",
"grid_service_limit_mw": 13.99,
"gross_sqft": 595085,
"infill_site": true,
"lease_expiry_months": 49,
"... | {
"capital_availability": 0.745,
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"entitlement_friction": 0.812,
"nearby_nodes": 7,
"network_redundancy_score": 0.541,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 84.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 89.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.4,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.45,
"rent_growth_90d_pct": 4.52,
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} | {
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"annualized_revenue_impact_usd": 72922,
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"lease_rate_change_pct": 0.71,
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"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 58.97
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.93
},
{
"action": "offer_preemptive_ex... | {
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"capital_availability": 0.745,
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"labor_shortage": 0.843,
"portfolio_tightness": 0.595,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-101563",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:25:00Z",
"trace_id": "5449b439-ffc7-4c3a-bbbf-a0578a9b43fe"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.363,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.2,
"battery_mwh": 10.2,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-B8DB50F612",
"grid_service_limit_mw": 8.32,
"gross_sqft": 966800,
"infill_site": true,
"lease_expiry_months": 56,
"occupa... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.812,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.4,
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"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 2.56,
"tenant_expansion_probability": 0.554
} | {
"annualized_noi_impact_usd": 137888,
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"expansion_capture_probability_post_event": 0.459,
"lease_rate_change_pct": 1.19,
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"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.01
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.537,
"demand_pressure": 0.628,
"entitlement_friction": 0.604,
"labor_shortage": 0.902,
"portfolio_tightness": 0.556,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-101564",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:02:00Z",
"trace_id": "ad83c82b-9f4a-4591-9c47-7e9d56d9b774"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"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": "100m_250m",
"expansion_request_open": false,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.337,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.26,
"battery_mwh": 9.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 103,
"facility_id": "FAC-7B6E55D23A",
"grid_service_limit_mw": 18.16,
"gross_sqft": 1031417,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.104,
"cluster_utilization_pct": 0.875,
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"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.182,
"nearby_nodes": 4,
"network_redundancy_score": 0.467,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 83,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.394
} | {
"annualized_noi_impact_usd": -72540,
"annualized_revenue_impact_usd": -114890,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 590918,
"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": -0.13,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.02
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.521,
"capital_availability": 0.104,
"demand_pressure": 0.519,
"entitlement_friction": 0.182,
"labor_shortage": 0.627,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-101565",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:13:00Z",
"trace_id": "c88c37a9-1506-48a4-a57a-690897337ca8"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.302,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.58,
"battery_mwh": 7.18,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-B28A783956",
"grid_service_limit_mw": 9.95,
"gross_sqft": 852249,
"infill_site": false,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.405,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.546,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.857,
"nearby_nodes": 2,
"network_redundancy_score": 0.562,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 47... | [
{
"appointment_fill_pct": 93,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.4,
"dock_utilization_pct": 92.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 2.61,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 71.9,
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"rent_growth_30d_pct": 4.7,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": 0.584
} | {
"annualized_noi_impact_usd": 203148,
"annualized_revenue_impact_usd": 269772,
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"decision_horizon_days": 30,
"estimated_capex_usd": 508868,
"expansion_capture_probability_post_event": 0.484,
"lease_rate_change_pct": 1.6,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.09
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.405,
"demand_pressure": 0.95,
"entitlement_friction": 0.857,
"labor_shortage": 0.743,
"portfolio_tightness": 0.661,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-101566",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:57:00Z",
"trace_id": "cf6d3581-f51f-4ffb-9650-e973d1d3a793"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.012,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.333,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.59,
"battery_mwh": 11.55,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-F1E9FEBF89",
"grid_service_limit_mw": 21.71,
"gross_sqft": 1335564,
"infill_site": true,
"lease_expiry_months": 42,
"o... | {
"capital_availability": 0.152,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.282,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.466,
"nearby_nodes": 8,
"network_redundancy_score": 0.549,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 74,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 79.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"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": 1.68,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.7,
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"rent_growth_30d_pct": -0.18,
"rent_growth_90d_pct": 0.18,
"tenant_expansion_probability": 0.157
} | {
"annualized_noi_impact_usd": -312990,
"annualized_revenue_impact_usd": -405981,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 446656,
"expansion_capture_probability_post_event": 0.061,
"lease_rate_change_pct": -2.99,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.23
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.152,
"demand_pressure": 0.355,
"entitlement_friction": 0.466,
"labor_shortage": 0.811,
"portfolio_tightness": 0.437,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-101567",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:10:00Z",
"trace_id": "1849a05f-5dde-415e-a787-b90f94973e5c"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.6,
"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": 0.435,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.276,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.67,
"battery_mwh": 2.58,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-349B6F9A77",
"grid_service_limit_mw": 14.61,
"gross_sqft": 906110,
"infill_site": true,
"lease_expiry_months": 14,
"occup... | {
"capital_availability": 0.299,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.608,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.631,
"nearby_nodes": 4,
"network_redundancy_score": 0.795,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 87.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.88,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.17,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 2.51,
"tenant_expansion_probability": 0.618
} | {
"annualized_noi_impact_usd": 57732,
"annualized_revenue_impact_usd": 93978,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 811700,
"expansion_capture_probability_post_event": 0.476,
"lease_rate_change_pct": 0.89,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.21
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.96
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.425,
"capital_availability": 0.299,
"demand_pressure": 0.726,
"entitlement_friction": 0.631,
"labor_shortage": 1,
"portfolio_tightness": 0.528,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-101568",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:06:00Z",
"trace_id": "d162d1d5-062d-4ce4-bd85-72b9fad37c91"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.026,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.204,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.66,
"battery_mwh": 3.59,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-DF17EB5802",
"grid_service_limit_mw": 17.03,
"gross_sqft": 871522,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.762,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.545,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.282,
"nearby_nodes": 7,
"network_redundancy_score": 0.667,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 64... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_rat... | {
"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": 1.83,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 0.72,
"rent_growth_90d_pct": 2.23,
"tenant_expansion_probability": 0.195
} | {
"annualized_noi_impact_usd": -97550,
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"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -0.79,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.55
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.271,
"capital_availability": 0.762,
"demand_pressure": 0.51,
"entitlement_friction": 0.282,
"labor_shortage": 0.638,
"portfolio_tightness": 0.361,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-101569",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T05:47:00Z",
"trace_id": "b495019f-c9ef-4869-b4e7-c22d26304dc4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.352,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.417,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.34,
"battery_mwh": 6.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-FE25D33003",
"grid_service_limit_mw": 12.63,
"gross_sqft": 437907,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.383,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.261,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.519,
"nearby_nodes": 5,
"network_redundancy_score": 0.741,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55.2,
"dock_utilization_pct": 92.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.849,
"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": 2.39,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.6,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 4.55,
"rent_growth_90d_pct": 4.32,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 56735,
"annualized_revenue_impact_usd": 86019,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 475984,
"expansion_capture_probability_post_event": 0.486,
"lease_rate_change_pct": 2.69,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 49.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.15
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.882,
"capital_availability": 0.383,
"demand_pressure": 0.952,
"entitlement_friction": 0.519,
"labor_shortage": 0.8,
"portfolio_tightness": 0.706,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-101570",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:18:00Z",
"trace_id": "aefc0497-32a7-4fe4-bcd5-2dd2b3fb15ee"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.105,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.21,
"battery_mwh": 0.6,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-B323006179",
"grid_service_limit_mw": 11.7,
"gross_sqft": 516464,
"infill_site": true,
"lease_expiry_months": 54,
"occupa... | {
"capital_availability": 0.225,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.736,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.651,
"nearby_nodes": 4,
"network_redundancy_score": 0.725,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 75.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 81.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rat... | {
"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": "high",
"forecast... | {
"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,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": 0.2... | {
"annualized_noi_impact_usd": -44418,
"annualized_revenue_impact_usd": -69733,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 659246,
"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -1.55,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.65
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.376,
"capital_availability": 0.225,
"demand_pressure": 0.397,
"entitlement_friction": 0.651,
"labor_shortage": 1,
"portfolio_tightness": 0.669,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-101571",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:56:00Z",
"trace_id": "05a6636e-8df7-4533-9ce9-23b970e963ac"
} | {
"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": 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": 0.17,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.29,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.72,
"battery_mwh": 3.58,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-511A8E2D27",
"grid_service_limit_mw": 18.79,
"gross_sqft": 621295,
"infill_site": true,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.323,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.314,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.252,
"nearby_nodes": 7,
"network_redundancy_score": 0.337,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.3,
"dock_utilization_pct": 82.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.666,
"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": 2.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 90,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 3.38,
"rent_growth_90d_pct": 4.08,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 28587,
"annualized_revenue_impact_usd": 37795,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 432919,
"expansion_capture_probability_post_event": 0.407,
"lease_rate_change_pct": 1.62,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.2
},
{
"action": "shift_overflow_to_satellite",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.416,
"capital_availability": 0.323,
"demand_pressure": 0.442,
"entitlement_friction": 0.252,
"labor_shortage": 0.517,
"portfolio_tightness": 0.569,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-101572",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:20:00Z",
"trace_id": "e54a3f9f-b6f5-401a-bea2-cff02bed865e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.4,
"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": 0.32,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.47,
"battery_mwh": 2.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-C805E49368",
"grid_service_limit_mw": 8.75,
"gross_sqft": 871685,
"infill_site": true,
"lease_expiry_months": 36,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.348,
"nearby_nodes": 6,
"network_redundancy_score": 0.646,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 60.1,
"dock_utilization_pct": 91.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.871,
"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": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.4,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 4.1,
"rent_growth_90d_pct": 3.37,
"tenant_expansion_probability": 0.529
} | {
"annualized_noi_impact_usd": 245461,
"annualized_revenue_impact_usd": 385054,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 571513,
"expansion_capture_probability_post_event": 0.423,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.03,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 53.32
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.52
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.792,
"capital_availability": 0,
"demand_pressure": 0.897,
"entitlement_friction": 0.348,
"labor_shortage": 1,
"portfolio_tightness": 0.643,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-101573",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:38:00Z",
"trace_id": "2651dae0-b326-4473-bba4-7df45185fa36"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.166,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.408,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.44,
"battery_mwh": 11.96,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-0CE58FD027",
"grid_service_limit_mw": 15.23,
"gross_sqft": 314162,
"infill_site": false,
"lease_expiry_months": 60,
"oc... | {
"capital_availability": 0.704,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.471,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.585,
"nearby_nodes": 6,
"network_redundancy_score": 0.838,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 82.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.58,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.5,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 1.74,
"tenant_expansion_probability": 0.389
} | {
"annualized_noi_impact_usd": -91132,
"annualized_revenue_impact_usd": -121897,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 474998,
"expansion_capture_probability_post_event": 0.282,
"lease_rate_change_pct": -1.02,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.37
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.344,
"capital_availability": 0.704,
"demand_pressure": 0.473,
"entitlement_friction": 0.585,
"labor_shortage": 1,
"portfolio_tightness": 0.567,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-101574",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:16:00Z",
"trace_id": "5f65ac38-9c90-40f8-8f18-659f5e3d8101"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.185,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.32,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.78,
"battery_mwh": 9.81,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-3C56424CC5",
"grid_service_limit_mw": 10.46,
"gross_sqft": 475743,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.618,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.458,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.544,
"nearby_nodes": 6,
"network_redundancy_score": 0.395,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 2.37,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.4,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability": 0.406
} | {
"annualized_noi_impact_usd": -59589,
"annualized_revenue_impact_usd": -77458,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 434824,
"expansion_capture_probability_post_event": 0.313,
"lease_rate_change_pct": 0.17,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.41
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.66
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.743,
"capital_availability": 0.618,
"demand_pressure": 0.513,
"entitlement_friction": 0.544,
"labor_shortage": 1,
"portfolio_tightness": 0.573,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-101575",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:11:00Z",
"trace_id": "e999a8fb-ea44-4d04-ae45-1e5c5ab4c2a3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.014,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.142,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.76,
"battery_mwh": 9.04,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-C8E1827BED",
"grid_service_limit_mw": 21.96,
"gross_sqft": 789749,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.545,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.313,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.425,
"nearby_nodes": 7,
"network_redundancy_score": 0.469,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.1,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 3.29,
"tenant_expansion_probability": 0.162
} | {
"annualized_noi_impact_usd": -90564,
"annualized_revenue_impact_usd": -138513,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 627111,
"expansion_capture_probability_post_event": 0.044,
"lease_rate_change_pct": -1.24,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.61
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.545,
"demand_pressure": 0.58,
"entitlement_friction": 0.425,
"labor_shortage": 0.906,
"portfolio_tightness": 0.56,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-101576",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:49:00Z",
"trace_id": "3a93db92-8b74-4b77-ba62-49b75469069c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "network_latency",
"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": -0.027,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.434,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.61,
"battery_mwh": 2.57,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-F17FD8850B",
"grid_service_limit_mw": 7.73,
"gross_sqft": 845735,
"infill_site": false,
"lease_expiry_months": 61,
"occu... | {
"capital_availability": 0.855,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.302,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.285,
"nearby_nodes": 2,
"network_redundancy_score": 0.313,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 81,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34,
"dock_utilization_pct": 81.5,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 3.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.952,
"rent_growth_30d_pct": 4.09,
"rent_growth_90d_pct": 4.48,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -45821,
"annualized_revenue_impact_usd": -78119,
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"decision_horizon_days": 45,
"estimated_capex_usd": 532225,
"expansion_capture_probability_post_event": 0.28,
"lease_rate_change_pct": 0.64,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.14
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.62
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.36,
"capital_availability": 0.855,
"demand_pressure": 0.371,
"entitlement_friction": 0.285,
"labor_shortage": 0.644,
"portfolio_tightness": 0.698,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-101577",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:45:00Z",
"trace_id": "e190d491-70fc-44ba-a7b1-1a39bee5ab80"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"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": 0.241,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.458,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.51,
"battery_mwh": 1.14,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-ACC067C44A",
"grid_service_limit_mw": 27.38,
"gross_sqft": 811636,
"infill_site": false,
"lease_expiry_months": 63,
"occ... | {
"capital_availability": 0.142,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.689,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.36,
"nearby_nodes": 2,
"network_redundancy_score": 0.456,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 84.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"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": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.2,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 2.94,
"tenant_expansion_probability": 0.466
... | {
"annualized_noi_impact_usd": -20997,
"annualized_revenue_impact_usd": -32252,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 417376,
"expansion_capture_probability_post_event": 0.378,
"lease_rate_change_pct": 0.98,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.93
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.379,
"capital_availability": 0.142,
"demand_pressure": 0.591,
"entitlement_friction": 0.36,
"labor_shortage": 0.881,
"portfolio_tightness": 0.488,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-101578",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:51:00Z",
"trace_id": "2fe2858a-011c-4a8c-bf70-343c44c123be"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.054,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.137,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.71,
"battery_mwh": 0.14,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-EE49B4623B",
"grid_service_limit_mw": 24.34,
"gross_sqft": 1189582,
"infill_site": false,
"lease_expiry_months": 50,... | {
"capital_availability": 0.299,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.307,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.376,
"nearby_nodes": 3,
"network_redundancy_score": 0.771,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 81.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability": 0.191
} | {
"annualized_noi_impact_usd": -196826,
"annualized_revenue_impact_usd": -266739,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 642527,
"expansion_capture_probability_post_event": 0.087,
"lease_rate_change_pct": -1.94,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.86
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.795,
"capital_availability": 0.299,
"demand_pressure": 0.424,
"entitlement_friction": 0.376,
"labor_shortage": 0.78,
"portfolio_tightness": 0.561,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-101579",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:25:00Z",
"trace_id": "9f201967-f80d-4f2a-8869-ccdeeb41c6c0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"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": "strategic",
"risk_of_churn": 0.05,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.77,
"battery_mwh": 12.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
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"grid_service_limit_mw": 19.16,
"gross_sqft": 741530,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.474,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.529,
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"nearby_nodes": 7,
"network_redundancy_score": 0.662,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 126028... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_r... | {
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"fo... | {
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} | {
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"lease_rate_change_pct": -1.66,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
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{
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},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 26.88
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"demand_pressure": 0.355,
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"labor_shortage": 0.783,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.882,
"id": "FORGE-101580",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:54:00Z",
"trace_id": "0b87d933-5217-4c85-a653-922a2e78cafb"
} | {
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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",
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},
{
... | {
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"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"
}
} | {
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"retention_priority": "high",
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"seasonality": 0.82,
"service_level_target":... | {
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"gross_sqft": 429475,
"infill_site": true,
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"nearby_nodes": 2,
"network_redundancy_score": 0.554,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
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"forecas... | {
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} | {
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{
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"score": 40.73
},
{
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"reason": "service_continuity",
"score": 38.67
},
{
"action": "rebalance_carr... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-101581",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:17:00Z",
"trace_id": "382f2933-3f97-4ae9-82e2-59bf620b27f8"
} | {
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"region": "midwest_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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"... | {
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{
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} | {
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{
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},
{
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"score": 32.98
},
{
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:52:00Z",
"trace_id": "c2980338-9145-4194-b71a-0ef96b6d9acf"
} | {
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"region": "northeast_us",
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} | {
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{
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},
{
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"authority_level": "site",
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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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"retention_priority": "standard",
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... | {
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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": 18.4,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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} | {
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"score": 41.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.61
},
{
"action": "activate_temp... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-101583",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:29:00Z",
"trace_id": "c7b19847-9a3a-4645-8982-d83683a98e12"
} | {
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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",
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},
{... | {
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"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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"retention_priority": "high",
"risk_of_churn": 0.114,
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"service_level_t... | {
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"cold_storage_enabled": false,
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"gross_sqft": 515226,
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 35.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.2,
"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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} | {
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{
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"score": 28.63
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.51
},
{
"action": "lock_power_capacity_... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-101584",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:08:00Z",
"trace_id": "8f7029e7-1a68-4c11-bda9-c4cf500e4469"
} | {
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"market": "Phoenix",
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.208,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.31,
"battery_mwh": 10.56,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-6EA9AA985E",
"grid_service_limit_mw": 14.43,
"gross_sqft": 460446,
"infill_site": false,
"lease_expiry_months": 16,
"oc... | {
"capital_availability": 0.063,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.57,
"nearby_nodes": 7,
"network_redundancy_score": 0.62,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1465... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 81.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.7,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": -0.13,
"rent_growth_90d_pct": -0.22,
"tenant_expansion_probability": 0.242
} | {
"annualized_noi_impact_usd": -74370,
"annualized_revenue_impact_usd": -109666,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 651255,
"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -2.69,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.11
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.86
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.677,
"capital_availability": 0.063,
"demand_pressure": 0.442,
"entitlement_friction": 0.57,
"labor_shortage": 0.733,
"portfolio_tightness": 0.412,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-101585",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:35:00Z",
"trace_id": "fe520801-89e7-456d-91f0-209840635d01"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.148,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.64,
"battery_mwh": 2.86,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-91B61569E1",
"grid_service_limit_mw": 16.21,
"gross_sqft": 584528,
"infill_site": true,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.067,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.768,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.304,
"nearby_nodes": 7,
"network_redundancy_score": 0.754,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 689853... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 79.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": 0.3,
"rent_growth_90d_pct": 0.73,
"tenant_expansion_probability": 0.293
} | {
"annualized_noi_impact_usd": -62826,
"annualized_revenue_impact_usd": -86334,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 525902,
"expansion_capture_probability_post_event": 0.182,
"lease_rate_change_pct": -1.85,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.38
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.01
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.569,
"capital_availability": 0.067,
"demand_pressure": 0.302,
"entitlement_friction": 0.304,
"labor_shortage": 0.876,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-101586",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:47:00Z",
"trace_id": "6beb7c08-5145-4814-b1da-6d303a33c65c"
} | {
"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,
"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": 0.168,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.302,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.64,
"battery_mwh": 11.33,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-66FD743746",
"grid_service_limit_mw": 24.27,
"gross_sqft": 1326712,
"infill_site": true,
"lease_expiry_months": 54,
"o... | {
"capital_availability": 0.557,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.762,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.316,
"nearby_nodes": 7,
"network_redundancy_score": 0.331,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 267569... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 82.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 3.21,
"tenant_expansion_probability": 0.34
... | {
"annualized_noi_impact_usd": -72483,
"annualized_revenue_impact_usd": -108851,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 621548,
"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": 0.85,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.74
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.366,
"capital_availability": 0.557,
"demand_pressure": 0.489,
"entitlement_friction": 0.316,
"labor_shortage": 0.58,
"portfolio_tightness": 0.454,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-101587",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:03:00Z",
"trace_id": "19fbe916-5025-46f6-b5db-36c0c7fefd72"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.061,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.39,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.73,
"battery_mwh": 8.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 66,
"facility_id": "FAC-9B3FEFD4C1",
"grid_service_limit_mw": 12.82,
"gross_sqft": 667148,
"infill_site": true,
"lease_expiry_months": 43,
"occup... | {
"capital_availability": 0.604,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.341,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.772,
"nearby_nodes": 2,
"network_redundancy_score": 0.546,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 82.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 0.52,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -188326,
"annualized_revenue_impact_usd": -278642,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 60,
"estimated_capex_usd": 672113,
"expansion_capture_probability_post_event": 0.091,
"lease_rate_change_pct": -3.35,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.53
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.678,
"capital_availability": 0.604,
"demand_pressure": 0.407,
"entitlement_friction": 0.772,
"labor_shortage": 1,
"portfolio_tightness": 0.681,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-101588",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:37:00Z",
"trace_id": "2493284a-e681-4f15-b271-1ad280962bf9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.105,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.368,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.24,
"battery_mwh": 2.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-6E3A7A222C",
"grid_service_limit_mw": 9.91,
"gross_sqft": 411967,
"infill_site": false,
"lease_expiry_months": 51,
"occu... | {
"capital_availability": 0.082,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.293,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.291,
"nearby_nodes": 6,
"network_redundancy_score": 0.848,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 83.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability": 0.342
... | {
"annualized_noi_impact_usd": -46184,
"annualized_revenue_impact_usd": -71407,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 447131,
"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": -0.1,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.54
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.44
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.661,
"capital_availability": 0.082,
"demand_pressure": 0.496,
"entitlement_friction": 0.291,
"labor_shortage": 0.917,
"portfolio_tightness": 0.689,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-101589",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:01:00Z",
"trace_id": "a92eaaba-af08-4270-b5fd-62b47d898f1c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.371,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.196,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.48,
"battery_mwh": 2.3,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-1C555B7E0A",
"grid_service_limit_mw": 15.09,
"gross_sqft": 762148,
"infill_site": true,
"lease_expiry_months": 43,
"occup... | {
"capital_availability": 0.635,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.461,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.614,
"nearby_nodes": 5,
"network_redundancy_score": 0.791,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 86.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.4,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": -0.03,
"tenant_expansion_probability": 0.563
} | {
"annualized_noi_impact_usd": 19170,
"annualized_revenue_impact_usd": 25809,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 557649,
"expansion_capture_probability_post_event": 0.467,
"lease_rate_change_pct": -0.32,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.28
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.759,
"capital_availability": 0.635,
"demand_pressure": 0.71,
"entitlement_friction": 0.614,
"labor_shortage": 0.752,
"portfolio_tightness": 0.427,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-101590",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:52:00Z",
"trace_id": "ddc71966-4035-4df1-889c-53bb1e272609"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"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": -0.03,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.115,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.31,
"battery_mwh": 1.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 58,
"facility_id": "FAC-D33DD1C198",
"grid_service_limit_mw": 12.34,
"gross_sqft": 586884,
"infill_site": true,
"lease_expiry_months": 52,
"... | {
"capital_availability": 0.034,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.188,
"nearby_nodes": 5,
"network_redundancy_score": 0.668,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 134... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 79.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": -0.36,
"rent_growth_90d_pct": 1.42,
"tenant_expansion_probability": 0.105
} | {
"annualized_noi_impact_usd": -106906,
"annualized_revenue_impact_usd": -171618,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 614173,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.45,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.62
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.14
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.504,
"capital_availability": 0.034,
"demand_pressure": 0.373,
"entitlement_friction": 0.188,
"labor_shortage": 0.937,
"portfolio_tightness": 0.338,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-101591",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:04:00Z",
"trace_id": "fcb78ac5-628e-4e56-9593-94c30b7ff093"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.086,
"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": 0.55,
"battery_mwh": 6.19,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-D6B4BDD6E3",
"grid_service_limit_mw": 14.74,
"gross_sqft": 966780,
"infill_site": true,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.579,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.809,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.124,
"nearby_nodes": 2,
"network_redundancy_score": 0.554,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 852037... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 79.9,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.1,
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"rent_growth_30d_pct": 0.06,
"rent_growth_90d_pct": 0.72,
"tenant_expansion_probability": 0.25
} | {
"annualized_noi_impact_usd": -162013,
"annualized_revenue_impact_usd": -239185,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 517432,
"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": -1.4,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.9
},
{
"action": "hold_service_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.578,
"capital_availability": 0.579,
"demand_pressure": 0.361,
"entitlement_friction": 0.124,
"labor_shortage": 0.72,
"portfolio_tightness": 0.401,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-101592",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:30:00Z",
"trace_id": "ca1d612a-bd0f-487a-87fc-169a30045729"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.448,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.445,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.79,
"battery_mwh": 4.69,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-7933C90F0D",
"grid_service_limit_mw": 17.33,
"gross_sqft": 308616,
"infill_site": true,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.526,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.271,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.71,
"nearby_nodes": 7,
"network_redundancy_score": 0.652,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 87.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 4.21,
"tenant_expansion_probability": 0.711
} | {
"annualized_noi_impact_usd": 59076,
"annualized_revenue_impact_usd": 78020,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 545987,
"expansion_capture_probability_post_event": 0.614,
"lease_rate_change_pct": 3.39,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 51.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.92
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.461,
"capital_availability": 0.526,
"demand_pressure": 0.717,
"entitlement_friction": 0.71,
"labor_shortage": 0.822,
"portfolio_tightness": 0.543,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-101593",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:28:00Z",
"trace_id": "a7262afa-be5b-483d-937d-9e99e03e5219"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.2,
"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": 0.299,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.144,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.4,
"battery_mwh": 1.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 106,
"facility_id": "FAC-9375ECC1BC",
"grid_service_limit_mw": 9.37,
"gross_sqft": 1060536,
"infill_site": false,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.416,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.517,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.28,
"nearby_nodes": 5,
"network_redundancy_score": 0.821,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 86.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"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": 2.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 3.36,
"rent_growth_90d_pct": 4.74,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 78091,
"annualized_revenue_impact_usd": 119915,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 729260,
"expansion_capture_probability_post_event": 0.355,
"lease_rate_change_pct": 2.03,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.99
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.65
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.39,
"capital_availability": 0.416,
"demand_pressure": 0.637,
"entitlement_friction": 0.28,
"labor_shortage": 0.849,
"portfolio_tightness": 0.633,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-101594",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:02:00Z",
"trace_id": "77a8b07a-70b4-4da8-ab63-d4b6d5d643d5"
} | {
"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": 8.1,
"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": 0.112,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.104,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.48,
"battery_mwh": 3.7,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-295FC68D1E",
"grid_service_limit_mw": 13.06,
"gross_sqft": 468576,
"infill_site": false,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.352,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.465,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.406,
"nearby_nodes": 3,
"network_redundancy_score": 0.747,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 82.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fi... | {
"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": 1.89,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.2,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 0.66,
"tenant_expansion_probability": 0.282
} | {
"annualized_noi_impact_usd": -38765,
"annualized_revenue_impact_usd": -50880,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 494773,
"expansion_capture_probability_post_event": 0.188,
"lease_rate_change_pct": -1.63,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.02
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.93
},
{
"action": "secur... | {
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"friction_profile": {
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"capital_availability": 0.352,
"demand_pressure": 0.492,
"entitlement_friction": 0.406,
"labor_shortage": 0.591,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-101595",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:02:00Z",
"trace_id": "9df0cd74-25b4-4c1e-9a2a-ce5cfa0033e1"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.482,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.42,
"battery_mwh": 3.66,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-0C1ACC9B1E",
"grid_service_limit_mw": 21.22,
"gross_sqft": 1201369,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.441,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.321,
"nearby_nodes": 5,
"network_redundancy_score": 0.434,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1247194,
... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.971,
"rent_growth_30d_pct": -0.12,
"rent_growth_90d_pct": -0.46,
"tenant_expansion_probabil... | {
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"annualized_revenue_impact_usd": -394764,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 45,
"estimated_capex_usd": 551094,
"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -3.02,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.05
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.45
},
{
"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,
"demand_pressure": 0.366,
"entitlement_friction": 0.321,
"labor_shortage": 0.743,
"portfolio_tightness": 0.453,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-101596",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:36:00Z",
"trace_id": "6a2b733a-be96-407e-8da2-96e93698d911"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.34,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.79,
"battery_mwh": 2.79,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-9D7511CC99",
"grid_service_limit_mw": 13.53,
"gross_sqft": 751155,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.367,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.692,
"nearby_nodes": 2,
"network_redundancy_score": 0.374,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 6305... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 1.55,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": 2.52,
"tenant_expansion_probability": 0.166
} | {
"annualized_noi_impact_usd": -88726,
"annualized_revenue_impact_usd": -121097,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 550632,
"expansion_capture_probability_post_event": 0.075,
"lease_rate_change_pct": -1.21,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.66
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.867,
"capital_availability": 0,
"demand_pressure": 0.472,
"entitlement_friction": 0.692,
"labor_shortage": 0.747,
"portfolio_tightness": 0.54,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-101597",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:24:00Z",
"trace_id": "0993baab-2b79-4ad9-87d8-4cfa214221b0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.149,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.66,
"battery_mwh": 12.08,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 134,
"facility_id": "FAC-F800B07181",
"grid_service_limit_mw": 20.64,
"gross_sqft": 1348521,
"infill_site": false,
"lease_expiry_months": 34,
"o... | {
"capital_availability": 0.391,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.295,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.116,
"nearby_nodes": 8,
"network_redundancy_score": 0.671,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 730754... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 91.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 78,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.1,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 2.23,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.59,
"rent_growth_90d_pct": 5.86,
"tenant_expansion_probability": 0.721
} | {
"annualized_noi_impact_usd": 205904,
"annualized_revenue_impact_usd": 311363,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 510741,
"expansion_capture_probability_post_event": 0.675,
"lease_rate_change_pct": 4.76,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.63
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.526,
"capital_availability": 0.391,
"demand_pressure": 0.985,
"entitlement_friction": 0.116,
"labor_shortage": 0.754,
"portfolio_tightness": 0.381,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-101598",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:01:00Z",
"trace_id": "a4634c71-365a-4f50-b3b4-49a8447ff359"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"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": 0.079,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.328,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 9.94,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-3CAD97E296",
"grid_service_limit_mw": 12.75,
"gross_sqft": 433595,
"infill_site": true,
"lease_expiry_months": 30,
"occu... | {
"capital_availability": 0.505,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.789,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.505,
"nearby_nodes": 8,
"network_redundancy_score": 0.344,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 82.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.683,
"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": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.3,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 3.73,
"tenant_expansion_probability": 0.357
} | {
"annualized_noi_impact_usd": 11627,
"annualized_revenue_impact_usd": 18485,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": 0.43,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.47
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.18
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.124,
"capital_availability": 0.505,
"demand_pressure": 0.534,
"entitlement_friction": 0.505,
"labor_shortage": 0.721,
"portfolio_tightness": 0.328,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-101599",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:57:00Z",
"trace_id": "b888a8b0-f9ac-481a-8103-685a46e6da03"
} | {
"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": 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": false,
"growth_rate": 0.24,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.165,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.5,
"battery_mwh": 7.56,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-F23352CBAC",
"grid_service_limit_mw": 20.26,
"gross_sqft": 536893,
"infill_site": true,
"lease_expiry_months": 21,
"... | {
"capital_availability": 0.135,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.371,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.414,
"nearby_nodes": 7,
"network_redundancy_score": 0.804,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 82.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.7,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 3.22,
"tenant_expansion_probability": 0.43
} | {
"annualized_noi_impact_usd": 6837,
"annualized_revenue_impact_usd": 9753,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 579803,
"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.006,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.95
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.858,
"capital_availability": 0.135,
"demand_pressure": 0.468,
"entitlement_friction": 0.414,
"labor_shortage": 0.77,
"portfolio_tightness": 0.508,
"... |
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