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": 0.846,
"id": "FORGE-108400",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:10:00Z",
"trace_id": "dcd96592-fe70-45ce-b859-158547443dbd"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"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": 0.083,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.378,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.65,
"battery_mwh": 3.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 72,
"facility_id": "FAC-8E71CCE494",
"grid_service_limit_mw": 10.17,
"gross_sqft": 721951,
"infill_site": true,
"lease_expiry_months": 37,
"occupa... | {
"capital_availability": 0.564,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.48,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.712,
"nearby_nodes": 7,
"network_redundancy_score": 0.556,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 81.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.54,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.5,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.24... | {
"annualized_noi_impact_usd": -268929,
"annualized_revenue_impact_usd": -379277,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 639865,
"expansion_capture_probability_post_event": 0.117,
"lease_rate_change_pct": -1,
"occupancy_shift": -0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.16
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.353,
"capital_availability": 0.564,
"demand_pressure": 0.399,
"entitlement_friction": 0.712,
"labor_shortage": 0.797,
"portfolio_tightness": 0.589,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108401",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:31:00Z",
"trace_id": "93ba47ac-819f-4818-a9e2-6568481fb4b1"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.225,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.41,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.8,
"battery_mwh": 5.71,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-EA56F7B929",
"grid_service_limit_mw": 9.74,
"gross_sqft": 928587,
"infill_site": false,
"lease_expiry_months": 63,
"... | {
"capital_availability": 0.156,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.67,
"nearby_nodes": 6,
"network_redundancy_score": 0.647,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 218... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 84.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 2.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.4,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.503
} | {
"annualized_noi_impact_usd": -23811,
"annualized_revenue_impact_usd": -37186,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 478352,
"expansion_capture_probability_post_event": 0.407,
"lease_rate_change_pct": 1.14,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.34
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.305,
"capital_availability": 0.156,
"demand_pressure": 0.544,
"entitlement_friction": 0.67,
"labor_shortage": 0.856,
"portfolio_tightness": 0.712,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-108402",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:08:00Z",
"trace_id": "12684af5-4b6f-4e8a-90e7-2918d7893286"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.021,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.237,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.55,
"battery_mwh": 2.8,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-F3FEF8E63A",
"grid_service_limit_mw": 20.57,
"gross_sqft": 571628,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.619,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.506,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.671,
"nearby_nodes": 7,
"network_redundancy_score": 0.456,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1255331... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 79.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 0.1,
"rent_growth_90d_pct": -0.96,
"tenant_expansion_probability": 0.164
} | {
"annualized_noi_impact_usd": -118926,
"annualized_revenue_impact_usd": -176037,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 481777,
"expansion_capture_probability_post_event": 0.054,
"lease_rate_change_pct": -4.28,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.4
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.308,
"capital_availability": 0.619,
"demand_pressure": 0.341,
"entitlement_friction": 0.671,
"labor_shortage": 0.841,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-108403",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:16:00Z",
"trace_id": "81b6f021-6a99-45ad-8495-da8fc7993445"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.181,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.413,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.79,
"battery_mwh": 7.8,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-3DBB254D0B",
"grid_service_limit_mw": 18.19,
"gross_sqft": 1306544,
"infill_site": true,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.228,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.616,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.673,
"nearby_nodes": 3,
"network_redundancy_score": 0.719,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 2.06,
"tenant_expansion_probability": 0.393
} | {
"annualized_noi_impact_usd": -83283,
"annualized_revenue_impact_usd": -111337,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 511103,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": -0.29,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.4
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.764,
"capital_availability": 0.228,
"demand_pressure": 0.589,
"entitlement_friction": 0.673,
"labor_shortage": 0.863,
"portfolio_tightness": 0.566,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-108404",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:47:00Z",
"trace_id": "21c7fe30-012e-4706-a273-ec21f36f36b3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"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": 0.406,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.163,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.53,
"battery_mwh": 0.23,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 97,
"facility_id": "FAC-C0E9CA0AC4",
"grid_service_limit_mw": 15.12,
"gross_sqft": 971679,
"infill_site": true,
"lease_expiry_months": 30,
"occup... | {
"capital_availability": 0.611,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.675,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.37,
"nearby_nodes": 2,
"network_redundancy_score": 0.646,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 310338,... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 85.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 9774,
"annualized_revenue_impact_usd": 12889,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 599621,
"expansion_capture_probability_post_event": 0.441,
"lease_rate_change_pct": 1.82,
"occupancy_shift": 0.007,
"service_penalty_risk_usd": 1... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.97
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.03
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.315,
"capital_availability": 0.611,
"demand_pressure": 0.668,
"entitlement_friction": 0.37,
"labor_shortage": 0.549,
"portfolio_tightness": 0.358,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-108405",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:58:00Z",
"trace_id": "8a3c20b9-a312-449a-86c3-052397608ba5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.196,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.105,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.44,
"battery_mwh": 3.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-03FEF19AA3",
"grid_service_limit_mw": 9.12,
"gross_sqft": 536285,
"infill_site": false,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.42,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.911,
"nearby_nodes": 8,
"network_redundancy_score": 0.77,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 80.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"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": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.9,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": -0.09,
"rent_growth_90d_pct": 0.79,
"tenant_expansion_probability": 0.373
} | {
"annualized_noi_impact_usd": -56677,
"annualized_revenue_impact_usd": -85535,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 624634,
"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": -1.29,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.53
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.08
},
{
"action": "shift_ov... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.353,
"entitlement_friction": 0.911,
"labor_shortage": 0.703,
"portfolio_tightness": 0.548,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-108406",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:29:00Z",
"trace_id": "4aa95fd2-ef36-4da5-9d75-e876a21e412e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_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": 0.214,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.199,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.26,
"battery_mwh": 10.78,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-57DB271736",
"grid_service_limit_mw": 6.99,
"gross_sqft": 1162599,
"infill_site": true,
"lease_expiry_months": 43,
"oc... | {
"capital_availability": 0.187,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.366,
"nearby_nodes": 4,
"network_redundancy_score": 0.442,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 33... | [
{
"appointment_fill_pct": 93.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
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"rent_growth_30d_pct": 3.57,
"rent_growth_90d_pct": 5.96,
"tenant_expansion_probability": 0.459
... | {
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"annualized_revenue_impact_usd": 206596,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.358,
"lease_rate_change_pct": 2.64,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.48
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.187,
"demand_pressure": 0.589,
"entitlement_friction": 0.366,
"labor_shortage": 1,
"portfolio_tightness": 0.712,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-108407",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:06:00Z",
"trace_id": "d8c5807b-4452-462b-87d0-52c6f7300c96"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.378,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.164,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.33,
"battery_mwh": 3.67,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-24F7F35A5A",
"grid_service_limit_mw": 9.18,
"gross_sqft": 763610,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.36,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.429,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.781,
"nearby_nodes": 6,
"network_redundancy_score": 0.325,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 22823... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.7,
"dock_utilization_pct": 87.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.7,
"shift_fil... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.29,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.5,
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"rent_growth_30d_pct": 2.75,
"rent_growth_90d_pct": 4.4,
"tenant_expansion_probability": 0.57
} | {
"annualized_noi_impact_usd": 82521,
"annualized_revenue_impact_usd": 114199,
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"expansion_capture_probability_post_event": 0.434,
"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.78
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.23
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.898,
"capital_availability": 0.36,
"demand_pressure": 0.672,
"entitlement_friction": 0.781,
"labor_shortage": 0.973,
"portfolio_tightness": 0.698,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-108408",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:48:00Z",
"trace_id": "a2558973-e35c-4118-a42e-f54da4e059ac"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.072,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.241,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.41,
"battery_mwh": 8.29,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 30,
"facility_id": "FAC-330D93C737",
"grid_service_limit_mw": 12.56,
"gross_sqft": 303672,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.91,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.554,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.638,
"nearby_nodes": 2,
"network_redundancy_score": 0.444,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 4227... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.2,
"dock_utilization_pct": 80.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 79.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.677,
"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": 3.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.6,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 3.56,
"rent_growth_90d_pct": 4.78,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -2706,
"annualized_revenue_impact_usd": -4421,
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"decision_horizon_days": 30,
"estimated_capex_usd": 611647,
"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": 0.65,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.15
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.043,
"capital_availability": 0.91,
"demand_pressure": 0.337,
"entitlement_friction": 0.638,
"labor_shortage": 0.636,
"portfolio_tightness": 0.649,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-108409",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:05:00Z",
"trace_id": "9811c1ff-ca2b-4be0-b05c-8ce14f8fd6dd"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.167,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.402,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.8,
"battery_mwh": 1.75,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-865660148F",
"grid_service_limit_mw": 17.27,
"gross_sqft": 1159985,
"infill_site": true,
"lease_expiry_months": 16,
"occ... | {
"capital_availability": 0.727,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.533,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.357,
"nearby_nodes": 6,
"network_redundancy_score": 0.391,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 29.9,
"dock_utilization_pct": 84.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.648,
"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": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 3.21,
"rent_growth_90d_pct": 2.37,
"tenant_expansion_probability": 0.483
} | {
"annualized_noi_impact_usd": 76372,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.467,
"lease_rate_change_pct": 0.86,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.27
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.56
},
{
"action": "lock_power_capacity... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.199,
"capital_availability": 0.727,
"demand_pressure": 0.584,
"entitlement_friction": 0.357,
"labor_shortage": 0.441,
"portfolio_tightness": 0.437,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-108410",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:39:00Z",
"trace_id": "d9ccd62d-5a90-4234-9596-0de0effca713"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.122,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.231,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.47,
"battery_mwh": 10.26,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-841FFE7496",
"grid_service_limit_mw": 18.87,
"gross_sqft": 497680,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.318,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.717,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.299,
"nearby_nodes": 6,
"network_redundancy_score": 0.532,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.8,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.661,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 89.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.11,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.412
} | {
"annualized_noi_impact_usd": -7610,
"annualized_revenue_impact_usd": -10343,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 379432,
"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": 0.4,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.1
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.485,
"capital_availability": 0.318,
"demand_pressure": 0.597,
"entitlement_friction": 0.299,
"labor_shortage": 0.517,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-108411",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:05:00Z",
"trace_id": "893e095b-df7f-43ef-9d03-6c932df69f12"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.157,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.171,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.3,
"battery_mwh": 12.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-90BF02DA54",
"grid_service_limit_mw": 13.37,
"gross_sqft": 275075,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.231,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.269,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.459,
"nearby_nodes": 4,
"network_redundancy_score": 0.646,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 82.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.6,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": -0.22,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -20450,
"annualized_revenue_impact_usd": -31156,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 410903,
"expansion_capture_probability_post_event": 0.25,
"lease_rate_change_pct": -0.65,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.92
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.543,
"capital_availability": 0.231,
"demand_pressure": 0.518,
"entitlement_friction": 0.459,
"labor_shortage": 0.799,
"portfolio_tightness": 0.313,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-108412",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:07:00Z",
"trace_id": "7f09f47c-aa82-433b-bbae-4ed36b23ed80"
} | {
"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": 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": 0.129,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.425,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.54,
"battery_mwh": 0.39,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-432619FA0D",
"grid_service_limit_mw": 19.81,
"gross_sqft": 937153,
"infill_site": true,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.875,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.299,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.281,
"nearby_nodes": 4,
"network_redundancy_score": 0.361,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.1,
"dock_utilization_pct": 82.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"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": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.8,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 2.96,
"rent_growth_90d_pct": 1.84,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 13658,
"annualized_revenue_impact_usd": 18156,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 556017,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": -0.11,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.71
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.49
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.299,
"capital_availability": 0.875,
"demand_pressure": 0.458,
"entitlement_friction": 0.281,
"labor_shortage": 0.581,
"portfolio_tightness": 0.492,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-108413",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:21:00Z",
"trace_id": "ebbb857e-c4d4-440f-827b-6b761806dedf"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"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": 0.36,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.4,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.39,
"battery_mwh": 10.13,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-D3A526AB18",
"grid_service_limit_mw": 22.6,
"gross_sqft": 761209,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.461,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.775,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.546,
"nearby_nodes": 7,
"network_redundancy_score": 0.436,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.5,
"dock_utilization_pct": 86.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.653,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.7,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 4.35,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 212852,
"annualized_revenue_impact_usd": 308422,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 489786,
"expansion_capture_probability_post_event": 0.655,
"lease_rate_change_pct": 3.83,
"occupancy_shift": 0.025,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.46
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.18
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.809,
"capital_availability": 0.461,
"demand_pressure": 0.704,
"entitlement_friction": 0.546,
"labor_shortage": 0.454,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-108414",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:26:00Z",
"trace_id": "05ea21bf-cab5-4e5d-96ef-4955629779a4"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.318,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.175,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.63,
"battery_mwh": 11.06,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-E33BFF7CA6",
"grid_service_limit_mw": 12.31,
"gross_sqft": 1178845,
"infill_site": false,
"lease_expiry_months": 18... | {
"capital_availability": 0.222,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.537,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.451,
"nearby_nodes": 3,
"network_redundancy_score": 0.701,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.8,
"dock_utilization_pct": 88.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.6,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 3.09,
"rent_growth_90d_pct": 5.33,
"tenant_expansion_probability": 0.546
} | {
"annualized_noi_impact_usd": 307517,
"annualized_revenue_impact_usd": 438475,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 478729,
"expansion_capture_probability_post_event": 0.453,
"lease_rate_change_pct": 3.19,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.26
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.877,
"capital_availability": 0.222,
"demand_pressure": 0.762,
"entitlement_friction": 0.451,
"labor_shortage": 0.933,
"portfolio_tightness": 0.631,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.741,
"id": "FORGE-108415",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:14:00Z",
"trace_id": "2d34308c-a301-4c09-ac7c-52c0ee9e8574"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"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": 0.297,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.467,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.28,
"battery_mwh": 3.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 41,
"facility_id": "FAC-28C91E6F65",
"grid_service_limit_mw": 15.96,
"gross_sqft": 410512,
"infill_site": true,
"lease_expiry_months": 28,
"... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.478,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.604,
"nearby_nodes": 7,
"network_redundancy_score": 0.822,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 83.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 79.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"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": 2.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.4,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 3.76,
"tenant_expansion_probability": 0.543
... | {
"annualized_noi_impact_usd": 33018,
"annualized_revenue_impact_usd": 53815,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 776517,
"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 1.28,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.21
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.89
},
{
"action": "delay_spec_develo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.816,
"capital_availability": 0.2,
"demand_pressure": 0.525,
"entitlement_friction": 0.604,
"labor_shortage": 0.816,
"portfolio_tightness": 0.578,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-108416",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:37:00Z",
"trace_id": "51ba61c0-0df8-49db-b5d9-87451e0d068c"
} | {
"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": 8.8,
"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": 0.286,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.202,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.38,
"battery_mwh": 7.7,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-AA2EE4BA1B",
"grid_service_limit_mw": 11.91,
"gross_sqft": 1112866,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.073,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.635,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.794,
"nearby_nodes": 6,
"network_redundancy_score": 0.727,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 79... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 84.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"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": 2.28,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.4,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 0.34,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -134018,
"annualized_revenue_impact_usd": -207025,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 793075,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": -1.6,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.84
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.789,
"capital_availability": 0.073,
"demand_pressure": 0.55,
"entitlement_friction": 0.794,
"labor_shortage": 0.863,
"portfolio_tightness": 0.614,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-108417",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:36:00Z",
"trace_id": "8b9c1d61-8c60-482c-9b01-97087098f752"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.106,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.328,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.33,
"battery_mwh": 9.83,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-5B2EBE76EC",
"grid_service_limit_mw": 14.1,
"gross_sqft": 755614,
"infill_site": false,
"lease_expiry_months": 27,
"occu... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.651,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.467,
"nearby_nodes": 4,
"network_redundancy_score": 0.577,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 79.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.7,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 0.1,
"rent_growth_90d_pct": -0.28,
"tenant_expansion_probability": 0.258
} | {
"annualized_noi_impact_usd": -58730,
"annualized_revenue_impact_usd": -99388,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 479189,
"expansion_capture_probability_post_event": 0.162,
"lease_rate_change_pct": -2.49,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.3
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.688,
"capital_availability": 0.382,
"demand_pressure": 0.342,
"entitlement_friction": 0.467,
"labor_shortage": 0.692,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-108418",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:17:00Z",
"trace_id": "e25aa92e-5dd1-48ca-b8a9-daad08c83e19"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.193,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.315,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.19,
"battery_mwh": 3.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 56,
"facility_id": "FAC-B99B65C069",
"grid_service_limit_mw": 17.37,
"gross_sqft": 565206,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.608,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.422,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.145,
"nearby_nodes": 2,
"network_redundancy_score": 0.478,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 88,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 0.98,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": 0.311
} | {
"annualized_noi_impact_usd": -40141,
"annualized_revenue_impact_usd": -55637,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 495516,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": 0.74,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.89
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.81
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.437,
"capital_availability": 0.608,
"demand_pressure": 0.57,
"entitlement_friction": 0.145,
"labor_shortage": 0.558,
"portfolio_tightness": 0.365,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-108419",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:04:00Z",
"trace_id": "e227b5d2-cd5c-499d-96e7-a6a74b688a19"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.443,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.074,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.72,
"battery_mwh": 10.84,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-AD553B61F9",
"grid_service_limit_mw": 14.01,
"gross_sqft": 606068,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.647,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.634,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.588,
"nearby_nodes": 3,
"network_redundancy_score": 0.534,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 145966... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 86.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_... | {
"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": "very_high",
"for... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 3.38,
"tenant_expansion_probability": 0.678
} | {
"annualized_noi_impact_usd": 67219,
"annualized_revenue_impact_usd": 109443,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 583221,
"expansion_capture_probability_post_event": 0.584,
"lease_rate_change_pct": 2.82,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 47.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.28
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.324,
"capital_availability": 0.647,
"demand_pressure": 0.707,
"entitlement_friction": 0.588,
"labor_shortage": 0.808,
"portfolio_tightness": 0.369,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-108420",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:25:00Z",
"trace_id": "798a2ac8-2010-4f4d-a165-3712ae50059c"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.165,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.197,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.59,
"battery_mwh": 4.6,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-E342D653F8",
"grid_service_limit_mw": 15.71,
"gross_sqft": 448648,
"infill_site": false,
"lease_expiry_months": 23,
"occu... | {
"capital_availability": 0.69,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.708,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.58,
"nearby_nodes": 6,
"network_redundancy_score": 0.878,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 92.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 86.1,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 56.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.6,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 2.97,
"rent_growth_90d_pct": 2.03,
"tenant_expansion_probability": 0.378
} | {
"annualized_noi_impact_usd": -32488,
"annualized_revenue_impact_usd": -49045,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 682044,
"expansion_capture_probability_post_event": 0.268,
"lease_rate_change_pct": -0.84,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.56
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.38
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.568,
"capital_availability": 0.69,
"demand_pressure": 0.62,
"entitlement_friction": 0.58,
"labor_shortage": 0.93,
"portfolio_tightness": 0.669,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-108421",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:43:00Z",
"trace_id": "a4f2d121-c3cd-4b62-92e3-e2374cde34e8"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.281,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.416,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.33,
"battery_mwh": 11.66,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-357D893308",
"grid_service_limit_mw": 19.82,
"gross_sqft": 173051,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.037,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.313,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.307,
"nearby_nodes": 3,
"network_redundancy_score": 0.637,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 89.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"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": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability": 0.47
} | {
"annualized_noi_impact_usd": 780,
"annualized_revenue_impact_usd": 1218,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 426789,
"expansion_capture_probability_post_event": 0.378,
"lease_rate_change_pct": 0.53,
"occupancy_shift": 0.009,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.25
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.19
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.737,
"capital_availability": 0.037,
"demand_pressure": 0.838,
"entitlement_friction": 0.307,
"labor_shortage": 0.893,
"portfolio_tightness": 0.477,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-108422",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:43:00Z",
"trace_id": "e0e95285-d066-472b-a560-e7a3ec34339f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.161,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.384,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.37,
"battery_mwh": 3.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-07B202234F",
"grid_service_limit_mw": 10.54,
"gross_sqft": 893454,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.522,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.508,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.64,
"nearby_nodes": 2,
"network_redundancy_score": 0.44,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1301... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 83.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.6,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.34... | {
"annualized_noi_impact_usd": -310077,
"annualized_revenue_impact_usd": -458686,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 607213,
"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": -0.48,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.47
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.18
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.754,
"capital_availability": 0.522,
"demand_pressure": 0.52,
"entitlement_friction": 0.64,
"labor_shortage": 0.821,
"portfolio_tightness": 0.609,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-108423",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:22:00Z",
"trace_id": "31ae0d35-b3d2-47e7-8343-6f95f2e20b38"
} | {
"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": 8.2,
"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": 0.257,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.152,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.67,
"battery_mwh": 10.56,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-6347D677D3",
"grid_service_limit_mw": 6.8,
"gross_sqft": 805779,
"infill_site": false,
"lease_expiry_months": 34,
"occu... | {
"capital_availability": 0.348,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.623,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.543,
"nearby_nodes": 4,
"network_redundancy_score": 0.329,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 38... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 85.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.7,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.4,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 3.3,
"rent_growth_90d_pct": 2.86,
"tenant_expansion_probability": 0.523
} | {
"annualized_noi_impact_usd": 77480,
"annualized_revenue_impact_usd": 133304,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 561916,
"expansion_capture_probability_post_event": 0.431,
"lease_rate_change_pct": 1.04,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.73
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.79
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.261,
"capital_availability": 0.348,
"demand_pressure": 0.602,
"entitlement_friction": 0.543,
"labor_shortage": 0.766,
"portfolio_tightness": 0.663,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-108424",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:38:00Z",
"trace_id": "e65b980d-fff4-495f-8029-540217f4f0c0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.175,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.465,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.66,
"battery_mwh": 0.3,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 31,
"facility_id": "FAC-AD8449A251",
"grid_service_limit_mw": 17.52,
"gross_sqft": 317535,
"infill_site": true,
"lease_expiry_months": 62,
"occupa... | {
"capital_availability": 0.525,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.463,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.19,
"nearby_nodes": 3,
"network_redundancy_score": 0.5,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 82.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.7,
"shift_fill_r... | {
"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": "high",
"forecast_... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 2.9,
"tenant_expansion_probability": 0.356
} | {
"annualized_noi_impact_usd": -19237,
"annualized_revenue_impact_usd": -28775,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 619279,
"expansion_capture_probability_post_event": 0.265,
"lease_rate_change_pct": 0.55,
"occupancy_shift": -0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.46
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.02
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.415,
"capital_availability": 0.525,
"demand_pressure": 0.475,
"entitlement_friction": 0.19,
"labor_shortage": 0.694,
"portfolio_tightness": 0.521,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-108425",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:28:00Z",
"trace_id": "ca3ef178-7077-468b-8e2e-8ebeb8db76ab"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.078,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.237,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.46,
"battery_mwh": 4.81,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-0F27745D9A",
"grid_service_limit_mw": 9.26,
"gross_sqft": 534445,
"infill_site": false,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 0.572,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.263,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.739,
"nearby_nodes": 8,
"network_redundancy_score": 0.461,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 81.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.993,
"rent_growth_30d_pct": 0.82,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.27
} | {
"annualized_noi_impact_usd": -123037,
"annualized_revenue_impact_usd": -172956,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 459160,
"expansion_capture_probability_post_event": 0.167,
"lease_rate_change_pct": -0.85,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.66
},
{
"action": "delay_spe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.572,
"demand_pressure": 0.406,
"entitlement_friction": 0.739,
"labor_shortage": 0.946,
"portfolio_tightness": 0.618,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-108426",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:38:00Z",
"trace_id": "8581ea51-75f7-4860-a260-5a1468017080"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.323,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.28,
"battery_mwh": 6.95,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-E7E0402FCE",
"grid_service_limit_mw": 14.69,
"gross_sqft": 723226,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.475,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.462,
"nearby_nodes": 2,
"network_redundancy_score": 0.81,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 592892,... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 82.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 1.92,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.884,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability": 0.18
} | {
"annualized_noi_impact_usd": -105872,
"annualized_revenue_impact_usd": -168356,
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"decision_horizon_days": 30,
"estimated_capex_usd": 614675,
"expansion_capture_probability_post_event": 0.073,
"lease_rate_change_pct": -1.83,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.39
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.475,
"demand_pressure": 0.488,
"entitlement_friction": 0.462,
"labor_shortage": 0.712,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.737,
"id": "FORGE-108427",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:45:00Z",
"trace_id": "d630edea-b01e-4d2b-9535-0fab97ff60e1"
} | {
"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",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.179,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.48,
"battery_mwh": 10.87,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-0B91994206",
"grid_service_limit_mw": 21.21,
"gross_sqft": 775471,
"infill_site": true,
"lease_expiry_months": 14,
"occ... | {
"capital_availability": 0.179,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.591,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.199,
"nearby_nodes": 2,
"network_redundancy_score": 0.604,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.5,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 0.9,
"tenant_expansion_probability": 0.298
} | {
"annualized_noi_impact_usd": -41879,
"annualized_revenue_impact_usd": -67580,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 334643,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -1.03,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.98
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.869,
"capital_availability": 0.179,
"demand_pressure": 0.479,
"entitlement_friction": 0.199,
"labor_shortage": 0.695,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-108428",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:48:00Z",
"trace_id": "3a12ac03-cae9-4d1e-a181-e765fa3632d1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.204,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.441,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.58,
"battery_mwh": 5.64,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 95,
"facility_id": "FAC-21E3074B1A",
"grid_service_limit_mw": 18.31,
"gross_sqft": 952894,
"infill_site": false,
"lease_expiry_months": 39,
"occu... | {
"capital_availability": 0.071,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.705,
"nearby_nodes": 2,
"network_redundancy_score": 0.423,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 82.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_pressu... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 0.69,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.331
} | {
"annualized_noi_impact_usd": -100807,
"annualized_revenue_impact_usd": -131599,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 598064,
"expansion_capture_probability_post_event": 0.205,
"lease_rate_change_pct": -1.19,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.13
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.746,
"capital_availability": 0.071,
"demand_pressure": 0.487,
"entitlement_friction": 0.705,
"labor_shortage": 0.671,
"portfolio_tightness": 0.519,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-108429",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:59:00Z",
"trace_id": "0911b05c-c4cd-4cd5-938f-99e35b79b7eb"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.017,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.403,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.31,
"battery_mwh": 0.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-467B5939ED",
"grid_service_limit_mw": 17.51,
"gross_sqft": 298573,
"infill_site": false,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.211,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.591,
"nearby_nodes": 7,
"network_redundancy_score": 0.606,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": -0.28,
"tenant_expansion_probability": 0.0... | {
"annualized_noi_impact_usd": -48372,
"annualized_revenue_impact_usd": -80415,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 30,
"estimated_capex_usd": 588304,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.41,
"occupancy_shift": -0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.27
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.727,
"capital_availability": 0.211,
"demand_pressure": 0.552,
"entitlement_friction": 0.591,
"labor_shortage": 0.512,
"portfolio_tightness": 0.39,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-108430",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:38:00Z",
"trace_id": "9afb67b8-2256-4099-bea1-b998c2e8f20d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.273,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.341,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.53,
"battery_mwh": 7.5,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 113,
"facility_id": "FAC-FE2870E9EA",
"grid_service_limit_mw": 12.43,
"gross_sqft": 1134972,
"infill_site": false,
"lease_expiry_months": 58,
"occ... | {
"capital_availability": 0.318,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.72,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.572,
"nearby_nodes": 3,
"network_redundancy_score": 0.318,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 628... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.6,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 79.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.2,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 3.85,
"rent_growth_90d_pct": 5.32,
"tenant_expansion_probability": 0.544... | {
"annualized_noi_impact_usd": 253526,
"annualized_revenue_impact_usd": 431796,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 747664,
"expansion_capture_probability_post_event": 0.476,
"lease_rate_change_pct": 2.66,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.75
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.72
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.318,
"demand_pressure": 0.585,
"entitlement_friction": 0.572,
"labor_shortage": 0.617,
"portfolio_tightness": 0.61,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-108431",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:25:00Z",
"trace_id": "edaf46c1-d1d3-468e-b98c-bdbc823998ec"
} | {
"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": "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": false,
"growth_rate": 0.075,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.407,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.46,
"battery_mwh": 6.63,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-0B012FAF1B",
"grid_service_limit_mw": 12.3,
"gross_sqft": 333033,
"infill_site": false,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.225,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.608,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.595,
"nearby_nodes": 3,
"network_redundancy_score": 0.75,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 74.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 78.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 2.41,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.4,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.1... | {
"annualized_noi_impact_usd": -150793,
"annualized_revenue_impact_usd": -221283,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 761528,
"expansion_capture_probability_post_event": 0.07,
"lease_rate_change_pct": -1.11,
"occupancy_shift": -0.025,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.09
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.25
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.225,
"demand_pressure": 0.231,
"entitlement_friction": 0.595,
"labor_shortage": 0.703,
"portfolio_tightness": 0.669,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-108432",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:54:00Z",
"trace_id": "7c3191f7-4f80-419d-beaa-291db1c2439e"
} | {
"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.436,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.049,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.36,
"battery_mwh": 1.49,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-FEA23C8224",
"grid_service_limit_mw": 14.14,
"gross_sqft": 889268,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.24,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.748,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.705,
"nearby_nodes": 2,
"network_redundancy_score": 0.733,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 84.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": -0.72,
"tenant_expansion_probability": 0.629
} | {
"annualized_noi_impact_usd": 71319,
"annualized_revenue_impact_usd": 120492,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 738737,
"expansion_capture_probability_post_event": 0.505,
"lease_rate_change_pct": -1.1,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.5
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.543,
"capital_availability": 0.24,
"demand_pressure": 0.583,
"entitlement_friction": 0.705,
"labor_shortage": 1,
"portfolio_tightness": 0.414,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-108433",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:55:00Z",
"trace_id": "80b15cb7-2f5e-47af-b9c9-e963b807c2eb"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.303,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.368,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.58,
"battery_mwh": 1.2,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-27F7CE99CE",
"grid_service_limit_mw": 9.91,
"gross_sqft": 1301118,
"infill_site": false,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.376,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.657,
"nearby_nodes": 7,
"network_redundancy_score": 0.469,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 35.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"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": 2.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.44,
"rent_growth_90d_pct": 6.17,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 399697,
"annualized_revenue_impact_usd": 627433,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 406419,
"expansion_capture_probability_post_event": 0.635,
"lease_rate_change_pct": 4.11,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.09
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.651,
"capital_availability": 0.376,
"demand_pressure": 0.641,
"entitlement_friction": 0.657,
"labor_shortage": 0.76,
"portfolio_tightness": 0.679,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-108434",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:53:00Z",
"trace_id": "f6536ec9-2fda-4d48-911e-05bc9fc00a89"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.416,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.313,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.48,
"battery_mwh": 2.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-79AA662C3F",
"grid_service_limit_mw": 16.22,
"gross_sqft": 504125,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.579,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.418,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.661,
"nearby_nodes": 7,
"network_redundancy_score": 0.877,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54,
"dock_utilization_pct": 88.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 1.03,
"tenant_expansion_probability": 0.636
} | {
"annualized_noi_impact_usd": 22882,
"annualized_revenue_impact_usd": 34478,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 531911,
"expansion_capture_probability_post_event": 0.538,
"lease_rate_change_pct": 0.66,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 46.76
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.18
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.668,
"capital_availability": 0.579,
"demand_pressure": 0.804,
"entitlement_friction": 0.661,
"labor_shortage": 0.885,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-108435",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:44:00Z",
"trace_id": "c67e39d1-6dd6-4d68-9026-e2cafba89c5b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.32,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.426,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.62,
"battery_mwh": 10.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-65AF6856EC",
"grid_service_limit_mw": 19.85,
"gross_sqft": 1148318,
"infill_site": false,
"lease_expiry_months": 48... | {
"capital_availability": 0.48,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.75,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.621,
"nearby_nodes": 7,
"network_redundancy_score": 0.777,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55.6,
"dock_utilization_pct": 91.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 3.15,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability": 0.557
} | {
"annualized_noi_impact_usd": 97566,
"annualized_revenue_impact_usd": 153448,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 412995,
"expansion_capture_probability_post_event": 0.468,
"lease_rate_change_pct": 1.8,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.53
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.358,
"capital_availability": 0.48,
"demand_pressure": 0.971,
"entitlement_friction": 0.621,
"labor_shortage": 0.775,
"portfolio_tightness": 0.443,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-108436",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:05:00Z",
"trace_id": "8638e310-2c55-4c5b-80e0-a1a7e2648437"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.8,
"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": 0.02,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.475,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.44,
"battery_mwh": 11.96,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-40FC37E393",
"grid_service_limit_mw": 10.84,
"gross_sqft": 1263820,
"infill_site": false,
"lease_expiry_months": 70... | {
"capital_availability": 0.838,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.54,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.416,
"nearby_nodes": 7,
"network_redundancy_score": 0.81,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1320... | [
{
"appointment_fill_pct": 74,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 79,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.648,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.99,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": -150487,
"annualized_revenue_impact_usd": -193927,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 468030,
"expansion_capture_probability_post_event": 0.326,
"lease_rate_change_pct": -0.65,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.09
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.66
},
{
"action": "rebalance_carrier_mi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.188,
"capital_availability": 0.838,
"demand_pressure": 0.258,
"entitlement_friction": 0.416,
"labor_shortage": 0.991,
"portfolio_tightness": 0.61,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-108437",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:56:00Z",
"trace_id": "75298f16-f550-4754-9306-b71a8b59dd38"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.089,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.191,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.61,
"battery_mwh": 8.13,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 60,
"facility_id": "FAC-2B7A48D568",
"grid_service_limit_mw": 18.42,
"gross_sqft": 608138,
"infill_site": true,
"lease_expiry_months": 8,
"occupa... | {
"capital_availability": 0.465,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.31,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.606,
"nearby_nodes": 3,
"network_redundancy_score": 0.442,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 85... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 79.2,
"event_name": "TEMP_DELTA_ALERT",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 1.39,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": -1.18,
"rent_growth_90d_pct": -1.2,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -111826,
"annualized_revenue_impact_usd": -179997,
"cap_rate_pressure_pct": -0.36,
"decision_horizon_days": 90,
"estimated_capex_usd": 603546,
"expansion_capture_probability_post_event": 0.025,
"lease_rate_change_pct": -3.86,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.71
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.51
},
{
"action": "secure_pop_up_capacity"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.898,
"capital_availability": 0.465,
"demand_pressure": 0.327,
"entitlement_friction": 0.606,
"labor_shortage": 0.618,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-108438",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:50:00Z",
"trace_id": "bfee8638-10dd-4ed9-82cd-6844b2ffd4f8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.04,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.496,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.25,
"battery_mwh": 0.47,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-A835C171E4",
"grid_service_limit_mw": 15.32,
"gross_sqft": 221903,
"infill_site": false,
"lease_expiry_months": 41,
"occ... | {
"capital_availability": 0.085,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.455,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.568,
"nearby_nodes": 5,
"network_redundancy_score": 0.441,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 84.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 2.29,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -62983,
"annualized_revenue_impact_usd": -83686,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 519557,
"expansion_capture_probability_post_event": 0.108,
"lease_rate_change_pct": -1.06,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.42
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.848,
"capital_availability": 0.085,
"demand_pressure": 0.561,
"entitlement_friction": 0.568,
"labor_shortage": 0.694,
"portfolio_tightness": 0.542,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-108439",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:27:00Z",
"trace_id": "aeff2ec3-dbec-4289-879f-c211ffdb54cf"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.444,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.033,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.61,
"battery_mwh": 2.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-32EE6E5D16",
"grid_service_limit_mw": 15.65,
"gross_sqft": 1110912,
"infill_site": false,
"lease_expiry_months": 66,... | {
"capital_availability": 0.412,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.355,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.553,
"nearby_nodes": 6,
"network_redundancy_score": 0.418,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 86.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 136098,
"annualized_revenue_impact_usd": 220606,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 536019,
"expansion_capture_probability_post_event": 0.564,
"lease_rate_change_pct": 3.02,
"occupancy_shift": 0.024,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.5
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.412,
"demand_pressure": 0.718,
"entitlement_friction": 0.553,
"labor_shortage": 0.62,
"portfolio_tightness": 0.418,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-108440",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:19:00Z",
"trace_id": "c4c06515-641c-40f9-8035-271d7fc3c789"
} | {
"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",
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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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.444,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 4.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-956EC4937E",
"grid_service_limit_mw": 14.73,
"gross_sqft": 436876,
"infill_site": false,
"lease_expiry_months": 25,
"occ... | {
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"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.557,
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"nearby_nodes": 5,
"network_redundancy_score": 0.608,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_... | {
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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": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 5.15,
"tenant_expansion_probability": 0.223
} | {
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"annualized_revenue_impact_usd": -93389,
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"estimated_capex_usd": 520770,
"expansion_capture_probability_post_event": 0.115,
"lease_rate_change_pct": 0.42,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.17
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.453,
"demand_pressure": 0.645,
"entitlement_friction": 0.567,
"labor_shortage": 0.961,
"portfolio_tightness": 0.643,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-108441",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:09:00Z",
"trace_id": "620b10bd-5134-4901-a5ed-4a72b9e65f00"
} | {
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"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.462,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 9.66,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-0EFAFF4020",
"grid_service_limit_mw": 14.38,
"gross_sqft": 787354,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.455,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.392,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.284,
"nearby_nodes": 4,
"network_redundancy_score": 0.341,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 79.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.7,
"rent_growth_90d_pct": -0.2,
"tenant_expansion_probability": 0.166
} | {
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"annualized_revenue_impact_usd": -173480,
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"expansion_capture_probability_post_event": 0.08,
"lease_rate_change_pct": -2.97,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 30.15
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.15
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.455,
"demand_pressure": 0.354,
"entitlement_friction": 0.284,
"labor_shortage": 0.881,
"portfolio_tightness": 0.365,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-108442",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:22:00Z",
"trace_id": "c1884fd4-d3a0-4f7c-b94f-897ac756c710"
} | {
"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",
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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": 8.4,
"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": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.38,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 6.14,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-38269C4FEB",
"grid_service_limit_mw": 24.06,
"gross_sqft": 1279842,
"infill_site": true,
"lease_expiry_months": 20,
"oc... | {
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"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.532,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.21,
"nearby_nodes": 8,
"network_redundancy_score": 0.724,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1277594... | [
{
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"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 83.4,
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"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"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",
"foreca... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 2.03,
"tenant_expansion_probability": 0.208
} | {
"annualized_noi_impact_usd": -179292,
"annualized_revenue_impact_usd": -264409,
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"expansion_capture_probability_post_event": 0.112,
"lease_rate_change_pct": -0.94,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.08
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.744,
"capital_availability": 0.431,
"demand_pressure": 0.539,
"entitlement_friction": 0.21,
"labor_shortage": 0.738,
"portfolio_tightness": 0.421,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-108443",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:12:00Z",
"trace_id": "98934ac2-3c2e-45c8-8fac-323a6ed69cf2"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.309,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.458,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.52,
"battery_mwh": 0.48,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-CD6BDF680C",
"grid_service_limit_mw": 18.83,
"gross_sqft": 489711,
"infill_site": false,
"lease_expiry_months": 64,
"occ... | {
"capital_availability": 0.316,
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"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.614,
"nearby_nodes": 7,
"network_redundancy_score": 0.548,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1392385,... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rate... | {
"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": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.1,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 1.22,
"tenant_expansion_probability": 0.505
} | {
"annualized_noi_impact_usd": -3066,
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"lease_rate_change_pct": 0.38,
"occupancy_shift": -0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.5
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.2
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.711,
"capital_availability": 0.316,
"demand_pressure": 0.601,
"entitlement_friction": 0.614,
"labor_shortage": 0.607,
"portfolio_tightness": 0.492,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-108444",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:34:00Z",
"trace_id": "263bef0c-a986-4333-8053-6135b8961377"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.232,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.377,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.3,
"battery_mwh": 4.3,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-D3DC234E0C",
"grid_service_limit_mw": 13.66,
"gross_sqft": 1219101,
"infill_site": false,
"lease_expiry_months": 50,
"occ... | {
"capital_availability": 0.228,
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"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.72,
"nearby_nodes": 5,
"network_redundancy_score": 0.453,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 1.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 2.96,
"tenant_expansion_probability": 0.413
} | {
"annualized_noi_impact_usd": -23367,
"annualized_revenue_impact_usd": -32697,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 613137,
"expansion_capture_probability_post_event": 0.306,
"lease_rate_change_pct": 0.48,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.14
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.462,
"capital_availability": 0.228,
"demand_pressure": 0.712,
"entitlement_friction": 0.72,
"labor_shortage": 0.859,
"portfolio_tightness": 0.375,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-108445",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:12:00Z",
"trace_id": "174f09d9-8ea2-4469-b129-5fbe6a6ca846"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.196,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.57,
"battery_mwh": 2.09,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-B35DAFC9D5",
"grid_service_limit_mw": 15.08,
"gross_sqft": 995270,
"infill_site": false,
"lease_expiry_months": 31,
"occ... | {
"capital_availability": 0.289,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.269,
"nearby_nodes": 5,
"network_redundancy_score": 0.51,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1400815... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.931,
"rent_growth_30d_pct": 4.06,
"rent_growth_90d_pct": 2.93,
"tenant_expansion_probability": 0.633... | {
"annualized_noi_impact_usd": 172450,
"annualized_revenue_impact_usd": 284828,
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"decision_horizon_days": 90,
"estimated_capex_usd": 490362,
"expansion_capture_probability_post_event": 0.604,
"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.76
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 26.89
},
{
"action": "monitor_and_stage... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.289,
"demand_pressure": 0.599,
"entitlement_friction": 0.269,
"labor_shortage": 0.524,
"portfolio_tightness": 0.51,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-108446",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:45:00Z",
"trace_id": "0811a9d4-a32d-42cf-9dfb-3da15cba33e3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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": "100m_250m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.424,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.73,
"battery_mwh": 12.04,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-E85D15CAC9",
"grid_service_limit_mw": 14.37,
"gross_sqft": 1001655,
"infill_site": false,
"lease_expiry_months": 59... | {
"capital_availability": 0.112,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.45,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.489,
"nearby_nodes": 4,
"network_redundancy_score": 0.673,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 74.4,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 77.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"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... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.68,
"rent_growth_90d_pct": -0.85,
"tenant_expansion_probability": 0.197
} | {
"annualized_noi_impact_usd": -166315,
"annualized_revenue_impact_usd": -270097,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 90,
"estimated_capex_usd": 615075,
"expansion_capture_probability_post_event": 0.096,
"lease_rate_change_pct": -3.44,
"occupancy_shift": -0.021,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.57
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 23.07
},
{
"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": 0.112,
"demand_pressure": 0.207,
"entitlement_friction": 0.489,
"labor_shortage": 0.753,
"portfolio_tightness": 0.478,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-108447",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:47:00Z",
"trace_id": "805f6624-5c71-4109-a386-eca2b4473411"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.389,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.353,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 0.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-9CE84CCDB7",
"grid_service_limit_mw": 14.46,
"gross_sqft": 782971,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.261,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.629,
"cross_node_rebalancing_capacity_pct": 0.2,
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"nearby_nodes": 7,
"network_redundancy_score": 0.746,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 189... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.946,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 81490,
"annualized_revenue_impact_usd": 107847,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.534,
"lease_rate_change_pct": 2.81,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.97
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.261,
"demand_pressure": 0.662,
"entitlement_friction": 0.268,
"labor_shortage": 0.535,
"portfolio_tightness": 0.352,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-108448",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:07:00Z",
"trace_id": "504325a8-779a-4131-a4ab-9f97de1a90e9"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.226,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.44,
"battery_mwh": 6.43,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-BC275BD8DA",
"grid_service_limit_mw": 7.56,
"gross_sqft": 621735,
"infill_site": false,
"lease_expiry_months": 11,
"occu... | {
"capital_availability": 0.025,
"cluster_utilization_pct": 0.881,
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"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.268,
"nearby_nodes": 3,
"network_redundancy_score": 0.351,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.61,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
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"rent_growth_30d_pct": 2.62,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability": 0.22
} | {
"annualized_noi_impact_usd": -183417,
"annualized_revenue_impact_usd": -260750,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.141,
"lease_rate_change_pct": -0.51,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.85
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.025,
"demand_pressure": 0.478,
"entitlement_friction": 0.268,
"labor_shortage": 0.899,
"portfolio_tightness": 0.677,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-108449",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:30:00Z",
"trace_id": "3cfd6445-7e42-4e80-a576-c66f7e9c49cc"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.281,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.238,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.68,
"battery_mwh": 4.71,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-C6BD5D336B",
"grid_service_limit_mw": 11.97,
"gross_sqft": 262488,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.167,
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"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.671,
"nearby_nodes": 2,
"network_redundancy_score": 0.412,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 82.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 2.52,
"tenant_expansion_probability": 0.448
} | {
"annualized_noi_impact_usd": -5760,
"annualized_revenue_impact_usd": -9646,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 712554,
"expansion_capture_probability_post_event": 0.323,
"lease_rate_change_pct": 0.39,
"occupancy_shift": -0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.49
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.96
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.167,
"demand_pressure": 0.48,
"entitlement_friction": 0.671,
"labor_shortage": 0.667,
"portfolio_tightness": 0.537,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-108450",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:47:00Z",
"trace_id": "d50fc829-c636-45ba-a5c2-3e6146b4806e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.262,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 5.62,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 34,
"facility_id": "FAC-80776272F1",
"grid_service_limit_mw": 12.4,
"gross_sqft": 346698,
"infill_site": false,
"lease_expiry_months": 40,
"occup... | {
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"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.84,
"nearby_nodes": 5,
"network_redundancy_score": 0.782,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 174... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 3.43,
"tenant_expansion_probability": 0.325
} | {
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"annualized_revenue_impact_usd": -93475,
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"estimated_capex_usd": 767603,
"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -0.36,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.45
},
{
"action": "defer_noncrit... | {
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"demand_pressure": 0.428,
"entitlement_friction": 0.84,
"labor_shortage": 0.984,
"portfolio_tightness": 0.63,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-108451",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:20:00Z",
"trace_id": "7c2bdcd2-e2f2-42b2-a72d-3286523bff3c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.349,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 0.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-376F8F7769",
"grid_service_limit_mw": 19.46,
"gross_sqft": 374010,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.641,
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"competitive_pressure_score": 0.698,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.261,
"nearby_nodes": 6,
"network_redundancy_score": 0.648,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.8,
"shift_fill... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 1.37,
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} | {
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"expansion_capture_probability_post_event": 0.292,
"lease_rate_change_pct": -1.3,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
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{
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"score": 33.66
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.57
},
{
"action": "activate_temp_labor... | {
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"entitlement_friction": 0.261,
"labor_shortage": 0.702,
"portfolio_tightness": 0.329,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-108452",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:34:00Z",
"trace_id": "554fef2e-9d5f-4cae-b18d-f27347f26787"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.356,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-598C1A7569",
"grid_service_limit_mw": 7.84,
"gross_sqft": 716061,
"infill_site": false,
"lease_expiry_months": 47,
"occu... | {
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"cluster_utilization_pct": 0.936,
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"entitlement_friction": 0.321,
"nearby_nodes": 3,
"network_redundancy_score": 0.529,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 751972,... | [
{
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"dock_utilization_pct": 83.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 4.27,
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} | {
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"lease_rate_change_pct": 0.11,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
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"score": 34.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.61
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.321,
"labor_shortage": 0.851,
"portfolio_tightness": 0.595,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-108453",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:31:00Z",
"trace_id": "df0b0f00-34b9-42d0-8e89-7e1eab715ce7"
} | {
"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",
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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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.06,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-20098388B3",
"grid_service_limit_mw": 17.6,
"gross_sqft": 828746,
"infill_site": true,
"lease_expiry_months": 43,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.532,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 789050,
... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.5,
"event_name": "GATE_APPOINTMENT_COMPRESSION",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.9,
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 0.53,
"tenant_expansion_probability": 0.414
} | {
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"lease_rate_change_pct": -0.42,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.774,
"portfolio_tightness": 0.477,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-108454",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:27:00Z",
"trace_id": "d696b229-585a-468e-ad14-eb1e58e5d073"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.264,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 0.46,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-2484FB7323",
"grid_service_limit_mw": 12.37,
"gross_sqft": 854431,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.748,
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"nearby_nodes": 2,
"network_redundancy_score": 0.597,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 95.4,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 89.7,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_... | {
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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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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.999,
"rent_growth_30d_pct": 5.48,
"rent_growth_90d_pct": 5.56,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": 512981,
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"decision_horizon_days": 30,
"estimated_capex_usd": 479361,
"expansion_capture_probability_post_event": 0.717,
"lease_rate_change_pct": 4.08,
"occupancy_shift": 0.033,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.58
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.819,
"entitlement_friction": 0.506,
"labor_shortage": 0.833,
"portfolio_tightness": 0.628,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-108455",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:29:00Z",
"trace_id": "fa03b4cd-6fce-490b-bd70-2dd36114a0b5"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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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": 0.195,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 8.99,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-AA121D6A6F",
"grid_service_limit_mw": 25.09,
"gross_sqft": 831487,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.175,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.368,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.592,
"nearby_nodes": 4,
"network_redundancy_score": 0.38,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 396020,... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.891,
"rent_growth_30d_pct": 0.57,
"rent_growth_90d_pct": 0.32,
"tenant_expansion_probability": 0... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -2.44,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.61
},
{
"action": "activate_temp_l... | {
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"capital_availability": 0.175,
"demand_pressure": 0.448,
"entitlement_friction": 0.592,
"labor_shortage": 0.686,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-108456",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:45:00Z",
"trace_id": "8253f6c5-0a3b-4f74-916c-be2c4c73dc36"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.106,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-313A735EF8",
"grid_service_limit_mw": 13.26,
"gross_sqft": 415525,
"infill_site": true,
"lease_expiry_months": 62,
"occu... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.686,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1278470... | [
{
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"power_load_pct_of_service_limit": 51.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_... | {
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"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 0.85,
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} | {
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"lease_rate_change_pct": 0.81,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
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"score": 40.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.74
},
{
"action": "lock_power_ca... | {
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"labor_shortage": 0.787,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-108457",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:20:00Z",
"trace_id": "8fab0958-6a8e-4739-b91b-baefae24fd97"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"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"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.415,
"seasonality": 0.61,
"service_level_target": 0... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-FF4FE41B0A",
"grid_service_limit_mw": 14.88,
"gross_sqft": 393370,
"infill_site": true,
"lease_expiry_months": 22,
"occu... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.51,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 105199,... | [
{
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"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fi... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 0.59,
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} | {
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"lease_rate_change_pct": 0.53,
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"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.85
},
{
"action": "shift_overfl... | {
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"entitlement_friction": 0.309,
"labor_shortage": 0.536,
"portfolio_tightness": 0.421,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-108458",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:54:00Z",
"trace_id": "aed2fd6f-72ac-49f9-8745-05a435d62bbf"
} | {
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"market": "Chicago",
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"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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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.291,
"seasonality": 0.61,
"service_level_target": 0... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-E162AB629B",
"grid_service_limit_mw": 19.43,
"gross_sqft": 201394,
"infill_site": true,
"lease_expiry_months": 19,
"... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.557,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2149792... | [
{
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"dock_utilization_pct": 86.4,
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"power_load_pct_of_service_limit": 54.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"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": 2.14,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
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"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 4.41,
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} | {
"annualized_noi_impact_usd": 31634,
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"lease_rate_change_pct": 3.15,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.31
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"labor_shortage": 0.844,
"portfolio_tightness": 0.496,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-108459",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:26:00Z",
"trace_id": "f3c76813-810f-435d-8300-322df1498c71"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"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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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.245,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.3,
"battery_mwh": 11.9,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-731F8BE4B9",
"grid_service_limit_mw": 25.79,
"gross_sqft": 978956,
"infill_site": false,
"lease_expiry_months": 9,
"... | {
"capital_availability": 0.63,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.288,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.145,
"nearby_nodes": 8,
"network_redundancy_score": 0.588,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.6,
"dock_utilization_pct": 89.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 3.98,
"tenant_expansion_probability": 0.596
} | {
"annualized_noi_impact_usd": 141196,
"annualized_revenue_impact_usd": 217393,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 381605,
"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 3.14,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.69
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.828,
"entitlement_friction": 0.145,
"labor_shortage": 0.798,
"portfolio_tightness": 0.54,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-108460",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:55:00Z",
"trace_id": "ec17ed53-ce4b-435c-8c11-361ff16ab154"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.286,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.382,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.32,
"battery_mwh": 8.81,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-A68F808C63",
"grid_service_limit_mw": 21.04,
"gross_sqft": 942382,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.387,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.355,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.691,
"nearby_nodes": 3,
"network_redundancy_score": 0.335,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 1.81,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
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"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": -17710,
"annualized_revenue_impact_usd": -26976,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 488670,
"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": -0.09,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 43.59
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.31
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.387,
"demand_pressure": 0.597,
"entitlement_friction": 0.691,
"labor_shortage": 0.929,
"portfolio_tightness": 0.447,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-108461",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:04:00Z",
"trace_id": "2fdb9d21-6d10-4871-8622-4aa6df695251"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.433,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.089,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.37,
"battery_mwh": 3.81,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-67B2F018B3",
"grid_service_limit_mw": 24.09,
"gross_sqft": 672280,
"infill_site": false,
"lease_expiry_months": 25,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.943,
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"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.212,
"nearby_nodes": 5,
"network_redundancy_score": 0.524,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 89,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.04,
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.4,
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"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 2.99,
"tenant_expansion_probability": 0.637
} | {
"annualized_noi_impact_usd": 82737,
"annualized_revenue_impact_usd": 124733,
"cap_rate_pressure_pct": -0.09,
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"estimated_capex_usd": 408182,
"expansion_capture_probability_post_event": 0.55,
"lease_rate_change_pct": 2.52,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.21
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.81
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.826,
"entitlement_friction": 0.212,
"labor_shortage": 0.892,
"portfolio_tightness": 0.471,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-108462",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:03:00Z",
"trace_id": "542b1eca-9014-49ca-a8b9-8e1105c377a1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.309,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.397,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.62,
"battery_mwh": 6.68,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-EF81B2E19E",
"grid_service_limit_mw": 12.78,
"gross_sqft": 1333266,
"infill_site": true,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.74,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.528,
"nearby_nodes": 7,
"network_redundancy_score": 0.612,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 636151,
... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.2,
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.93,
"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 1.67,
"tenant_expansion_probability": 0.578
... | {
"annualized_noi_impact_usd": 122619,
"annualized_revenue_impact_usd": 182242,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.534,
"lease_rate_change_pct": 0.79,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.88
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.604,
"capital_availability": 0.2,
"demand_pressure": 0.605,
"entitlement_friction": 0.528,
"labor_shortage": 0.541,
"portfolio_tightness": 0.409,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-108463",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:47:00Z",
"trace_id": "a74272e0-e652-4786-8393-b881f763b627"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"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": 0.268,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.12,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.38,
"battery_mwh": 11.12,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-1F61D0FE23",
"grid_service_limit_mw": 22.58,
"gross_sqft": 1096015,
"infill_site": true,
"lease_expiry_months": 43,... | {
"capital_availability": 0.104,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.709,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.374,
"nearby_nodes": 4,
"network_redundancy_score": 0.637,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 341893... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 89.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.492... | {
"annualized_noi_impact_usd": 43285,
"annualized_revenue_impact_usd": 67534,
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"expansion_capture_probability_post_event": 0.424,
"lease_rate_change_pct": 1.46,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.49
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.348,
"capital_availability": 0.104,
"demand_pressure": 0.852,
"entitlement_friction": 0.374,
"labor_shortage": 0.555,
"portfolio_tightness": 0.409,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-108464",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:38:00Z",
"trace_id": "ef7b054f-e9a6-4a2b-8752-aa70e3c12f9b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.098,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.294,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.66,
"battery_mwh": 4.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-1FE6F50749",
"grid_service_limit_mw": 22.59,
"gross_sqft": 1293867,
"infill_site": true,
"lease_expiry_months": 9,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.432,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.28,
"nearby_nodes": 6,
"network_redundancy_score": 0.839,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 78.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 2.07,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.8,
"occupancy_90d": 0.871,
"rent_growth_30d_pct": 0.21,
"rent_growth_90d_pct": 1.92,
"tenant_expansion_probability": 0.231
} | {
"annualized_noi_impact_usd": -242856,
"annualized_revenue_impact_usd": -341073,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 685023,
"expansion_capture_probability_post_event": 0.125,
"lease_rate_change_pct": -1.23,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.69
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.855,
"capital_availability": 0,
"demand_pressure": 0.266,
"entitlement_friction": 0.28,
"labor_shortage": 0.864,
"portfolio_tightness": 0.551,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-108465",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:54:00Z",
"trace_id": "68d1d12b-b57d-4f11-bc8e-3f85e6f538e0"
} | {
"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": 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": 0.138,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.364,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.39,
"battery_mwh": 8.56,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-3B014A2B71",
"grid_service_limit_mw": 8.01,
"gross_sqft": 1143702,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.281,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.558,
"nearby_nodes": 4,
"network_redundancy_score": 0.315,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 47... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 83.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"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": 2.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 3.93,
"rent_growth_90d_pct": 6.3,
"tenant_expansion_probability": 0.469
} | {
"annualized_noi_impact_usd": 169906,
"annualized_revenue_impact_usd": 264111,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 576431,
"expansion_capture_probability_post_event": 0.419,
"lease_rate_change_pct": 2.53,
"occupancy_shift": 0.013,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.48
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.55
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.473,
"capital_availability": 0.281,
"demand_pressure": 0.458,
"entitlement_friction": 0.558,
"labor_shortage": 0.869,
"portfolio_tightness": 0.683,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-108466",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:12:00Z",
"trace_id": "b2fbe030-7903-4e9d-9069-dd1c202f087d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.374,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.29,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.49,
"battery_mwh": 10.66,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-BC737DEE86",
"grid_service_limit_mw": 12.47,
"gross_sqft": 577974,
"infill_site": false,
"lease_expiry_months": 14,
"oc... | {
"capital_availability": 0.467,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.7,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.278,
"nearby_nodes": 8,
"network_redundancy_score": 0.593,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12655... | [
{
"appointment_fill_pct": 88,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54,
"dock_utilization_pct": 92.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate_pc... | {
"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": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.5,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 4.65,
"rent_growth_90d_pct": 7.03,
"tenant_expansion_probability": 0.626
} | {
"annualized_noi_impact_usd": 298072,
"annualized_revenue_impact_usd": 437905,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 496190,
"expansion_capture_probability_post_event": 0.554,
"lease_rate_change_pct": 5.51,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.18
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.864,
"capital_availability": 0.467,
"demand_pressure": 0.971,
"entitlement_friction": 0.278,
"labor_shortage": 0.723,
"portfolio_tightness": 0.667,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-108467",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:32:00Z",
"trace_id": "257949f0-92c8-40e3-a1f5-1e69261e5b23"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.237,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.423,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.28,
"battery_mwh": 3.78,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-AD65FFC755",
"grid_service_limit_mw": 9.41,
"gross_sqft": 442780,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.541,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.656,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.475,
"nearby_nodes": 8,
"network_redundancy_score": 0.831,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.7,
"dock_utilization_pct": 86.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.4,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -57619,
"annualized_revenue_impact_usd": -84559,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 629089,
"expansion_capture_probability_post_event": 0.295,
"lease_rate_change_pct": -0.03,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.51
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.839,
"capital_availability": 0.541,
"demand_pressure": 0.642,
"entitlement_friction": 0.475,
"labor_shortage": 0.963,
"portfolio_tightness": 0.604,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-108468",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:07:00Z",
"trace_id": "9e557b4c-31c3-4362-a270-f69a1536e431"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.235,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.149,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.29,
"battery_mwh": 10.53,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 143,
"facility_id": "FAC-CFFB1E631B",
"grid_service_limit_mw": 15.96,
"gross_sqft": 1439321,
"infill_site": true,
"lease_expiry_months": 61,
"o... | {
"capital_availability": 0.211,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.478,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.204,
"nearby_nodes": 2,
"network_redundancy_score": 0.359,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 80.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": 0.44,
"tenant_expansion_probability": 0.386
} | {
"annualized_noi_impact_usd": -89108,
"annualized_revenue_impact_usd": -146664,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 705740,
"expansion_capture_probability_post_event": 0.28,
"lease_rate_change_pct": -1.23,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.62
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.806,
"capital_availability": 0.211,
"demand_pressure": 0.369,
"entitlement_friction": 0.204,
"labor_shortage": 0.822,
"portfolio_tightness": 0.571,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-108469",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:37:00Z",
"trace_id": "fbd8fba9-0c4b-487a-b4af-643b65ea691a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.42,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.185,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.7,
"battery_mwh": 2.19,
"building_class": "class_a",
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"dock_doors": 142,
"facility_id": "FAC-833ED9F9B6",
"grid_service_limit_mw": 16.69,
"gross_sqft": 1420873,
"infill_site": false,
"lease_expiry_months": 10,
"oc... | {
"capital_availability": 0.675,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.182,
"nearby_nodes": 2,
"network_redundancy_score": 0.435,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 86.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 33.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.7,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 87,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 4.16,
"rent_growth_90d_pct": 5.65,
"tenant_expansion_probability": 0.8
} | {
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"decision_horizon_days": 45,
"estimated_capex_usd": 409843,
"expansion_capture_probability_post_event": 0.782,
"lease_rate_change_pct": 4.98,
"occupancy_shift": 0.036,
"service_penalty_risk_u... | {
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{
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"score": 44.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.82
},
{
"action": "shift_overflow_to_satellite",
"re... | {
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"demand_pressure": 0.686,
"entitlement_friction": 0.182,
"labor_shortage": 0.855,
"portfolio_tightness": 0.484,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-108470",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:32:00Z",
"trace_id": "93909b6d-2e42-4407-b175-2ea604ffe44e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"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": "50m_100m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.25,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 0.96,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-42FD971B94",
"grid_service_limit_mw": 17.99,
"gross_sqft": 503839,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
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"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.454,
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"entitlement_friction": 0.179,
"nearby_nodes": 7,
"network_redundancy_score": 0.426,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 82.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.36,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 2.95,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -11138,
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"expansion_capture_probability_post_event": 0.347,
"lease_rate_change_pct": 0.78,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
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"score": 34.02
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.74
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.933,
"portfolio_tightness": 0.51,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-108471",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:39:00Z",
"trace_id": "a7fd9bb6-0519-4cdf-8862-8368efe89c64"
} | {
"airport_proximity_km": 35,
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"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.079,
"seasonality": 0.49,
"service_level_tar... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-EEB63851D9",
"grid_service_limit_mw": 15.01,
"gross_sqft": 437534,
"infill_site": true,
"lease_expiry_months": 28,
... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.728,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
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"dock_utilization_pct": 83.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"rent_growth_90d_pct": 0.74,
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} | {
"annualized_noi_impact_usd": -18576,
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"expansion_capture_probability_post_event": 0.253,
"lease_rate_change_pct": -0.92,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 37.6
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.84
},
{
"action": "re... | {
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"capital_availability": 0.456,
"demand_pressure": 0.544,
"entitlement_friction": 0.471,
"labor_shortage": 0.608,
"portfolio_tightness": 0.369,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-108472",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:36:00Z",
"trace_id": "e53ad880-ae5a-4fef-9ff3-64082f7e1bbf"
} | {
"airport_proximity_km": 71,
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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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{
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.229,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 4.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-A00A129D55",
"grid_service_limit_mw": 14.51,
"gross_sqft": 901724,
"infill_site": true,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.537,
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"nearby_nodes": 6,
"network_redundancy_score": 0.776,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 84.6,
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"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.4,
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"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 3.84,
"tenant_expansion_probability": 0.442
} | {
"annualized_noi_impact_usd": 40946,
"annualized_revenue_impact_usd": 53264,
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"lease_rate_change_pct": 1.24,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.58
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.03
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.537,
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"labor_shortage": 0.965,
"portfolio_tightness": 0.616,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-108473",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:57:00Z",
"trace_id": "74ef24f7-479f-4835-a545-ead3ecaea4d7"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.255,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 10.05,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-CE15DE5C8D",
"grid_service_limit_mw": 21.45,
"gross_sqft": 1170611,
"infill_site": true,
"lease_expiry_months": 57,
"o... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.671,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 104762... | [
{
"appointment_fill_pct": 84.5,
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"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
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"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 0.96,
"tenant_expansion_probability": 0.489
} | {
"annualized_noi_impact_usd": 9086,
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"expansion_capture_probability_post_event": 0.409,
"lease_rate_change_pct": 0.14,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.67
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.04
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.258,
"labor_shortage": 0.65,
"portfolio_tightness": 0.481,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-108474",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:53:00Z",
"trace_id": "06b05f4a-22bb-49f8-852d-0dd9b34ffc27"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"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",
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"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.466,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.23,
"battery_mwh": 10.29,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-A98B06DC9D",
"grid_service_limit_mw": 11.72,
"gross_sqft": 602834,
"infill_site": false,
"lease_expiry_months": 54,
"oc... | {
"capital_availability": 0.785,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.524,
"nearby_nodes": 3,
"network_redundancy_score": 0.531,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 864... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 86.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"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": 2.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 4.94,
"rent_growth_90d_pct": 4.22,
"tenant_expansion_probability": 0.704... | {
"annualized_noi_impact_usd": 244115,
"annualized_revenue_impact_usd": 370721,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 512532,
"expansion_capture_probability_post_event": 0.675,
"lease_rate_change_pct": 2.95,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.46
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.01
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.185,
"capital_availability": 0.785,
"demand_pressure": 0.645,
"entitlement_friction": 0.524,
"labor_shortage": 0.659,
"portfolio_tightness": 0.639,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-108475",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:05:00Z",
"trace_id": "095f491a-903a-4b7f-9e64-a3f5ac21e851"
} | {
"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": 8.9,
"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": 0.292,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.356,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.69,
"battery_mwh": 4.03,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 87,
"facility_id": "FAC-02B7831A4A",
"grid_service_limit_mw": 26.98,
"gross_sqft": 872519,
"infill_site": true,
"lease_expiry_months": 21,
"occup... | {
"capital_availability": 0.142,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.667,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.153,
"nearby_nodes": 7,
"network_redundancy_score": 0.643,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 84.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.8,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 1.74,
"tenant_expansion_probability": 0.423
} | {
"annualized_noi_impact_usd": -81782,
"annualized_revenue_impact_usd": -114490,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 658775,
"expansion_capture_probability_post_event": 0.308,
"lease_rate_change_pct": 0,
"occupancy_shift": -0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.79
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.32
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.768,
"capital_availability": 0.142,
"demand_pressure": 0.545,
"entitlement_friction": 0.153,
"labor_shortage": 0.783,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-108476",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:17:00Z",
"trace_id": "cf7119ca-43e3-4c48-a94b-a090a1e022ce"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.181,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.323,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.7,
"battery_mwh": 7.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 155,
"facility_id": "FAC-BE6297203C",
"grid_service_limit_mw": 23.4,
"gross_sqft": 1550907,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.432,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.625,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.688,
"nearby_nodes": 4,
"network_redundancy_score": 0.444,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 994380... | [
{
"appointment_fill_pct": 77,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 83.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 0.67,
"rent_growth_90d_pct": -0.52,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -138442,
"annualized_revenue_impact_usd": -186101,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 389797,
"expansion_capture_probability_post_event": 0.29,
"lease_rate_change_pct": -1.97,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.96
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.859,
"capital_availability": 0.432,
"demand_pressure": 0.533,
"entitlement_friction": 0.688,
"labor_shortage": 0.755,
"portfolio_tightness": 0.504,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-108477",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:00:00Z",
"trace_id": "6b60e2a0-7d6a-4a75-bce6-18ce51c25d5e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.129,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.114,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.62,
"battery_mwh": 8.47,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 25,
"facility_id": "FAC-BB00E780ED",
"grid_service_limit_mw": 18.3,
"gross_sqft": 253415,
"infill_site": true,
"lease_expiry_months": 29,
"occup... | {
"capital_availability": 0.527,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.613,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.401,
"nearby_nodes": 3,
"network_redundancy_score": 0.705,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 84... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 79.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.1,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": -0.65,
"rent_growth_90d_pct": 1.09,
"tenant_expansion_probability": 0.2... | {
"annualized_noi_impact_usd": -21939,
"annualized_revenue_impact_usd": -37423,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 598547,
"expansion_capture_probability_post_event": 0.157,
"lease_rate_change_pct": -1.27,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.57
},
{
"action": "escalate_utility... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.513,
"capital_availability": 0.527,
"demand_pressure": 0.356,
"entitlement_friction": 0.401,
"labor_shortage": 0.631,
"portfolio_tightness": 0.346,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-108478",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:09:00Z",
"trace_id": "9f6d8e3c-cb08-41bc-bf73-5990f8f4b2b9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.313,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.197,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.19,
"battery_mwh": 1.25,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-8D29C5B8B5",
"grid_service_limit_mw": 14.73,
"gross_sqft": 939754,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.475,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.721,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.521,
"nearby_nodes": 8,
"network_redundancy_score": 0.316,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.7,
"dock_utilization_pct": 87.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 3,
"rent_growth_90d_pct": 5.57,
"tenant_expansion_probability": 0.545
} | {
"annualized_noi_impact_usd": 191486,
"annualized_revenue_impact_usd": 321331,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 587023,
"expansion_capture_probability_post_event": 0.442,
"lease_rate_change_pct": 3.1,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.18
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.35
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.735,
"capital_availability": 0.475,
"demand_pressure": 0.681,
"entitlement_friction": 0.521,
"labor_shortage": 0.973,
"portfolio_tightness": 0.657,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-108479",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:50:00Z",
"trace_id": "bc05b16c-b824-4c96-8ba9-1c989f142430"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"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": 0.164,
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.214,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.81,
"battery_mwh": 3.58,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-F524C6108F",
"grid_service_limit_mw": 12.01,
"gross_sqft": 710785,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.355,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.855,
"nearby_nodes": 3,
"network_redundancy_score": 0.63,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 217... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 71.9,
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"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability": 0.331
} | {
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"estimated_capex_usd": 706079,
"expansion_capture_probability_post_event": 0.199,
"lease_rate_change_pct": -0.33,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
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{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.26
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.64
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.355,
"demand_pressure": 0.558,
"entitlement_friction": 0.855,
"labor_shortage": 1,
"portfolio_tightness": 0.624,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-108480",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:17:00Z",
"trace_id": "a50604b6-29df-407d-8c8e-8ea82649edd7"
} | {
"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",
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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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.436,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.56,
"battery_mwh": 6.43,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-45B7CEC2B4",
"grid_service_limit_mw": 18.1,
"gross_sqft": 834451,
"infill_site": false,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.128,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.551,
"nearby_nodes": 2,
"network_redundancy_score": 0.405,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 603501... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 81.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"shift_fill... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.328
} | {
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"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": -0.51,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
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{
"action": "activate_temp_labor",
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"score": 35.74
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.36
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.435,
"entitlement_friction": 0.551,
"labor_shortage": 0.86,
"portfolio_tightness": 0.46,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-108481",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:09:00Z",
"trace_id": "6d0076c9-98e4-405b-b53e-ac30414d5175"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "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": "1b_plus",
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"growth_rate": 0.125,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.258,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 1.78,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-135585F9E1",
"grid_service_limit_mw": 11.28,
"gross_sqft": 774073,
"infill_site": true,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.575,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.257,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.279,
"nearby_nodes": 2,
"network_redundancy_score": 0.53,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.87,
"rent_growth_90d_pct": 5.27,
"tenant_expansion_probability": 0.45... | {
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"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": 1.83,
"occupancy_shift": 0.022,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"score": 27.64
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.98
},
{
"action": "rebalance_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.575,
"demand_pressure": 0.485,
"entitlement_friction": 0.279,
"labor_shortage": 1,
"portfolio_tightness": 0.627,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-108482",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:46:00Z",
"trace_id": "6e61a199-42bf-4adc-a5e5-b9b0c99b5a81"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.161,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.48,
"battery_mwh": 4.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-EF7B22E722",
"grid_service_limit_mw": 19.3,
"gross_sqft": 1243415,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.619,
"cluster_utilization_pct": 0.989,
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"nearby_nodes": 8,
"network_redundancy_score": 0.55,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 83,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 3.26,
"tenant_expansion_probability": 0.3... | {
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"lease_rate_change_pct": 0.43,
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"service_penalty_risk_... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.48
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.4
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.79,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-108483",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:53:00Z",
"trace_id": "92120a2e-e9d4-415e-b875-f60c1c79514e"
} | {
"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"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.159,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 4.65,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-CA7A95CA53",
"grid_service_limit_mw": 10.56,
"gross_sqft": 997132,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.318,
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"nearby_nodes": 3,
"network_redundancy_score": 0.462,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 2.6,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.925,
"rent_growth_30d_pct": 3.2,
"rent_growth_90d_pct": 5.19,
"tenant_expansion_probability": 0.562
} | {
"annualized_noi_impact_usd": 129547,
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"lease_rate_change_pct": 3.1,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.1
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.89
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.801,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-108484",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:33:00Z",
"trace_id": "f0666665-5374-4633-bace-87282d10979e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.318,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 7.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-09C1F70A1C",
"grid_service_limit_mw": 20.85,
"gross_sqft": 1078281,
"infill_site": false,
"lease_expiry_months": 49,
"oc... | {
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"entitlement_friction": 0.637,
"nearby_nodes": 4,
"network_redundancy_score": 0.699,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 465067... | [
{
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"dock_utilization_pct": 85.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 14.9,
"shift_fill... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
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"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 4.07,
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} | {
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"decision_horizon_days": 60,
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"lease_rate_change_pct": 1.88,
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"service_penalty_risk_... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 41.25
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.03
},
{
"action": "secu... | {
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"demand_pressure": 0.617,
"entitlement_friction": 0.637,
"labor_shortage": 0.677,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-108485",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:21:00Z",
"trace_id": "2a96eead-b641-47b8-b552-1df73263155e"
} | {
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"environment": "production_portfolio",
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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"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.29,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 3.02,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-F810B923B7",
"grid_service_limit_mw": 15.25,
"gross_sqft": 1239870,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.426,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.796,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.53,
"nearby_nodes": 4,
"network_redundancy_score": 0.792,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 89.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 3.46,
"rent_growth_90d_pct": 5.77,
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} | {
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"expansion_capture_probability_post_event": 0.491,
"lease_rate_change_pct": 3.78,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
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{
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"score": 46.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.55
},
{
"action": "secure_pop_up_... | {
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"demand_pressure": 0.814,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-108486",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:18:00Z",
"trace_id": "219f2eb7-d952-462b-b828-874a889b7fb0"
} | {
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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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},
{
"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": 9.2,
"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": 0.348,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 11.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-47006DFFB0",
"grid_service_limit_mw": 9.53,
"gross_sqft": 515359,
"infill_site": true,
"lease_expiry_months": 33,
"occup... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.407,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.6,
"shift_fill_ra... | {
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"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 5.26,
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} | {
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"expansion_capture_probability_post_event": 0.035,
"lease_rate_change_pct": -0.18,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.49
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.77
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.442,
"demand_pressure": 0.556,
"entitlement_friction": 0.396,
"labor_shortage": 1,
"portfolio_tightness": 0.636,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-108487",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:40:00Z",
"trace_id": "51ad6a4a-5188-420a-8d27-9d992ec99b20"
} | {
"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",
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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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.306,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 6.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-FEBB4DC6F1",
"grid_service_limit_mw": 13.56,
"gross_sqft": 873151,
"infill_site": true,
"lease_expiry_months": 51,
"... | {
"capital_availability": 0.489,
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"nearby_nodes": 3,
"network_redundancy_score": 0.352,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 928182... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"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": "moderate",
"foreca... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": 0.12,
"rent_growth_90d_pct": -0.22,
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} | {
"annualized_noi_impact_usd": -164036,
"annualized_revenue_impact_usd": -234268,
"cap_rate_pressure_pct": -0.21,
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"expansion_capture_probability_post_event": 0.198,
"lease_rate_change_pct": -2.49,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.69
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.489,
"demand_pressure": 0.409,
"entitlement_friction": 0.711,
"labor_shortage": 0.742,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-108488",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:09:00Z",
"trace_id": "74b6bb84-9f56-4ce1-969f-4221e85ea7d7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "250m_500m",
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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": 0.229,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 12.45,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-C03FE178F8",
"grid_service_limit_mw": 15.34,
"gross_sqft": 1331360,
"infill_site": true,
"lease_expiry_months": 54,... | {
"capital_availability": 0.505,
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"entitlement_friction": 0.123,
"nearby_nodes": 6,
"network_redundancy_score": 0.437,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 139361... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 2.2,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.1,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 0.96,
"tenant_expansion_probability": 0.27
} | {
"annualized_noi_impact_usd": -142210,
"annualized_revenue_impact_usd": -217702,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -1.67,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.98
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.223,
"capital_availability": 0.505,
"demand_pressure": 0.396,
"entitlement_friction": 0.123,
"labor_shortage": 0.788,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-108489",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:39:00Z",
"trace_id": "8ed63e1f-ee03-4e0f-8860-dcfaa53d3fe5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.395,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.305,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.54,
"battery_mwh": 3.56,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-FC4AD0044E",
"grid_service_limit_mw": 21.32,
"gross_sqft": 1145240,
"infill_site": false,
"lease_expiry_months": 18,
"o... | {
"capital_availability": 0.546,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.657,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.188,
"nearby_nodes": 7,
"network_redundancy_score": 0.592,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 94.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.7,
"dock_utilization_pct": 86.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.706,
"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": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 5.23,
"rent_growth_90d_pct": 4.66,
"tenant_expansion_probability": 0.752
... | {
"annualized_noi_impact_usd": 232244,
"annualized_revenue_impact_usd": 374043,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 414877,
"expansion_capture_probability_post_event": 0.721,
"lease_rate_change_pct": 3.99,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.1
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.118,
"capital_availability": 0.546,
"demand_pressure": 0.681,
"entitlement_friction": 0.188,
"labor_shortage": 0.562,
"portfolio_tightness": 0.589,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-108490",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:50:00Z",
"trace_id": "4fecaa8a-fcd4-4678-a565-40d2e98442ec"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.111,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.39,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.72,
"battery_mwh": 10.76,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-036FD30120",
"grid_service_limit_mw": 18.39,
"gross_sqft": 639292,
"infill_site": true,
"lease_expiry_months": 59,
"occ... | {
"capital_availability": 0.657,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.473,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.513,
"nearby_nodes": 4,
"network_redundancy_score": 0.843,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 721494... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 81.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.728,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.9,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 0.1,
"rent_growth_90d_pct": -1.23,
"tenant_expansion_probability": 0.307
... | {
"annualized_noi_impact_usd": -54459,
"annualized_revenue_impact_usd": -86189,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 30,
"estimated_capex_usd": 345887,
"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": -2.67,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.5
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.722,
"capital_availability": 0.657,
"demand_pressure": 0.425,
"entitlement_friction": 0.513,
"labor_shortage": 0.706,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-108491",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:42:00Z",
"trace_id": "0cebd653-87e8-4707-88db-889278084805"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.124,
"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_target... | {
"automation_penetration": 0.49,
"battery_mwh": 2.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-8D9265D7AF",
"grid_service_limit_mw": 16.62,
"gross_sqft": 938223,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.638,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.687,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.528,
"nearby_nodes": 8,
"network_redundancy_score": 0.443,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 1.79,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.2,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 0.92,
"tenant_expansion_probability": 0.323
} | {
"annualized_noi_impact_usd": -32564,
"annualized_revenue_impact_usd": -53953,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 535581,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -1.68,
"occupancy_shift": 0.018,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.04
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.562,
"capital_availability": 0.638,
"demand_pressure": 0.606,
"entitlement_friction": 0.528,
"labor_shortage": 0.852,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-108492",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:12:00Z",
"trace_id": "578c694d-07a0-4b72-8748-47a67bf941be"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.024,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.359,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.55,
"battery_mwh": 6.64,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-3AC904C376",
"grid_service_limit_mw": 13.27,
"gross_sqft": 468052,
"infill_site": false,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.328,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.69,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.599,
"nearby_nodes": 3,
"network_redundancy_score": 0.751,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 82,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.4,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 1.47,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -77133,
"annualized_revenue_impact_usd": -108454,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 661716,
"expansion_capture_probability_post_event": 0.098,
"lease_rate_change_pct": -2.4,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.43
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.705,
"capital_availability": 0.328,
"demand_pressure": 0.408,
"entitlement_friction": 0.599,
"labor_shortage": 0.999,
"portfolio_tightness": 0.643,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-108493",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:20:00Z",
"trace_id": "a1f48e44-1e87-469f-b004-3275c81fae8b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"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": 0.09,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.182,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.38,
"battery_mwh": 0.04,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-9E70A3366E",
"grid_service_limit_mw": 25.7,
"gross_sqft": 807980,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.379,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.401,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.401,
"nearby_nodes": 6,
"network_redundancy_score": 0.705,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.8,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 3.95,
"tenant_expansion_probability": 0.332... | {
"annualized_noi_impact_usd": 12255,
"annualized_revenue_impact_usd": 15755,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 480400,
"expansion_capture_probability_post_event": 0.255,
"lease_rate_change_pct": 0.81,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.14
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.23,
"capital_availability": 0.379,
"demand_pressure": 0.679,
"entitlement_friction": 0.401,
"labor_shortage": 0.791,
"portfolio_tightness": 0.549,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-108494",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T06:46:00Z",
"trace_id": "ac0fb70b-23d3-4df2-ad7f-f32b990bc9dc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
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"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.173,
"seasonality": 0.74,
"service_... | {
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"grid_service_limit_mw": 14.47,
"gross_sqft": 1494118,
"infill_site": false,
"lease_expiry_months": 71... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.8,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
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"reefer_temp_delta_c": 0.15,
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... | {
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.47
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{
"action": "defer_noncrit... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:36:00Z",
"trace_id": "3f1626c2-a4eb-4ed8-a30b-e670e80e806b"
} | {
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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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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
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"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": "strategic",
"risk_of_churn": 0.189,
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"... | {
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{
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"reefer_temp_delta_c": 0.15,
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... | {
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},
{
"action": "activate_temp_labor",
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{
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"... | {
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... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T03:17:00Z",
"trace_id": "fc0693a3-bd23-43dc-b8ed-c6ab62f5b3ca"
} | {
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} | {
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{
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{... | {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target": ... | {
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},
{
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"score": 30.96
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{
"action": "dep... | {
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... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T03:42:00Z",
"trace_id": "20c81598-048e-4c0f-9e6a-2382287ddf4c"
} | {
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"region": "south_central_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"grid_service_limit_mw": 27.27,
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"lease_expiry_months": 40,... | {
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"spec_pipelin... | [
{
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"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.2,
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} | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 31.15
},
{
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... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T01:44:00Z",
"trace_id": "3616e898-72a8-4b38-baec-6f47cfa86312"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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},
{
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{
... | {
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"LOG-CST-012"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.7,
"shift_fill_ra... | {
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"confidence_band": "very_high",
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"rent_growth_30d_pct": 3.93,
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} | {
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{
"action": "lock_power_capacity_reservation",
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.3
},
{
"action": "secure_pop_up_capacity",
... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-108499",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:56:00Z",
"trace_id": "bd134378-46ea-446b-a174-840c8b37db2e"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.294,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.094,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.54,
"battery_mwh": 5.33,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-D6842CD7C3",
"grid_service_limit_mw": 12.78,
"gross_sqft": 1079581,
"infill_site": false,
"lease_expiry_months": 14,... | {
"capital_availability": 0.548,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.664,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.269,
"nearby_nodes": 8,
"network_redundancy_score": 0.354,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.8,
"dock_utilization_pct": 86.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 2.86,
"tenant_expansion_probability": 0.541
} | {
"annualized_noi_impact_usd": 84666,
"annualized_revenue_impact_usd": 141767,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 578813,
"expansion_capture_probability_post_event": 0.456,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.28
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.334,
"capital_availability": 0.548,
"demand_pressure": 0.665,
"entitlement_friction": 0.269,
"labor_shortage": 0.904,
"portfolio_tightness": 0.535,
... |
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