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": 0.813,
"id": "FORGE-101100",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:57:00Z",
"trace_id": "6ee003ce-86fc-4679-83b8-1dbd75251659"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.113,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.184,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.58,
"battery_mwh": 9.54,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-6F9977585D",
"grid_service_limit_mw": 13.61,
"gross_sqft": 1044357,
"infill_site": true,
"lease_expiry_months": 37,
"oc... | {
"capital_availability": 0.216,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.802,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.712,
"nearby_nodes": 4,
"network_redundancy_score": 0.748,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 218591... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 28,
"dock_utilization_pct": 79.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -27465,
"annualized_revenue_impact_usd": -39273,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 677543,
"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": -0.16,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.64
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 24.77
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.536,
"capital_availability": 0.216,
"demand_pressure": 0.334,
"entitlement_friction": 0.712,
"labor_shortage": 0.482,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-101101",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:27:00Z",
"trace_id": "cc0c4341-c1ee-4f87-a3bf-0932d5b2101a"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.024,
"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": 0.8,
"battery_mwh": 11.84,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 95,
"facility_id": "FAC-AD745B3B68",
"grid_service_limit_mw": 25.18,
"gross_sqft": 950717,
"infill_site": true,
"lease_expiry_months": 33,
"occup... | {
"capital_availability": 0.531,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.757,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.479,
"nearby_nodes": 7,
"network_redundancy_score": 0.645,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 572540... | [
{
"appointment_fill_pct": 74.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.6,
"dock_utilization_pct": 79.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"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": 1.67,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.2,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": -0.98,
"rent_growth_90d_pct": -0.84,
"tenant_expansion_probability": 0.115
} | {
"annualized_noi_impact_usd": -196000,
"annualized_revenue_impact_usd": -285293,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 30,
"estimated_capex_usd": 449761,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.51,
"occupancy_shift": -0.02,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.08
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.03
},
{
"action": "delay_spec_development"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.895,
"capital_availability": 0.531,
"demand_pressure": 0.324,
"entitlement_friction": 0.479,
"labor_shortage": 0.577,
"portfolio_tightness": 0.404,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-101102",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:47:00Z",
"trace_id": "cb580981-c6ba-401b-9413-f92579f0b5e3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.12,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.326,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.29,
"battery_mwh": 2.31,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-8B290579E2",
"grid_service_limit_mw": 13.23,
"gross_sqft": 900422,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.596,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.682,
"nearby_nodes": 4,
"network_redundancy_score": 0.349,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 26617,... | [
{
"appointment_fill_pct": 85,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 81,
"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": 0.817,
"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": 1.62,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": -0.7,
"rent_growth_90d_pct": -1.22,
"tenant_expansion_probability": 0.19
} | {
"annualized_noi_impact_usd": -194728,
"annualized_revenue_impact_usd": -303161,
"cap_rate_pressure_pct": -0.36,
"decision_horizon_days": 60,
"estimated_capex_usd": 761438,
"expansion_capture_probability_post_event": 0.054,
"lease_rate_change_pct": -4.03,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.77
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.94
},
{
"action": "defer_noncritical_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.865,
"capital_availability": 0.596,
"demand_pressure": 0.419,
"entitlement_friction": 0.682,
"labor_shortage": 0.778,
"portfolio_tightness": 0.404,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-101103",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:08:00Z",
"trace_id": "534dfac6-a1e3-4bd1-ba31-de14d8a26cae"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.374,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.415,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.36,
"battery_mwh": 7.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-4FE8CBD480",
"grid_service_limit_mw": 6.99,
"gross_sqft": 584279,
"infill_site": true,
"lease_expiry_months": 68,
"... | {
"capital_availability": 0.259,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.407,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.636,
"nearby_nodes": 3,
"network_redundancy_score": 0.558,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52,
"dock_utilization_pct": 87.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 2.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.7,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.636
} | {
"annualized_noi_impact_usd": 56975,
"annualized_revenue_impact_usd": 87634,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 502774,
"expansion_capture_probability_post_event": 0.538,
"lease_rate_change_pct": 1.1,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.76
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.385,
"capital_availability": 0.259,
"demand_pressure": 0.711,
"entitlement_friction": 0.636,
"labor_shortage": 0.864,
"portfolio_tightness": 0.579,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-101104",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:27:00Z",
"trace_id": "3ff060a5-24e0-4b29-99fc-e7034b42c987"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"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": 0.118,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.438,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.62,
"battery_mwh": 5.63,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-7D79C331D3",
"grid_service_limit_mw": 15.83,
"gross_sqft": 1179168,
"infill_site": true,
"lease_expiry_months": 58,
"oc... | {
"capital_availability": 0.643,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.536,
"nearby_nodes": 6,
"network_redundancy_score": 0.517,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 89... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 1.42,
"tenant_expansion_probability": 0.277
} | {
"annualized_noi_impact_usd": -127103,
"annualized_revenue_impact_usd": -167724,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 430246,
"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -0.86,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.53
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.569,
"capital_availability": 0.643,
"demand_pressure": 0.743,
"entitlement_friction": 0.536,
"labor_shortage": 0.605,
"portfolio_tightness": 0.352,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-101105",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:17:00Z",
"trace_id": "909fbeb9-55ef-4ffe-885c-8145d219c507"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.038,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.429,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.55,
"battery_mwh": 3.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 65,
"facility_id": "FAC-C7FF669725",
"grid_service_limit_mw": 11.91,
"gross_sqft": 657968,
"infill_site": true,
"lease_expiry_months": 69,
"occup... | {
"capital_availability": 0.65,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.447,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.625,
"nearby_nodes": 3,
"network_redundancy_score": 0.45,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 4.89,
"tenant_expansion_probability": 0.241
} | {
"annualized_noi_impact_usd": -128782,
"annualized_revenue_impact_usd": -219675,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 645357,
"expansion_capture_probability_post_event": 0.128,
"lease_rate_change_pct": 0.34,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.91
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.237,
"capital_availability": 0.65,
"demand_pressure": 0.636,
"entitlement_friction": 0.625,
"labor_shortage": 0.783,
"portfolio_tightness": 0.671,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-101106",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:43:00Z",
"trace_id": "384793cc-1204-486c-866c-8f76c25e494a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.217,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.161,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.19,
"battery_mwh": 9.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-FC9566EA52",
"grid_service_limit_mw": 17.94,
"gross_sqft": 974793,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.296,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.51,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.236,
"nearby_nodes": 2,
"network_redundancy_score": 0.374,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 314... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 83.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.4,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 1.59,
"tenant_expansion_probability": 0.435
} | {
"annualized_noi_impact_usd": -15158,
"annualized_revenue_impact_usd": -25703,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 402196,
"expansion_capture_probability_post_event": 0.361,
"lease_rate_change_pct": 0.17,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.49
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.357,
"capital_availability": 0.296,
"demand_pressure": 0.536,
"entitlement_friction": 0.236,
"labor_shortage": 0.776,
"portfolio_tightness": 0.434,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-101107",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:03:00Z",
"trace_id": "ca4be69e-4571-45f2-8489-f44712c97f3a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.309,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.399,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.28,
"battery_mwh": 10.91,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-5CF9621014",
"grid_service_limit_mw": 11.06,
"gross_sqft": 1180125,
"infill_site": true,
"lease_expiry_months": 43,... | {
"capital_availability": 0.674,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.442,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.444,
"nearby_nodes": 4,
"network_redundancy_score": 0.498,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 219... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 56.4,
"dock_utilization_pct": 88.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"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": 2.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.61,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probability": 0.551
} | {
"annualized_noi_impact_usd": 176752,
"annualized_revenue_impact_usd": 296230,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 482473,
"expansion_capture_probability_post_event": 0.45,
"lease_rate_change_pct": 1.46,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.29
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.19
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.506,
"capital_availability": 0.674,
"demand_pressure": 0.781,
"entitlement_friction": 0.444,
"labor_shortage": 0.983,
"portfolio_tightness": 0.618,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-101108",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:23:00Z",
"trace_id": "e46c1895-4d70-4ac8-8529-8ab3474d0d2a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.205,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.261,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.66,
"battery_mwh": 10.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 58,
"facility_id": "FAC-1DA55C5AB2",
"grid_service_limit_mw": 10.86,
"gross_sqft": 584960,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.713,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.806,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.767,
"nearby_nodes": 2,
"network_redundancy_score": 0.452,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 83.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"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": 2.41,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probability": 0.361
} | {
"annualized_noi_impact_usd": -60431,
"annualized_revenue_impact_usd": -100725,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 699694,
"expansion_capture_probability_post_event": 0.216,
"lease_rate_change_pct": -0.44,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.85
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.67
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.64,
"capital_availability": 0.713,
"demand_pressure": 0.506,
"entitlement_friction": 0.767,
"labor_shortage": 0.938,
"portfolio_tightness": 0.657,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-101109",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:53:00Z",
"trace_id": "923f9aa2-6c9b-4341-8325-d51ca70d6001"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.018,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.36,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.77,
"battery_mwh": 0.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-35B6A6AF44",
"grid_service_limit_mw": 12.33,
"gross_sqft": 1187861,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.379,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.29,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.565,
"nearby_nodes": 5,
"network_redundancy_score": 0.387,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 180... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 81.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.73,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.2,
"occupancy_90d": 0.873,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 1.16,
"tenant_expansion_probability": 0.198
} | {
"annualized_noi_impact_usd": -396665,
"annualized_revenue_impact_usd": -659625,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 607190,
"expansion_capture_probability_post_event": 0.086,
"lease_rate_change_pct": -2.66,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.25
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.231,
"capital_availability": 0.379,
"demand_pressure": 0.388,
"entitlement_friction": 0.565,
"labor_shortage": 0.753,
"portfolio_tightness": 0.695,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-101110",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:34:00Z",
"trace_id": "63969554-18db-4049-b9cd-a60925c82b54"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"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"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.224,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.346,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.34,
"battery_mwh": 5.71,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-E553FDAE14",
"grid_service_limit_mw": 9.6,
"gross_sqft": 1106574,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
"capital_availability": 0.334,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.649,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.848,
"nearby_nodes": 3,
"network_redundancy_score": 0.787,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 35... | [
{
"appointment_fill_pct": 77,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 81.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.58,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 2.29,
"tenant_expansion_probability": 0.41
} | {
"annualized_noi_impact_usd": -184299,
"annualized_revenue_impact_usd": -310370,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 815090,
"expansion_capture_probability_post_event": 0.26,
"lease_rate_change_pct": -0.99,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.05
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.316,
"capital_availability": 0.334,
"demand_pressure": 0.373,
"entitlement_friction": 0.848,
"labor_shortage": 0.927,
"portfolio_tightness": 0.689,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-101111",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:54:00Z",
"trace_id": "2111126c-be05-4155-bd35-513b10bd9294"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"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": 0.052,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.496,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.73,
"battery_mwh": 5.93,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-781D53BB7B",
"grid_service_limit_mw": 15.91,
"gross_sqft": 897298,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.377,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.543,
"nearby_nodes": 2,
"network_redundancy_score": 0.313,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 78.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 86.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.57,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": -0.69,
"rent_growth_90d_pct": -1.63,
"tenant_expansion_probability": 0.129
} | {
"annualized_noi_impact_usd": -223465,
"annualized_revenue_impact_usd": -314167,
"cap_rate_pressure_pct": -0.39,
"decision_horizon_days": 30,
"estimated_capex_usd": 728587,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.87,
"occupancy_shift": -0.028,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.48
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.95
},
{
"action": "rebalance_carrier_mix... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.848,
"capital_availability": 0.377,
"demand_pressure": 0.264,
"entitlement_friction": 0.543,
"labor_shortage": 0.862,
"portfolio_tightness": 0.479,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-101112",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:39:00Z",
"trace_id": "6079b316-3b99-4ec2-b4a5-c4c7ba105849"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"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": 0.216,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.224,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.7,
"battery_mwh": 4.01,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 146,
"facility_id": "FAC-D805493692",
"grid_service_limit_mw": 10.85,
"gross_sqft": 1466762,
"infill_site": true,
"lease_expiry_months": 31,
"occ... | {
"capital_availability": 0.243,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.365,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.577,
"nearby_nodes": 2,
"network_redundancy_score": 0.699,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.71,
"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": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 3.33,
"rent_growth_90d_pct": 4.45,
"tenant_expansion_probability": 0.497
} | {
"annualized_noi_impact_usd": 185901,
"annualized_revenue_impact_usd": 303778,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 599135,
"expansion_capture_probability_post_event": 0.453,
"lease_rate_change_pct": 2,
"occupancy_shift": 0.032,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.4
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.601,
"capital_availability": 0.243,
"demand_pressure": 0.745,
"entitlement_friction": 0.577,
"labor_shortage": 0.68,
"portfolio_tightness": 0.455,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-101113",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:05:00Z",
"trace_id": "f5f0966e-d49d-4c14-92da-02d63ec8b9f6"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.146,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.43,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.23,
"battery_mwh": 0.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-4DA2FE06AF",
"grid_service_limit_mw": 15,
"gross_sqft": 594998,
"infill_site": false,
"lease_expiry_months": 49,
"occupa... | {
"capital_availability": 0.322,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.545,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.55,
"nearby_nodes": 7,
"network_redundancy_score": 0.553,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 81.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 0.35,
"rent_growth_90d_pct": 0.34,
"tenant_expansion_probability": 0.334
} | {
"annualized_noi_impact_usd": -59078,
"annualized_revenue_impact_usd": -94087,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 452044,
"expansion_capture_probability_post_event": 0.25,
"lease_rate_change_pct": -1.46,
"occupancy_shift": -0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.62
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.685,
"capital_availability": 0.322,
"demand_pressure": 0.414,
"entitlement_friction": 0.55,
"labor_shortage": 0.685,
"portfolio_tightness": 0.487,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-101114",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:39:00Z",
"trace_id": "22cd8eed-9b1f-4d32-9b40-8c934e40140d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"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": 0.059,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.247,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.4,
"battery_mwh": 11.8,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-B6687E8666",
"grid_service_limit_mw": 14.8,
"gross_sqft": 1395166,
"infill_site": true,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.711,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.452,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.366,
"nearby_nodes": 2,
"network_redundancy_score": 0.675,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.4,
"dock_utilization_pct": 79.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 10.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.67,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.4,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 1.77,
"rent_growth_90d_pct": 3.61,
"tenant_expansion_probability": 0.294
... | {
"annualized_noi_impact_usd": -59869,
"annualized_revenue_impact_usd": -92740,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 486030,
"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": 0.02,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.69
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.02
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.711,
"demand_pressure": 0.341,
"entitlement_friction": 0.366,
"labor_shortage": 0.662,
"portfolio_tightness": 0.448,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-101115",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:36:00Z",
"trace_id": "47c247d2-ff2f-4a0d-8cca-a617c0989c89"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"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": 0.151,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.17,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.71,
"battery_mwh": 1.74,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-7A576724C7",
"grid_service_limit_mw": 8.37,
"gross_sqft": 417709,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.301,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.764,
"nearby_nodes": 7,
"network_redundancy_score": 0.337,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 82.2,
"event_name": "GATE_APPOINTMENT_COMPRESSION",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.374
} | {
"annualized_noi_impact_usd": -18354,
"annualized_revenue_impact_usd": -28452,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 535276,
"expansion_capture_probability_post_event": 0.264,
"lease_rate_change_pct": -0.51,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.52
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.83
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.301,
"demand_pressure": 0.437,
"entitlement_friction": 0.764,
"labor_shortage": 0.967,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-101116",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:19:00Z",
"trace_id": "d96f6309-0c5b-468e-8e96-d185103edc13"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.034,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.505,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.77,
"battery_mwh": 1.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-F2CC94E693",
"grid_service_limit_mw": 12.55,
"gross_sqft": 986562,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.667,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.478,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.167,
"nearby_nodes": 4,
"network_redundancy_score": 0.35,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 75,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 78.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"capacity_risk_band": "low",
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"market_entry_score": 83.1,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": 0.59,
"tenant_expansion_probability": 0.202
} | {
"annualized_noi_impact_usd": -205330,
"annualized_revenue_impact_usd": -264810,
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"expansion_capture_probability_post_event": 0.126,
"lease_rate_change_pct": -2.33,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.88
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.667,
"demand_pressure": 0.271,
"entitlement_friction": 0.167,
"labor_shortage": 0.835,
"portfolio_tightness": 0.511,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-101117",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:44:00Z",
"trace_id": "5fa2a4aa-9850-4775-be5c-5c42b0c89c6b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.157,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.143,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.77,
"battery_mwh": 5.86,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 119,
"facility_id": "FAC-98A3B61712",
"grid_service_limit_mw": 13.8,
"gross_sqft": 1199825,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.386,
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"competitive_pressure_score": 0.572,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.43,
"nearby_nodes": 3,
"network_redundancy_score": 0.782,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
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"dock_utilization_pct": 81.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"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... | {
"build_vs_buy_score": 2.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.8,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probability": 0.363
} | {
"annualized_noi_impact_usd": -209669,
"annualized_revenue_impact_usd": -277321,
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"estimated_capex_usd": 727079,
"expansion_capture_probability_post_event": 0.246,
"lease_rate_change_pct": -0.09,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.21
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.386,
"demand_pressure": 0.372,
"entitlement_friction": 0.43,
"labor_shortage": 1,
"portfolio_tightness": 0.599,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-101118",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:45:00Z",
"trace_id": "eb01ed6a-6422-4101-90e3-d9c756926800"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.165,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.35,
"battery_mwh": 7.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-43E84E145E",
"grid_service_limit_mw": 14.82,
"gross_sqft": 1049145,
"infill_site": false,
"lease_expiry_months": 48,
"o... | {
"capital_availability": 0.357,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.27,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.609,
"nearby_nodes": 6,
"network_redundancy_score": 0.452,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 323... | [
{
"appointment_fill_pct": 92.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.48,
"capacity_risk_band": "moderate",
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"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 2.74,
"tenant_expansion_probability": 0.133
} | {
"annualized_noi_impact_usd": -161458,
"annualized_revenue_impact_usd": -276390,
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"expansion_capture_probability_post_event": 0.035,
"lease_rate_change_pct": -1.31,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.51
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.357,
"demand_pressure": 0.742,
"entitlement_friction": 0.609,
"labor_shortage": 0.814,
"portfolio_tightness": 0.378,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-101119",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:57:00Z",
"trace_id": "826cf87b-8f5f-4029-86ec-f2595cd14772"
} | {
"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",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.465,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.4,
"battery_mwh": 2.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-9DC8D8E6AD",
"grid_service_limit_mw": 13.6,
"gross_sqft": 1345779,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.492,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.311,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.389,
"nearby_nodes": 6,
"network_redundancy_score": 0.725,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 829730... | [
{
"appointment_fill_pct": 73.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34,
"dock_utilization_pct": 78.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.701,
"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": 2.08,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.881,
"rent_growth_30d_pct": 0.1,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability": 0.201
} | {
"annualized_noi_impact_usd": -203343,
"annualized_revenue_impact_usd": -321717,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -0.47,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.13
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.232,
"capital_availability": 0.492,
"demand_pressure": 0.302,
"entitlement_friction": 0.389,
"labor_shortage": 0.589,
"portfolio_tightness": 0.423,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-101120",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:27:00Z",
"trace_id": "378ac842-2ff4-4ba2-aa1e-40ae7d8ef6b5"
} | {
"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": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.004,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.432,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.33,
"battery_mwh": 7.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-AADA9D41D1",
"grid_service_limit_mw": 10.08,
"gross_sqft": 269326,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.152,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.251,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.924,
"nearby_nodes": 5,
"network_redundancy_score": 0.424,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 74,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 80.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.8,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 0.56,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -102550,
"annualized_revenue_impact_usd": -167226,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 90,
"estimated_capex_usd": 588615,
"expansion_capture_probability_post_event": 0.056,
"lease_rate_change_pct": -3.24,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.14
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.55
},
{
"action": "activate_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.885,
"capital_availability": 0.152,
"demand_pressure": 0.34,
"entitlement_friction": 0.924,
"labor_shortage": 0.86,
"portfolio_tightness": 0.65,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-101121",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:46:00Z",
"trace_id": "13b34835-d34d-4633-a230-7bf6c3d247c1"
} | {
"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": "labor_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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.16,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.155,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.3,
"battery_mwh": 1.12,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-08E44AD063",
"grid_service_limit_mw": 15.75,
"gross_sqft": 574917,
"infill_site": true,
"lease_expiry_months": 17,
"... | {
"capital_availability": 0.752,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.786,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.411,
"nearby_nodes": 2,
"network_redundancy_score": 0.574,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 83.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.9,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 2.23,
"tenant_expansion_probability": 0.384
} | {
"annualized_noi_impact_usd": -64748,
"annualized_revenue_impact_usd": -85142,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 600955,
"expansion_capture_probability_post_event": 0.285,
"lease_rate_change_pct": -0.4,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.72
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.366,
"capital_availability": 0.752,
"demand_pressure": 0.473,
"entitlement_friction": 0.411,
"labor_shortage": 0.878,
"portfolio_tightness": 0.627,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-101122",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:25:00Z",
"trace_id": "fd98b917-3deb-4e91-94e6-40036426bffb"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.167,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.205,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.52,
"battery_mwh": 6.02,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 70,
"facility_id": "FAC-09449D7FD3",
"grid_service_limit_mw": 26.26,
"gross_sqft": 704693,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.417,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.625,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.292,
"nearby_nodes": 4,
"network_redundancy_score": 0.42,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.3,
"dock_utilization_pct": 83.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"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": 2.17,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.7,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability": 0.296
} | {
"annualized_noi_impact_usd": -70668,
"annualized_revenue_impact_usd": -119716,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 569187,
"expansion_capture_probability_post_event": 0.177,
"lease_rate_change_pct": 0.34,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.02
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.79
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.563,
"capital_availability": 0.417,
"demand_pressure": 0.547,
"entitlement_friction": 0.292,
"labor_shortage": 0.911,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-101123",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:22:00Z",
"trace_id": "731fceff-9cdc-4d22-b4a0-f11d4678501c"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.297,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.205,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.23,
"battery_mwh": 9.95,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-A1BDA7542D",
"grid_service_limit_mw": 13.43,
"gross_sqft": 1124615,
"infill_site": false,
"lease_expiry_months": 67,... | {
"capital_availability": 0.001,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.342,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.373,
"nearby_nodes": 4,
"network_redundancy_score": 0.679,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": -0.04,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -35166,
"annualized_revenue_impact_usd": -45163,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 553109,
"expansion_capture_probability_post_event": 0.393,
"lease_rate_change_pct": -0.87,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.71
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.892,
"capital_availability": 0.001,
"demand_pressure": 0.617,
"entitlement_friction": 0.373,
"labor_shortage": 0.893,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-101124",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:58:00Z",
"trace_id": "4aa290d4-ba0d-4a75-8ad0-0a0cee067ce2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.228,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.478,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.59,
"battery_mwh": 1.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-5D0319C04C",
"grid_service_limit_mw": 18.53,
"gross_sqft": 910637,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.315,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.624,
"nearby_nodes": 8,
"network_redundancy_score": 0.622,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 84.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"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": 1.49,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": 0.72,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability": 0.426
} | {
"annualized_noi_impact_usd": -40404,
"annualized_revenue_impact_usd": -61271,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 511309,
"expansion_capture_probability_post_event": 0.348,
"lease_rate_change_pct": 0.12,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.03
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.78
},
{
"action": "rebalance_carrier_mix",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.939,
"capital_availability": 0.315,
"demand_pressure": 0.59,
"entitlement_friction": 0.624,
"labor_shortage": 0.704,
"portfolio_tightness": 0.479,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-101125",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:18:00Z",
"trace_id": "dd94824e-ebb2-4791-ac3a-2647a4f5cc87"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.359,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.406,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.73,
"battery_mwh": 10.89,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-DCE3FFA122",
"grid_service_limit_mw": 22.33,
"gross_sqft": 1148863,
"infill_site": false,
"lease_expiry_months": 70,
"... | {
"capital_availability": 0.388,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.385,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.556,
"nearby_nodes": 7,
"network_redundancy_score": 0.473,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 103008... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.9,
"shift_fill_... | {
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"anomaly_score": 0.686,
"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": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.66
} | {
"annualized_noi_impact_usd": 195467,
"annualized_revenue_impact_usd": 254076,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 473447,
"expansion_capture_probability_post_event": 0.614,
"lease_rate_change_pct": 1.55,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.31
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.388,
"demand_pressure": 0.58,
"entitlement_friction": 0.556,
"labor_shortage": 0.532,
"portfolio_tightness": 0.38,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-101126",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:17:00Z",
"trace_id": "3a593466-c778-4b12-a828-f92d3751ff80"
} | {
"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",
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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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.31,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.46,
"seasonality": 0.82,
"service_level_target": 0.... | {
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"battery_mwh": 12.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-D4A843C111",
"grid_service_limit_mw": 15.75,
"gross_sqft": 439080,
"infill_site": true,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.451,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.392,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.46,
"nearby_nodes": 7,
"network_redundancy_score": 0.835,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 87.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability"... | {
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"lease_rate_change_pct": 1.04,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.28
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.738,
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"labor_shortage": 0.663,
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-101127",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:56:00Z",
"trace_id": "9f9f7c48-e6bf-4c3d-97a6-0e60b71fddb6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.138,
"seasonality": 0.33,
"se... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-E206BA8A69",
"grid_service_limit_mw": 19.18,
"gross_sqft": 575366,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.602,
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"nearby_nodes": 6,
"network_redundancy_score": 0.555,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 81.1,
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"power_load_pct_of_service_limit": 69.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.63,
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.3,
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"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.519
} | {
"annualized_noi_impact_usd": 90884,
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"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 1.57,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.58
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.36
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.602,
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"labor_shortage": 0.544,
"portfolio_tightness": 0.519,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-101128",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:13:00Z",
"trace_id": "14bb6a15-bb2a-4558-a67c-c8cd91747bc5"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.269,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.241,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.53,
"battery_mwh": 11.16,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-F945F4C777",
"grid_service_limit_mw": 15.48,
"gross_sqft": 801853,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.43,
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"entitlement_friction": 0.416,
"nearby_nodes": 7,
"network_redundancy_score": 0.577,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2006732... | [
{
"appointment_fill_pct": 85.3,
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"dock_utilization_pct": 83.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 33.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.634,
"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": "contained",
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"rent_growth_30d_pct": 3.05,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.619
} | {
"annualized_noi_impact_usd": 111571,
"annualized_revenue_impact_usd": 188295,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.607,
"lease_rate_change_pct": 2.17,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.52
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.76
},
{
"action": "shift_overflow_to_satellite",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.06,
"capital_availability": 0.43,
"demand_pressure": 0.558,
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"labor_shortage": 0.421,
"portfolio_tightness": 0.419,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-101129",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:29:00Z",
"trace_id": "beeb8bd0-cf5e-43c3-b6a9-3d8ce956eb28"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.277,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.236,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.33,
"battery_mwh": 2.19,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 68,
"facility_id": "FAC-F503FC12EE",
"grid_service_limit_mw": 15.56,
"gross_sqft": 681332,
"infill_site": true,
"lease_expiry_months": 41,
"occup... | {
"capital_availability": 0.537,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.767,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.412,
"nearby_nodes": 8,
"network_redundancy_score": 0.725,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 85.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 88.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"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": 2.93,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 4.28,
"rent_growth_90d_pct": 3.67,
"tenant_expansion_probability": 0.55
... | {
"annualized_noi_impact_usd": 85491,
"annualized_revenue_impact_usd": 109945,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 588654,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 1.17,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 58
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.36
},
{
"action": "escalat... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.537,
"demand_pressure": 0.638,
"entitlement_friction": 0.412,
"labor_shortage": 0.777,
"portfolio_tightness": 0.553,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-101130",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:30:00Z",
"trace_id": "b92d266b-d1d5-492c-80e4-a0a14a2cf15a"
} | {
"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": 8.3,
"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": -0.005,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.312,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.7,
"battery_mwh": 3.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-EF0EC93FED",
"grid_service_limit_mw": 8.95,
"gross_sqft": 1128245,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.301,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.559,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.76,
"nearby_nodes": 8,
"network_redundancy_score": 0.312,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 79.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 0.9,
"tenant_expansion_probability": 0.165
} | {
"annualized_noi_impact_usd": -584924,
"annualized_revenue_impact_usd": -995118,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 655426,
"expansion_capture_probability_post_event": 0.027,
"lease_rate_change_pct": -3.44,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.18
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.301,
"demand_pressure": 0.277,
"entitlement_friction": 0.76,
"labor_shortage": 0.819,
"portfolio_tightness": 0.688,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-101131",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:50:00Z",
"trace_id": "618d1ffe-94ba-4d5e-975d-0070032b2333"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.365,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.242,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.55,
"battery_mwh": 6.78,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-2A828E9EFC",
"grid_service_limit_mw": 10.04,
"gross_sqft": 1232558,
"infill_site": false,
"lease_expiry_months": 38,... | {
"capital_availability": 0.399,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.743,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.69,
"nearby_nodes": 7,
"network_redundancy_score": 0.844,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.1,
"dock_utilization_pct": 83.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.7,
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.75,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 3.41,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.668
} | {
"annualized_noi_impact_usd": 286444,
"annualized_revenue_impact_usd": 410499,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 543227,
"expansion_capture_probability_post_event": 0.597,
"lease_rate_change_pct": 1.28,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.96
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 29.07
},
{
"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": 0.399,
"demand_pressure": 0.477,
"entitlement_friction": 0.69,
"labor_shortage": 0.695,
"portfolio_tightness": 0.632,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-101132",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:04:00Z",
"trace_id": "af840549-4f1d-4a83-88bd-60bad356960b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"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": 0.269,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.197,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.41,
"battery_mwh": 8.96,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-8A90EC1963",
"grid_service_limit_mw": 16.26,
"gross_sqft": 836270,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.585,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.259,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.712,
"nearby_nodes": 4,
"network_redundancy_score": 0.321,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 87.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 60.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"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": 2.17,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 3.85,
"rent_growth_90d_pct": 4.47,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 140620,
"annualized_revenue_impact_usd": 221422,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.524,
"lease_rate_change_pct": 2.1,
"occupancy_shift": 0.031,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.31
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.585,
"demand_pressure": 0.733,
"entitlement_friction": 0.712,
"labor_shortage": 0.691,
"portfolio_tightness": 0.454,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-101133",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:49:00Z",
"trace_id": "a4bdafdd-9245-4c09-9dcc-c53be8eded2b"
} | {
"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",
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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": 7.3,
"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": 0.37,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.175,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.38,
"battery_mwh": 9.29,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-68090277F8",
"grid_service_limit_mw": 15.38,
"gross_sqft": 739812,
"infill_site": true,
"lease_expiry_months": 59,
"occu... | {
"capital_availability": 0.685,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.341,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.698,
"nearby_nodes": 2,
"network_redundancy_score": 0.727,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 606175... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.9,
"dock_utilization_pct": 83.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
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"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.664
} | {
"annualized_noi_impact_usd": 109696,
"annualized_revenue_impact_usd": 169679,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 493111,
"expansion_capture_probability_post_event": 0.613,
"lease_rate_change_pct": 2.7,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.83
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.5
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.231,
"capital_availability": 0.685,
"demand_pressure": 0.579,
"entitlement_friction": 0.698,
"labor_shortage": 0.448,
"portfolio_tightness": 0.387,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-101134",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:40:00Z",
"trace_id": "fcce9e3c-bb9d-4e3f-8fb8-1de558194d0f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.38,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.09,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.52,
"battery_mwh": 0.56,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-FA813472DB",
"grid_service_limit_mw": 11.46,
"gross_sqft": 982610,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.441,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.539,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.599,
"nearby_nodes": 3,
"network_redundancy_score": 0.482,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 96.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55.2,
"dock_utilization_pct": 91.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_ra... | {
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 3.13,
"rent_growth_90d_pct": 4.29,
"tenant_expansion_probability": 0.622
} | {
"annualized_noi_impact_usd": 163787,
"annualized_revenue_impact_usd": 240432,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 594156,
"expansion_capture_probability_post_event": 0.527,
"lease_rate_change_pct": 2.93,
"occupancy_shift": 0.032,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.85
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.23
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.441,
"demand_pressure": 0.947,
"entitlement_friction": 0.599,
"labor_shortage": 0.802,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.73,
"id": "FORGE-101135",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:09:00Z",
"trace_id": "8f6c7ff3-da00-47ef-a0d3-0a9f9dea1799"
} | {
"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": "Service_Window_Compression",
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.7,
"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": 0.056,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.272,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.81,
"battery_mwh": 2.16,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-BE7182230F",
"grid_service_limit_mw": 15.33,
"gross_sqft": 488659,
"infill_site": true,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.601,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.627,
"nearby_nodes": 4,
"network_redundancy_score": 0.551,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 497243,
... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.1,
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"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"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": "moderate",
"forec... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.333
} | {
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"lease_rate_change_pct": 0.29,
"occupancy_shift": 0.018,
"service_penalty_risk_usd"... | {
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{
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"score": 30.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.35
},
{
"action": "activate_temp... | {
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"demand_pressure": 0.41,
"entitlement_friction": 0.627,
"labor_shortage": 0.694,
"portfolio_tightness": 0.468,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-101136",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:18:00Z",
"trace_id": "d4293e3e-29d5-4da1-baf0-ea5c773950b6"
} | {
"airport_proximity_km": 53,
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"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",
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"growth_rate": 0.23,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.124,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 7.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-FF30C5F91E",
"grid_service_limit_mw": 10.46,
"gross_sqft": 336329,
"infill_site": true,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.331,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.399,
"nearby_nodes": 8,
"network_redundancy_score": 0.467,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
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"dock_utilization_pct": 82.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 63.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"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": "moderate",
"fore... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 2.2,
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} | {
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"expansion_capture_probability_post_event": 0.352,
"lease_rate_change_pct": -0.02,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.15
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.425,
"entitlement_friction": 0.399,
"labor_shortage": 1,
"portfolio_tightness": 0.616,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-101137",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:10:00Z",
"trace_id": "4b320cf1-ada6-4111-932d-5fcedf3d28f5"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.222,
"seasonality": 0.49,
"service_level_target":... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 96,
"facility_id": "FAC-C2CAEBB06B",
"grid_service_limit_mw": 10.31,
"gross_sqft": 966257,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.722,
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"network_redundancy_score": 0.714,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 42... | [
{
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"power_load_pct_of_service_limit": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.3,
"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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"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 3.27,
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} | {
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"lease_rate_change_pct": -0.59,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 36.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.32
},
{
"action": "defer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.729,
"labor_shortage": 1,
"portfolio_tightness": 0.58,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-101138",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:58:00Z",
"trace_id": "822f77aa-34a4-4c37-b48e-ed9b4a30dcf3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.302,
"seasonality": 0.33,
"servic... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-E996A91AA5",
"grid_service_limit_mw": 8.22,
"gross_sqft": 842054,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.565,
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"nearby_nodes": 6,
"network_redundancy_score": 0.549,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
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"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"rent_growth_30d_pct": 2.65,
"rent_growth_90d_pct": 4.27,
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} | {
"annualized_noi_impact_usd": 33648,
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"expansion_capture_probability_post_event": 0.362,
"lease_rate_change_pct": 0.85,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.48
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.5
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.362,
"entitlement_friction": 0.595,
"labor_shortage": 0.823,
"portfolio_tightness": 0.619,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-101139",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:35:00Z",
"trace_id": "dc0c88e6-42de-4079-a247-43d6f3bfdb3c"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "network_latency",
"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",
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.212,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.49,
"battery_mwh": 7.67,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-D7AC498E87",
"grid_service_limit_mw": 15.12,
"gross_sqft": 1068262,
"infill_site": false,
"lease_expiry_months": 33,... | {
"capital_availability": 0.255,
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"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.611,
"nearby_nodes": 8,
"network_redundancy_score": 0.725,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.3,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 1.99,
"tenant_expansion_probability": 0.256
} | {
"annualized_noi_impact_usd": -206723,
"annualized_revenue_impact_usd": -287749,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 523146,
"expansion_capture_probability_post_event": 0.16,
"lease_rate_change_pct": -1.12,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.79
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.762,
"capital_availability": 0.255,
"demand_pressure": 0.343,
"entitlement_friction": 0.611,
"labor_shortage": 0.705,
"portfolio_tightness": 0.678,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-101140",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:52:00Z",
"trace_id": "ae9b229f-3a3f-4c70-b11d-4674c0109386"
} | {
"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": "labor_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": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.033,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.319,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.32,
"battery_mwh": 6.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-711CFBE19F",
"grid_service_limit_mw": 14.79,
"gross_sqft": 1120862,
"infill_site": false,
"lease_expiry_months": 32,... | {
"capital_availability": 0.004,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.455,
"nearby_nodes": 2,
"network_redundancy_score": 0.462,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 81.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.4,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.135
} | {
"annualized_noi_impact_usd": -356544,
"annualized_revenue_impact_usd": -457260,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 30,
"estimated_capex_usd": 565700,
"expansion_capture_probability_post_event": 0.036,
"lease_rate_change_pct": -2.67,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.88
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.942,
"capital_availability": 0.004,
"demand_pressure": 0.398,
"entitlement_friction": 0.455,
"labor_shortage": 0.859,
"portfolio_tightness": 0.526,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-101141",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:43:00Z",
"trace_id": "db645437-2a3f-4fc5-b170-dbe8dd924835"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"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": 0.374,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.299,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.56,
"battery_mwh": 6.42,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-20FB747A4B",
"grid_service_limit_mw": 25.36,
"gross_sqft": 500843,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.738,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.422,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.298,
"nearby_nodes": 6,
"network_redundancy_score": 0.517,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 708169... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 82.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.8,
"shift_fi... | {
"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": "moderate",
"forecast... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.972,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 1.5,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -16673,
"annualized_revenue_impact_usd": -25165,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 657010,
"expansion_capture_probability_post_event": 0.416,
"lease_rate_change_pct": 0.87,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.89
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.51,
"capital_availability": 0.738,
"demand_pressure": 0.515,
"entitlement_friction": 0.298,
"labor_shortage": 0.562,
"portfolio_tightness": 0.426,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-101142",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:10:00Z",
"trace_id": "66da3541-99d9-49e0-b72a-e2fa975f1b8b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"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": 0.223,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.272,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.28,
"battery_mwh": 0.86,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 135,
"facility_id": "FAC-3B24C692F5",
"grid_service_limit_mw": 8.79,
"gross_sqft": 1352463,
"infill_site": true,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.002,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.262,
"nearby_nodes": 7,
"network_redundancy_score": 0.522,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.3,
"dock_utilization_pct": 85,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 4.07,
"tenant_expansion_probability": 0.389
} | {
"annualized_noi_impact_usd": -66926,
"annualized_revenue_impact_usd": -113684,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 610934,
"expansion_capture_probability_post_event": 0.273,
"lease_rate_change_pct": 1.06,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.33
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.8,
"capital_availability": 0.002,
"demand_pressure": 0.558,
"entitlement_friction": 0.262,
"labor_shortage": 0.908,
"portfolio_tightness": 0.684,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-101143",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:49:00Z",
"trace_id": "64057955-6d4f-4c4a-b390-441c3927ddc6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.193,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.298,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.65,
"battery_mwh": 0.04,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-76A56AEA71",
"grid_service_limit_mw": 22.14,
"gross_sqft": 564956,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.024,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.725,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.456,
"nearby_nodes": 5,
"network_redundancy_score": 0.716,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 178877... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 81.9,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.4,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": -0.39,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -38762,
"annualized_revenue_impact_usd": -57983,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 484319,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -1.85,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.21
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.627,
"capital_availability": 0.024,
"demand_pressure": 0.456,
"entitlement_friction": 0.456,
"labor_shortage": 0.82,
"portfolio_tightness": 0.438,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-101144",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:32:00Z",
"trace_id": "73d7a0df-4b61-4860-8777-67375b250ce4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.287,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.283,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.77,
"battery_mwh": 5.08,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-295F77DA55",
"grid_service_limit_mw": 14.48,
"gross_sqft": 983622,
"infill_site": true,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0.478,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.578,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.296,
"nearby_nodes": 7,
"network_redundancy_score": 0.747,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 81,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 1.51,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.9,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": -0.17,
"rent_growth_90d_pct": -0.58,
"tenant_expansion_probability": 0.45
} | {
"annualized_noi_impact_usd": -40509,
"annualized_revenue_impact_usd": -53831,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 598577,
"expansion_capture_probability_post_event": 0.363,
"lease_rate_change_pct": -1.14,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.4
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.08
},
{
"action": "rebalance_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.919,
"capital_availability": 0.478,
"demand_pressure": 0.414,
"entitlement_friction": 0.296,
"labor_shortage": 0.78,
"portfolio_tightness": 0.425,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-101145",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:51:00Z",
"trace_id": "53ddff59-a0b8-4264-bb39-be4205a6490b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.255,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.114,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.36,
"battery_mwh": 10.87,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 81,
"facility_id": "FAC-A0E1B8F635",
"grid_service_limit_mw": 17.51,
"gross_sqft": 811103,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.432,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.761,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.319,
"nearby_nodes": 8,
"network_redundancy_score": 0.659,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1105317... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"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": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.5,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 2.8,
"rent_growth_90d_pct": 4.62,
"tenant_expansion_probability": 0.507
} | {
"annualized_noi_impact_usd": 83821,
"annualized_revenue_impact_usd": 131453,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 647347,
"expansion_capture_probability_post_event": 0.442,
"lease_rate_change_pct": 1.99,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.02
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.24
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.471,
"capital_availability": 0.432,
"demand_pressure": 0.474,
"entitlement_friction": 0.319,
"labor_shortage": 0.759,
"portfolio_tightness": 0.497,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-101146",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:02:00Z",
"trace_id": "eed23c1a-2777-4a5c-b8a6-2a3a405df4de"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.4,
"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": -0.011,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.375,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.41,
"battery_mwh": 10.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-6D4EE3A690",
"grid_service_limit_mw": 20.69,
"gross_sqft": 720126,
"infill_site": true,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.38,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.219,
"nearby_nodes": 3,
"network_redundancy_score": 0.58,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 79,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.728,
"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": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": 2.6,
"tenant_expansion_probability": 0.198
} | {
"annualized_noi_impact_usd": -139170,
"annualized_revenue_impact_usd": -215430,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 436994,
"expansion_capture_probability_post_event": 0.128,
"lease_rate_change_pct": -0.75,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.47
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.66
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.564,
"capital_availability": 0.38,
"demand_pressure": 0.294,
"entitlement_friction": 0.219,
"labor_shortage": 0.891,
"portfolio_tightness": 0.479,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-101147",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:39:00Z",
"trace_id": "9e1d155f-34c5-4fe4-9ca2-8313eb955c25"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.063,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.155,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.33,
"battery_mwh": 0.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 137,
"facility_id": "FAC-997CF57F8D",
"grid_service_limit_mw": 17.15,
"gross_sqft": 1376704,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.296,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.491,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.179,
"nearby_nodes": 3,
"network_redundancy_score": 0.35,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 93... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 80.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": -0.03,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.186
} | {
"annualized_noi_impact_usd": -196109,
"annualized_revenue_impact_usd": -295956,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 501181,
"expansion_capture_probability_post_event": 0.094,
"lease_rate_change_pct": -0.65,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.04
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.25,
"capital_availability": 0.296,
"demand_pressure": 0.407,
"entitlement_friction": 0.179,
"labor_shortage": 0.608,
"portfolio_tightness": 0.312,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-101148",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:47:00Z",
"trace_id": "c47ff7b9-2eb3-4c25-82b4-305ea734be28"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.061,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.095,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.56,
"battery_mwh": 6.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-8558E6646F",
"grid_service_limit_mw": 11.37,
"gross_sqft": 1169470,
"infill_site": true,
"lease_expiry_months": 54,
"oc... | {
"capital_availability": 0.731,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.559,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.696,
"nearby_nodes": 3,
"network_redundancy_score": 0.56,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 93305... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.2,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": 0.222
} | {
"annualized_noi_impact_usd": -393422,
"annualized_revenue_impact_usd": -518847,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 722265,
"expansion_capture_probability_post_event": 0.091,
"lease_rate_change_pct": -2.18,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.22
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.518,
"capital_availability": 0.731,
"demand_pressure": 0.381,
"entitlement_friction": 0.696,
"labor_shortage": 1,
"portfolio_tightness": 0.597,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-101149",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:37:00Z",
"trace_id": "32b0dcdf-b3b7-4b85-9500-986eb8b8f201"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.155,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.225,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.73,
"battery_mwh": 10.98,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 88,
"facility_id": "FAC-6889E8D868",
"grid_service_limit_mw": 19.96,
"gross_sqft": 887901,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.199,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.553,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.223,
"nearby_nodes": 4,
"network_redundancy_score": 0.597,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 81.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 2.24,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.318
} | {
"annualized_noi_impact_usd": -154271,
"annualized_revenue_impact_usd": -224896,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 516918,
"expansion_capture_probability_post_event": 0.221,
"lease_rate_change_pct": -0.53,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.01
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.6,
"capital_availability": 0.199,
"demand_pressure": 0.424,
"entitlement_friction": 0.223,
"labor_shortage": 0.712,
"portfolio_tightness": 0.567,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-101150",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:35:00Z",
"trace_id": "26f372e5-3689-461a-9172-f31ce180453d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.101,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.446,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.78,
"battery_mwh": 9.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-9A855FB7D2",
"grid_service_limit_mw": 16.96,
"gross_sqft": 532685,
"infill_site": true,
"lease_expiry_months": 13,
"occu... | {
"capital_availability": 0.006,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.408,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.436,
"nearby_nodes": 2,
"network_redundancy_score": 0.749,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.217
} | {
"annualized_noi_impact_usd": -113884,
"annualized_revenue_impact_usd": -162163,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 604924,
"expansion_capture_probability_post_event": 0.098,
"lease_rate_change_pct": -1.57,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.14
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.851,
"capital_availability": 0.006,
"demand_pressure": 0.393,
"entitlement_friction": 0.436,
"labor_shortage": 0.857,
"portfolio_tightness": 0.538,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-101151",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:35:00Z",
"trace_id": "56e7c05a-18f1-44ca-baef-3508f194013a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.429,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.279,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.19,
"battery_mwh": 5.95,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-D47D34B30D",
"grid_service_limit_mw": 18,
"gross_sqft": 547572,
"infill_site": false,
"lease_expiry_months": 21,
"occupa... | {
"capital_availability": 0.06,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.614,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.53,
"nearby_nodes": 6,
"network_redundancy_score": 0.843,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1389201,... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.8,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 2.21,
"tenant_expansion_probability": 0.614... | {
"annualized_noi_impact_usd": 43171,
"annualized_revenue_impact_usd": 72153,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 599486,
"expansion_capture_probability_post_event": 0.516,
"lease_rate_change_pct": 1.95,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.44
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.504,
"capital_availability": 0.06,
"demand_pressure": 0.715,
"entitlement_friction": 0.53,
"labor_shortage": 0.566,
"portfolio_tightness": 0.388,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.716,
"id": "FORGE-101152",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:01:00Z",
"trace_id": "8cfe25f0-082b-4c8a-81ed-6c986bb73fe2"
} | {
"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": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.009,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.471,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.64,
"battery_mwh": 11.91,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-2996EB5595",
"grid_service_limit_mw": 21.96,
"gross_sqft": 1074028,
"infill_site": true,
"lease_expiry_months": 67,... | {
"capital_availability": 0.424,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.544,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.336,
"nearby_nodes": 8,
"network_redundancy_score": 0.668,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.4,
"dock_utilization_pct": 79.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.641,
"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": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.8,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 0.47,
"tenant_expansion_probability": 0.275
} | {
"annualized_noi_impact_usd": -108746,
"annualized_revenue_impact_usd": -183475,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 460176,
"expansion_capture_probability_post_event": 0.245,
"lease_rate_change_pct": -2.4,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.88
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 24.56
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.53,
"capital_availability": 0.424,
"demand_pressure": 0.315,
"entitlement_friction": 0.336,
"labor_shortage": 0.756,
"portfolio_tightness": 0.477,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-101153",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:28:00Z",
"trace_id": "0647058c-4149-4f86-b9ed-c7172b87b939"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.407,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.135,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.66,
"battery_mwh": 4.55,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-7C42413DD9",
"grid_service_limit_mw": 15.69,
"gross_sqft": 1036695,
"infill_site": false,
"lease_expiry_months": 30,... | {
"capital_availability": 0.116,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.65,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.713,
"nearby_nodes": 5,
"network_redundancy_score": 0.541,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability": 0.641
... | {
"annualized_noi_impact_usd": 251089,
"annualized_revenue_impact_usd": 335236,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 614970,
"expansion_capture_probability_post_event": 0.521,
"lease_rate_change_pct": 1.46,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.66
},
{
"action": "activate_tem... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.697,
"capital_availability": 0.116,
"demand_pressure": 0.552,
"entitlement_friction": 0.713,
"labor_shortage": 1,
"portfolio_tightness": 0.655,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-101154",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:06:00Z",
"trace_id": "be7327a6-bcbc-4021-8e3e-91afe9a4af3e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"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": 0.032,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.288,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.65,
"battery_mwh": 0.77,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 30,
"facility_id": "FAC-9238223B6F",
"grid_service_limit_mw": 21.26,
"gross_sqft": 306121,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.351,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.276,
"nearby_nodes": 3,
"network_redundancy_score": 0.433,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 74.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 78.6,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.8,
"occupancy_90d": 0.878,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability": 0.169
} | {
"annualized_noi_impact_usd": -68752,
"annualized_revenue_impact_usd": -90879,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 572312,
"expansion_capture_probability_post_event": 0.065,
"lease_rate_change_pct": -1.11,
"occupancy_shift": -0.016,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.64
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.34
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.295,
"capital_availability": 0.351,
"demand_pressure": 0.265,
"entitlement_friction": 0.276,
"labor_shortage": 0.577,
"portfolio_tightness": 0.521,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-101155",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:27:00Z",
"trace_id": "7be5e45e-3306-40d9-85fe-427723bf51fa"
} | {
"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": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.026,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.405,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.59,
"battery_mwh": 2.29,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-F7C554D47C",
"grid_service_limit_mw": 25.34,
"gross_sqft": 171821,
"infill_site": true,
"lease_expiry_months": 57,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.259,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.782,
"nearby_nodes": 8,
"network_redundancy_score": 0.709,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.8,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 0.21,
"rent_growth_90d_pct": -0.43,
"tenant_expansion_probability": 0.18
} | {
"annualized_noi_impact_usd": -44580,
"annualized_revenue_impact_usd": -69213,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 30,
"estimated_capex_usd": 652308,
"expansion_capture_probability_post_event": 0.074,
"lease_rate_change_pct": -3.61,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 34.45
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.56
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.815,
"capital_availability": 0,
"demand_pressure": 0.464,
"entitlement_friction": 0.782,
"labor_shortage": 0.85,
"portfolio_tightness": 0.496,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-101156",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:56:00Z",
"trace_id": "6eb76e6b-bdc1-4107-9763-b56ce214e1a4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.437,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.289,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.47,
"battery_mwh": 9.99,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 86,
"facility_id": "FAC-9BE7CF61F2",
"grid_service_limit_mw": 12.79,
"gross_sqft": 861358,
"infill_site": true,
"lease_expiry_months": 69,
"... | {
"capital_availability": 0.587,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.433,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.191,
"nearby_nodes": 3,
"network_redundancy_score": 0.741,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 91,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 4.18,
"tenant_expansion_probability": 0.583
} | {
"annualized_noi_impact_usd": 123771,
"annualized_revenue_impact_usd": 169801,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 518278,
"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": 3.61,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.95
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.837,
"capital_availability": 0.587,
"demand_pressure": 0.938,
"entitlement_friction": 0.191,
"labor_shortage": 0.521,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-101157",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:49:00Z",
"trace_id": "eafbc97a-62b8-4188-ad3b-d5e2bf70c6c1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.333,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.347,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.58,
"battery_mwh": 6.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-B0FB669D42",
"grid_service_limit_mw": 22.22,
"gross_sqft": 550376,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.504,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.765,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.099,
"nearby_nodes": 8,
"network_redundancy_score": 0.543,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 85.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": 0.469
} | {
"annualized_noi_impact_usd": -4037,
"annualized_revenue_impact_usd": -5826,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 506804,
"expansion_capture_probability_post_event": 0.371,
"lease_rate_change_pct": 1.85,
"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.47
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.19
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.864,
"capital_availability": 0.504,
"demand_pressure": 0.645,
"entitlement_friction": 0.099,
"labor_shortage": 0.623,
"portfolio_tightness": 0.502,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-101158",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:49:00Z",
"trace_id": "4d15debc-2a89-47e9-8dd9-7a32077c3bda"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.09,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.29,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.42,
"battery_mwh": 10.81,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-89AE6F2176",
"grid_service_limit_mw": 18.28,
"gross_sqft": 546218,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.503,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.444,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.487,
"nearby_nodes": 8,
"network_redundancy_score": 0.523,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 80.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 1.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.4,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": -0.92,
"rent_growth_90d_pct": 0.54,
"tenant_expansion_probability": 0.215
} | {
"annualized_noi_impact_usd": -75491,
"annualized_revenue_impact_usd": -129580,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 90,
"estimated_capex_usd": 397959,
"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -2.02,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.24
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.999,
"capital_availability": 0.503,
"demand_pressure": 0.407,
"entitlement_friction": 0.487,
"labor_shortage": 0.806,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-101159",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:01:00Z",
"trace_id": "f0ccf51b-3986-458f-a914-df9b11c1ab28"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": -0.009,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.244,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.73,
"battery_mwh": 6.78,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-197F8552A9",
"grid_service_limit_mw": 12.59,
"gross_sqft": 664876,
"infill_site": false,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.333,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.489,
"nearby_nodes": 2,
"network_redundancy_score": 0.867,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 81.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.3,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 1.47,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability": 0.186
} | {
"annualized_noi_impact_usd": -208162,
"annualized_revenue_impact_usd": -294019,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 583078,
"expansion_capture_probability_post_event": 0.085,
"lease_rate_change_pct": -1.07,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.47
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.701,
"capital_availability": 0.333,
"demand_pressure": 0.408,
"entitlement_friction": 0.489,
"labor_shortage": 1,
"portfolio_tightness": 0.624,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-101160",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:54:00Z",
"trace_id": "60849ee7-f208-4930-af74-3acb65f5d341"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.066,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.217,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.72,
"battery_mwh": 6.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-A2E98A4AAA",
"grid_service_limit_mw": 14.07,
"gross_sqft": 767668,
"infill_site": true,
"lease_expiry_months": 65,
"occu... | {
"capital_availability": 0.423,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.34,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.582,
"nearby_nodes": 8,
"network_redundancy_score": 0.683,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 81.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.249
} | {
"annualized_noi_impact_usd": -83157,
"annualized_revenue_impact_usd": -137571,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 584353,
"expansion_capture_probability_post_event": 0.158,
"lease_rate_change_pct": -1.57,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.02
},
{
"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": 0.423,
"demand_pressure": 0.461,
"entitlement_friction": 0.582,
"labor_shortage": 0.702,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-101161",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:54:00Z",
"trace_id": "31be4766-5e13-49de-a007-74b12521f4e9"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.402,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.309,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.4,
"battery_mwh": 3.34,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 103,
"facility_id": "FAC-FF12682610",
"grid_service_limit_mw": 10.13,
"gross_sqft": 1033051,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.931,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.476,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.298,
"nearby_nodes": 4,
"network_redundancy_score": 0.69,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 87,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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": 3.04,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 5.56,
"rent_growth_90d_pct": 7.15,
"tenant_expansion_probability": 0.722
} | {
"annualized_noi_impact_usd": 416094,
"annualized_revenue_impact_usd": 585678,
"cap_rate_pressure_pct": 0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 640178,
"expansion_capture_probability_post_event": 0.661,
"lease_rate_change_pct": 5.19,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.54
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.14
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.296,
"capital_availability": 0.931,
"demand_pressure": 0.66,
"entitlement_friction": 0.298,
"labor_shortage": 0.632,
"portfolio_tightness": 0.692,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-101162",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:47:00Z",
"trace_id": "7f3e75f5-1693-4d23-aee7-2d2047c23d9c"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.18,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.364,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.59,
"battery_mwh": 2.05,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-4E8620A3A5",
"grid_service_limit_mw": 23.36,
"gross_sqft": 630089,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.446,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.102,
"nearby_nodes": 7,
"network_redundancy_score": 0.411,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.3,
"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"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": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91.2,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 0.92,
"tenant_expansion_probability": 0.409
... | {
"annualized_noi_impact_usd": -13541,
"annualized_revenue_impact_usd": -18397,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 436465,
"expansion_capture_probability_post_event": 0.374,
"lease_rate_change_pct": -0.53,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.13
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.37
},
{
"action": "dep... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.642,
"capital_availability": 0.446,
"demand_pressure": 0.406,
"entitlement_friction": 0.102,
"labor_shortage": 0.522,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-101163",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:41:00Z",
"trace_id": "e031120e-eb9b-43e8-98cb-1c6da8abf3b3"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.104,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.437,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.27,
"battery_mwh": 5,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-6CE7C754F0",
"grid_service_limit_mw": 13.76,
"gross_sqft": 518246,
"infill_site": false,
"lease_expiry_months": 15,
"oc... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.34,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.098,
"nearby_nodes": 7,
"network_redundancy_score": 0.699,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 79.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 0.42,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.242
} | {
"annualized_noi_impact_usd": -97402,
"annualized_revenue_impact_usd": -141019,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 488117,
"expansion_capture_probability_post_event": 0.148,
"lease_rate_change_pct": -1.23,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.49
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.731,
"capital_availability": 0.2,
"demand_pressure": 0.33,
"entitlement_friction": 0.098,
"labor_shortage": 0.837,
"portfolio_tightness": 0.49,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-101164",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:47:00Z",
"trace_id": "dda8bd9b-7f6b-4c06-8044-46ec77e45a1b"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.257,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.075,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.47,
"battery_mwh": 7.99,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-6DD8D8C787",
"grid_service_limit_mw": 10.13,
"gross_sqft": 679579,
"infill_site": false,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.713,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.815,
"nearby_nodes": 8,
"network_redundancy_score": 0.527,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"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": 2.66,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 5.73,
"tenant_expansion_probability": 0.568
} | {
"annualized_noi_impact_usd": 151383,
"annualized_revenue_impact_usd": 246282,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 620253,
"expansion_capture_probability_post_event": 0.502,
"lease_rate_change_pct": 2.69,
"occupancy_shift": 0.031,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.07
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.28
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.713,
"demand_pressure": 0.555,
"entitlement_friction": 0.815,
"labor_shortage": 0.852,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-101165",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:29:00Z",
"trace_id": "95088d7c-ae2e-40d0-9680-029333cc69ff"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.173,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.354,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 5.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-B839F13838",
"grid_service_limit_mw": 15.12,
"gross_sqft": 705831,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.566,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.266,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.181,
"nearby_nodes": 7,
"network_redundancy_score": 0.381,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.5,
"shift_fill... | {
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"anomaly_score": 0.756,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.339
} | {
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"annualized_revenue_impact_usd": -71003,
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"decision_horizon_days": 90,
"estimated_capex_usd": 417261,
"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": 0.59,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.31
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.452,
"entitlement_friction": 0.181,
"labor_shortage": 0.679,
"portfolio_tightness": 0.519,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-101166",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:24:00Z",
"trace_id": "2f2113be-8f86-4059-824c-d4f319e297ec"
} | {
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"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.201,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.378,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 6.28,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-8906B80DAA",
"grid_service_limit_mw": 16.83,
"gross_sqft": 316061,
"infill_site": false,
"lease_expiry_months": 43,
"occ... | {
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"competitive_pressure_score": 0.349,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.67,
"nearby_nodes": 4,
"network_redundancy_score": 0.472,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2097126,... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability": 0.406
} | {
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"annualized_revenue_impact_usd": 10140,
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"lease_rate_change_pct": 0.86,
"occupancy_shift": 0.01,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.45
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.546,
"capital_availability": 0.101,
"demand_pressure": 0.779,
"entitlement_friction": 0.67,
"labor_shortage": 0.805,
"portfolio_tightness": 0.478,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-101167",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:00:00Z",
"trace_id": "d208d94a-5c73-405a-b612-d208b3eba1b3"
} | {
"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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{
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.154,
"seasonality": 0.33,
"s... | {
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"battery_mwh": 2.42,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-72B32E87F1",
"grid_service_limit_mw": 23.44,
"gross_sqft": 1131937,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.416,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.499,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.38,
"nearby_nodes": 5,
"network_redundancy_score": 0.611,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85,
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"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 1.81,
"tenant_expansion_probability": 0.479
} | {
"annualized_noi_impact_usd": 45873,
"annualized_revenue_impact_usd": 63339,
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"decision_horizon_days": 60,
"estimated_capex_usd": 620652,
"expansion_capture_probability_post_event": 0.385,
"lease_rate_change_pct": 0.23,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.2
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.55
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.416,
"demand_pressure": 0.673,
"entitlement_friction": 0.38,
"labor_shortage": 0.801,
"portfolio_tightness": 0.479,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-101168",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:51:00Z",
"trace_id": "716149ec-bb87-469e-ba3a-b0643b5ebf16"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.129,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 3.71,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-58FBA52010",
"grid_service_limit_mw": 16.34,
"gross_sqft": 632383,
"infill_site": true,
"lease_expiry_months": 59,
... | {
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"cluster_utilization_pct": 0.961,
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"cross_node_rebalancing_capacity_pct": 0.174,
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"nearby_nodes": 4,
"network_redundancy_score": 0.355,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 45... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 1.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 0,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability": 0.324
} | {
"annualized_noi_impact_usd": -55638,
"annualized_revenue_impact_usd": -73547,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.215,
"lease_rate_change_pct": -0.11,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.17
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.755,
"capital_availability": 0.27,
"demand_pressure": 0.517,
"entitlement_friction": 0.489,
"labor_shortage": 0.785,
"portfolio_tightness": 0.383,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-101169",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:48:00Z",
"trace_id": "bbdf1050-da81-4161-b18f-49bed2eaf129"
} | {
"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": 7.8,
"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": 0.449,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.049,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.22,
"battery_mwh": 3.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-6C4E6A9A5C",
"grid_service_limit_mw": 16.23,
"gross_sqft": 310826,
"infill_site": true,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.662,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.806,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.491,
"nearby_nodes": 2,
"network_redundancy_score": 0.356,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 135773... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 88.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.722,
"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": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.1,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 3.89,
"rent_growth_90d_pct": 6.25,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 62028,
"annualized_revenue_impact_usd": 85264,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 410372,
"expansion_capture_probability_post_event": 0.715,
"lease_rate_change_pct": 5.32,
"occupancy_shift": 0.042,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 52.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.16
},
{
"action": "defer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.662,
"demand_pressure": 0.797,
"entitlement_friction": 0.491,
"labor_shortage": 0.591,
"portfolio_tightness": 0.487,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-101170",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:52:00Z",
"trace_id": "201410d2-c9b6-4ff0-8f57-9fae2a07ab63"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.202,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.367,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.31,
"battery_mwh": 9.98,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-A92BC70CC6",
"grid_service_limit_mw": 16.89,
"gross_sqft": 1345292,
"infill_site": true,
"lease_expiry_months": 31,
"oc... | {
"capital_availability": 0.604,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.133,
"nearby_nodes": 3,
"network_redundancy_score": 0.789,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"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": 2.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 3.32,
"rent_growth_90d_pct": 4.49,
"tenant_expansion_probability": 0.517
... | {
"annualized_noi_impact_usd": 115174,
"annualized_revenue_impact_usd": 188645,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 530829,
"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": 2.36,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.8
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.604,
"demand_pressure": 0.529,
"entitlement_friction": 0.133,
"labor_shortage": 0.662,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-101171",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:34:00Z",
"trace_id": "c20127bb-f546-4154-8166-044a2d1a3b29"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.066,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.379,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.57,
"battery_mwh": 1.51,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-7FB1415D56",
"grid_service_limit_mw": 12.65,
"gross_sqft": 1036010,
"infill_site": false,
"lease_expiry_months": 64,... | {
"capital_availability": 0.014,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.706,
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"entitlement_friction": 0.615,
"nearby_nodes": 2,
"network_redundancy_score": 0.827,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
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"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 79.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.8,
"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... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probability": 0.207
} | {
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"annualized_revenue_impact_usd": -628981,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 688713,
"expansion_capture_probability_post_event": 0.075,
"lease_rate_change_pct": -1.76,
"occupancy_shift": -0.02,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.53
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.49
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.014,
"demand_pressure": 0.256,
"entitlement_friction": 0.615,
"labor_shortage": 1,
"portfolio_tightness": 0.681,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-101172",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:11:00Z",
"trace_id": "dd35ebec-cc76-43ea-94ea-f1266a0fd982"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.367,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 2.78,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-76FDF1AC5F",
"grid_service_limit_mw": 12.01,
"gross_sqft": 1287261,
"infill_site": false,
"lease_expiry_months": 49,
"o... | {
"capital_availability": 0.698,
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"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.853,
"nearby_nodes": 5,
"network_redundancy_score": 0.806,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 216... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 69.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 71.9,
"occupancy_90d": 0.873,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 3.08,
"tenant_expansion_probability": 0.167
} | {
"annualized_noi_impact_usd": -495073,
"annualized_revenue_impact_usd": -708180,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 617019,
"expansion_capture_probability_post_event": 0.033,
"lease_rate_change_pct": -1.79,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.35
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.72
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.421,
"capital_availability": 0.698,
"demand_pressure": 0.423,
"entitlement_friction": 0.853,
"labor_shortage": 0.863,
"portfolio_tightness": 0.667,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-101173",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:13:00Z",
"trace_id": "b393c1f8-d571-4d6e-b273-5fc66494e9c8"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.291,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 0.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-F5351C0B8C",
"grid_service_limit_mw": 13.68,
"gross_sqft": 1061127,
"infill_site": true,
"lease_expiry_months": 44,
"oc... | {
"capital_availability": 0.386,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.477,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.719,
"nearby_nodes": 7,
"network_redundancy_score": 0.575,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 84.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 1.33,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
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"rent_growth_30d_pct": -0.37,
"rent_growth_90d_pct": 0.34,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": -79833,
"annualized_revenue_impact_usd": -114669,
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"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": -1.33,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.64
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.386,
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"entitlement_friction": 0.719,
"labor_shortage": 0.75,
"portfolio_tightness": 0.328,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-101174",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:19:00Z",
"trace_id": "1bf7aa8e-0b04-429b-b3e5-8b3142b79750"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.35,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.136,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.31,
"battery_mwh": 8.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 126,
"facility_id": "FAC-42E6620583",
"grid_service_limit_mw": 14.78,
"gross_sqft": 1261923,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.32,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.255,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.592,
"nearby_nodes": 6,
"network_redundancy_score": 0.722,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 88,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 84.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.53
} | {
"annualized_noi_impact_usd": 46494,
"annualized_revenue_impact_usd": 70572,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 731439,
"expansion_capture_probability_post_event": 0.389,
"lease_rate_change_pct": 0.82,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.39
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.422,
"capital_availability": 0.32,
"demand_pressure": 0.531,
"entitlement_friction": 0.592,
"labor_shortage": 0.967,
"portfolio_tightness": 0.597,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-101175",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:13:00Z",
"trace_id": "6ec972c2-8fce-48b7-8a2c-49bcde85f729"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.143,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.409,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.53,
"battery_mwh": 8.31,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 122,
"facility_id": "FAC-3CE73893D5",
"grid_service_limit_mw": 14.93,
"gross_sqft": 1221913,
"infill_site": false,
"lease_expiry_months": 22,
"oc... | {
"capital_availability": 0.46,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.287,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.396,
"nearby_nodes": 4,
"network_redundancy_score": 0.873,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 1.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
"occupancy_90d": 0.872,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.272
} | {
"annualized_noi_impact_usd": -135966,
"annualized_revenue_impact_usd": -219233,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 503044,
"expansion_capture_probability_post_event": 0.168,
"lease_rate_change_pct": -1.12,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.27
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.817,
"capital_availability": 0.46,
"demand_pressure": 0.469,
"entitlement_friction": 0.396,
"labor_shortage": 0.658,
"portfolio_tightness": 0.519,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-101176",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:56:00Z",
"trace_id": "33b313b1-3019-411a-b2c8-aa071664d105"
} | {
"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": "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": false,
"growth_rate": 0.116,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.481,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.46,
"battery_mwh": 2.22,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-1D05371D48",
"grid_service_limit_mw": 13.08,
"gross_sqft": 555955,
"infill_site": false,
"lease_expiry_months": 51,
"occ... | {
"capital_availability": 0.169,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.352,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.593,
"nearby_nodes": 2,
"network_redundancy_score": 0.654,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.328
... | {
"annualized_noi_impact_usd": -63412,
"annualized_revenue_impact_usd": -97053,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 636235,
"expansion_capture_probability_post_event": 0.229,
"lease_rate_change_pct": -0.03,
"occupancy_shift": -0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.49
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.257,
"capital_availability": 0.169,
"demand_pressure": 0.469,
"entitlement_friction": 0.593,
"labor_shortage": 0.777,
"portfolio_tightness": 0.537,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-101177",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:56:00Z",
"trace_id": "89c0146e-76de-4915-8a7e-10f7a8a0b167"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "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",
"expansion_request_open": true,
"growth_rate": 0.008,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.273,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.51,
"battery_mwh": 7.01,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-F300BD8BEA",
"grid_service_limit_mw": 16.19,
"gross_sqft": 946217,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.042,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.15,
"nearby_nodes": 7,
"network_redundancy_score": 0.677,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 79.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.9,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": -0.24,
"rent_growth_90d_pct": -0.16,
"tenant_expansion_probability": 0.093
} | {
"annualized_noi_impact_usd": -344065,
"annualized_revenue_impact_usd": -446730,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 45,
"estimated_capex_usd": 658237,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.23,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.51
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.697,
"capital_availability": 0.042,
"demand_pressure": 0.315,
"entitlement_friction": 0.15,
"labor_shortage": 0.662,
"portfolio_tightness": 0.418,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-101178",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:59:00Z",
"trace_id": "66eb01b0-3f64-4fe4-b26f-ee87cf45a064"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.108,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.243,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.7,
"battery_mwh": 7.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 116,
"facility_id": "FAC-2DABAA132D",
"grid_service_limit_mw": 11.31,
"gross_sqft": 1161010,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.188,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.741,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.707,
"nearby_nodes": 2,
"network_redundancy_score": 0.315,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"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": 1.53,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.6,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": -0.17,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.229
} | {
"annualized_noi_impact_usd": -218261,
"annualized_revenue_impact_usd": -288984,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 632200,
"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -1.13,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.72
},
{
"action": "deploy_peak_shaving",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.569,
"capital_availability": 0.188,
"demand_pressure": 0.474,
"entitlement_friction": 0.707,
"labor_shortage": 0.673,
"portfolio_tightness": 0.389,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-101179",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:59:00Z",
"trace_id": "04f52d05-79c1-4de9-be65-0ad02684270f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.126,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.229,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.38,
"battery_mwh": 7.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-4E4F84F2D5",
"grid_service_limit_mw": 20.71,
"gross_sqft": 1037654,
"infill_site": false,
"lease_expiry_months": 32,
"oc... | {
"capital_availability": 0.638,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.351,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.204,
"nearby_nodes": 7,
"network_redundancy_score": 0.677,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 82.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 1.71,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.296
} | {
"annualized_noi_impact_usd": -85898,
"annualized_revenue_impact_usd": -147065,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 574553,
"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": -0.82,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.46
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.97
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.892,
"capital_availability": 0.638,
"demand_pressure": 0.463,
"entitlement_friction": 0.204,
"labor_shortage": 0.901,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-101180",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:48:00Z",
"trace_id": "ac2a11bd-d7c5-40f1-885d-57f523b7ebe7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.18,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.165,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.28,
"battery_mwh": 0.54,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-BC54683811",
"grid_service_limit_mw": 20.63,
"gross_sqft": 1169930,
"infill_site": true,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.764,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.379,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.442,
"nearby_nodes": 6,
"network_redundancy_score": 0.351,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1036317... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 79.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.5,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": -0.21,
"rent_growth_90d_pct": -0.19,
"tenant_expansion_probability": 0.315
} | {
"annualized_noi_impact_usd": -183999,
"annualized_revenue_impact_usd": -262061,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 759099,
"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -2.49,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.61
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.57
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.244,
"capital_availability": 0.764,
"demand_pressure": 0.355,
"entitlement_friction": 0.442,
"labor_shortage": 0.835,
"portfolio_tightness": 0.361,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-101181",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:35:00Z",
"trace_id": "e1fb3d52-06df-41bf-a9f2-374992542c35"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.199,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.214,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.19,
"battery_mwh": 4.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-216A0BEA79",
"grid_service_limit_mw": 9.19,
"gross_sqft": 575051,
"infill_site": false,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 0.647,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.556,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.58,
"nearby_nodes": 7,
"network_redundancy_score": 0.314,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 191... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 62.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.697,
"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": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 2.79,
"tenant_expansion_probability": 0.476
} | {
"annualized_noi_impact_usd": 24678,
"annualized_revenue_impact_usd": 42169,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 648296,
"expansion_capture_probability_post_event": 0.406,
"lease_rate_change_pct": -0.02,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.21
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.36
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.587,
"capital_availability": 0.647,
"demand_pressure": 0.329,
"entitlement_friction": 0.58,
"labor_shortage": 0.88,
"portfolio_tightness": 0.596,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-101182",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:56:00Z",
"trace_id": "79f14578-b517-48b8-a88e-6c995c621db4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.282,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.227,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.34,
"battery_mwh": 7.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-CE63B4C876",
"grid_service_limit_mw": 14.18,
"gross_sqft": 1169327,
"infill_site": false,
"lease_expiry_months": 55,
"o... | {
"capital_availability": 0.505,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.618,
"nearby_nodes": 4,
"network_redundancy_score": 0.661,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2080543... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.6,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"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": 1.8,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 2.86,
"tenant_expansion_probability": 0.493
} | {
"annualized_noi_impact_usd": 33471,
"annualized_revenue_impact_usd": 52606,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 404052,
"expansion_capture_probability_post_event": 0.401,
"lease_rate_change_pct": 1.13,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.06
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.624,
"capital_availability": 0.505,
"demand_pressure": 0.758,
"entitlement_friction": 0.618,
"labor_shortage": 0.849,
"portfolio_tightness": 0.444,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-101183",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:24:00Z",
"trace_id": "06cee24c-5cca-4dc3-800c-87d95a2defe3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.275,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.39,
"battery_mwh": 1.69,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 126,
"facility_id": "FAC-9C1C9FB5F8",
"grid_service_limit_mw": 15.99,
"gross_sqft": 1266203,
"infill_site": true,
"lease_expiry_months": 43,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.749,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.349,
"nearby_nodes": 6,
"network_redundancy_score": 0.732,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 85,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.4,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 3.58,
"tenant_expansion_probability": 0.45
} | {
"annualized_noi_impact_usd": 33885,
"annualized_revenue_impact_usd": 51700,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 666585,
"expansion_capture_probability_post_event": 0.341,
"lease_rate_change_pct": 1.44,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.51
},
{
"action": "deploy_peak_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.606,
"capital_availability": 0,
"demand_pressure": 0.576,
"entitlement_friction": 0.349,
"labor_shortage": 0.685,
"portfolio_tightness": 0.615,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-101184",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:16:00Z",
"trace_id": "7c769a7e-776d-4702-b6dc-1a0c3f77f28b"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.188,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.148,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.69,
"battery_mwh": 0.89,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-12D8757F25",
"grid_service_limit_mw": 24.99,
"gross_sqft": 1081126,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.682,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.538,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.413,
"nearby_nodes": 4,
"network_redundancy_score": 0.831,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 169610... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.8,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 79.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.71,
"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": 2.29,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.7,
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"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 5.33,
"tenant_expansion_probability": 0.453
} | {
"annualized_noi_impact_usd": 135353,
"annualized_revenue_impact_usd": 221016,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 471706,
"expansion_capture_probability_post_event": 0.406,
"lease_rate_change_pct": 2.49,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.53
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.4
},
{
"action": "sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.682,
"demand_pressure": 0.643,
"entitlement_friction": 0.413,
"labor_shortage": 0.569,
"portfolio_tightness": 0.416,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-101185",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:49:00Z",
"trace_id": "0be8eed0-80e0-4332-b915-f3e46f7411c4"
} | {
"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.303,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.203,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.72,
"battery_mwh": 2.4,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-F64221CE2F",
"grid_service_limit_mw": 8.24,
"gross_sqft": 966317,
"infill_site": true,
"lease_expiry_months": 49,
"o... | {
"capital_availability": 0.39,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.827,
"nearby_nodes": 5,
"network_redundancy_score": 0.862,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 677... | [
{
"appointment_fill_pct": 82,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 84.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 2.31,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.1,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 0.74,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": -37517,
"annualized_revenue_impact_usd": -51603,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 681296,
"expansion_capture_probability_post_event": 0.374,
"lease_rate_change_pct": -1.18,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.87
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.818,
"capital_availability": 0.39,
"demand_pressure": 0.523,
"entitlement_friction": 0.827,
"labor_shortage": 0.987,
"portfolio_tightness": 0.685,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-101186",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:57:00Z",
"trace_id": "4caff659-9e86-4ce2-b459-b769ec4b6a70"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_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": true,
"growth_rate": 0.174,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.216,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.69,
"battery_mwh": 4.65,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-D4264ECB7E",
"grid_service_limit_mw": 14.44,
"gross_sqft": 807755,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.48,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.36,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.705,
"nearby_nodes": 3,
"network_redundancy_score": 0.731,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.11,
"rent_growth_90d_pct": 3.45,
"tenant_expansion_probability": 0.381
} | {
"annualized_noi_impact_usd": -61727,
"annualized_revenue_impact_usd": -83019,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 579454,
"expansion_capture_probability_post_event": 0.275,
"lease_rate_change_pct": 0.43,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.99
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.74
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.414,
"capital_availability": 0.48,
"demand_pressure": 0.499,
"entitlement_friction": 0.705,
"labor_shortage": 0.893,
"portfolio_tightness": 0.505,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-101187",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:11:00Z",
"trace_id": "b9527e1e-b6c4-4204-b7c0-2cc1595689e6"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.219,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.15,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.71,
"battery_mwh": 11.04,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 124,
"facility_id": "FAC-7D43A3BC12",
"grid_service_limit_mw": 17.48,
"gross_sqft": 1247169,
"infill_site": true,
"lease_expiry_months": 55,
"oc... | {
"capital_availability": 0.182,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.444,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.49,
"nearby_nodes": 4,
"network_redundancy_score": 0.763,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 80.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.4,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": -0.12,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": 0.336
} | {
"annualized_noi_impact_usd": -130812,
"annualized_revenue_impact_usd": -204120,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 600161,
"expansion_capture_probability_post_event": 0.209,
"lease_rate_change_pct": -0.68,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.42
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.73
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.567,
"capital_availability": 0.182,
"demand_pressure": 0.402,
"entitlement_friction": 0.49,
"labor_shortage": 0.824,
"portfolio_tightness": 0.407,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-101188",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:30:00Z",
"trace_id": "5688f3dc-e757-40e7-bda1-88f9d7f6b582"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.375,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.29,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.55,
"battery_mwh": 5.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-626C0819A2",
"grid_service_limit_mw": 7.88,
"gross_sqft": 1127658,
"infill_site": true,
"lease_expiry_months": 28,
"occ... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.277,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.739,
"nearby_nodes": 5,
"network_redundancy_score": 0.398,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1514... | [
{
"appointment_fill_pct": 96.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 93.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.8,
"rent_growth_90d_pct": 5.14,
"tenant_expansion_probability": 0.718
} | {
"annualized_noi_impact_usd": 379172,
"annualized_revenue_impact_usd": 601198,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 648734,
"expansion_capture_probability_post_event": 0.663,
"lease_rate_change_pct": 3.36,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.41
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 36.76
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.69,
"capital_availability": 0.2,
"demand_pressure": 1,
"entitlement_friction": 0.739,
"labor_shortage": 0.838,
"portfolio_tightness": 0.644,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-101189",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:44:00Z",
"trace_id": "edb9d3fa-48dc-487e-9e7e-785d8f994b76"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.095,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.483,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.41,
"battery_mwh": 10.89,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-78F1C6759E",
"grid_service_limit_mw": 15.12,
"gross_sqft": 1200577,
"infill_site": true,
"lease_expiry_months": 41,... | {
"capital_availability": 0.751,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.723,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.439,
"nearby_nodes": 7,
"network_redundancy_score": 0.419,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 83.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 2.89,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 4.07,
"rent_growth_90d_pct": 6.65,
"tenant_expansion_probability": 0.418
} | {
"annualized_noi_impact_usd": 128915,
"annualized_revenue_impact_usd": 212102,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 537062,
"expansion_capture_probability_post_event": 0.384,
"lease_rate_change_pct": 3,
"occupancy_shift": 0.008,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.3
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.461,
"capital_availability": 0.751,
"demand_pressure": 0.47,
"entitlement_friction": 0.439,
"labor_shortage": 0.626,
"portfolio_tightness": 0.674,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-101190",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:11:00Z",
"trace_id": "6534d736-588e-4fd0-a683-c9f629a918c0"
} | {
"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": 8.1,
"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": 0.077,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.371,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.62,
"battery_mwh": 0.02,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-DF2D8F5BF7",
"grid_service_limit_mw": 16.3,
"gross_sqft": 1008743,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.241,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.351,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.474,
"nearby_nodes": 2,
"network_redundancy_score": 0.585,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 1.06,
"tenant_expansion_probability": 0.251
} | {
"annualized_noi_impact_usd": -76945,
"annualized_revenue_impact_usd": -118647,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 374637,
"expansion_capture_probability_post_event": 0.17,
"lease_rate_change_pct": -1.44,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.97
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.71
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.576,
"capital_availability": 0.241,
"demand_pressure": 0.662,
"entitlement_friction": 0.474,
"labor_shortage": 0.666,
"portfolio_tightness": 0.434,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-101191",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:14:00Z",
"trace_id": "7a9bf96c-6d1d-4fb0-82ab-de5c2f507c95"
} | {
"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": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.3,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.13,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.33,
"battery_mwh": 0.61,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-A3DF0F2B3B",
"grid_service_limit_mw": 9.95,
"gross_sqft": 669673,
"infill_site": true,
"lease_expiry_months": 29,
"occup... | {
"capital_availability": 0.143,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.606,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.88,
"nearby_nodes": 3,
"network_redundancy_score": 0.655,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 84.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.2,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 24910,
"annualized_revenue_impact_usd": 40077,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 580949,
"expansion_capture_probability_post_event": 0.389,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.77
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.33
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.931,
"capital_availability": 0.143,
"demand_pressure": 0.534,
"entitlement_friction": 0.88,
"labor_shortage": 0.886,
"portfolio_tightness": 0.624,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-101192",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:06:00Z",
"trace_id": "5ee7a8f4-e26e-46d9-94b0-7d7ed8fcd3b4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.258,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.042,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.31,
"battery_mwh": 6.38,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-369980CC7D",
"grid_service_limit_mw": 17.55,
"gross_sqft": 541504,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.036,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.704,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.333,
"nearby_nodes": 8,
"network_redundancy_score": 0.827,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 86.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 2.24,
"rent_growth_90d_pct": 1.65,
"tenant_expansion_probability": 0.464
} | {
"annualized_noi_impact_usd": 24301,
"annualized_revenue_impact_usd": 32801,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 372999,
"expansion_capture_probability_post_event": 0.385,
"lease_rate_change_pct": 0.52,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.71
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.479,
"capital_availability": 0.036,
"demand_pressure": 0.695,
"entitlement_friction": 0.333,
"labor_shortage": 0.623,
"portfolio_tightness": 0.479,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-101193",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:10:00Z",
"trace_id": "f786ebb5-fd95-462f-9134-342cd87ad22c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.305,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.364,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.49,
"battery_mwh": 8.81,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-670E4CCDBB",
"grid_service_limit_mw": 18.74,
"gross_sqft": 799067,
"infill_site": true,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.688,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.456,
"nearby_nodes": 5,
"network_redundancy_score": 0.336,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 87,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 34.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.59,
"rent_growth_90d_pct": 3.94,
"tenant_expansion_probability": 0.67
} | {
"annualized_noi_impact_usd": 114095,
"annualized_revenue_impact_usd": 154924,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 512204,
"expansion_capture_probability_post_event": 0.644,
"lease_rate_change_pct": 2.8,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.92
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 30.78
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.199,
"capital_availability": 0.688,
"demand_pressure": 0.694,
"entitlement_friction": 0.456,
"labor_shortage": 0.594,
"portfolio_tightness": 0.556,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-101194",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:24:00Z",
"trace_id": "ba437c0f-4573-4ba5-9b29-6e8703e22175"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"growth_rate": 0.193,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.181,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.44,
"battery_mwh": 6.41,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-ED1335DCAF",
"grid_service_limit_mw": 23.29,
"gross_sqft": 945888,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.216,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.7,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.369,
"nearby_nodes": 8,
"network_redundancy_score": 0.435,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"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": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 89.1,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 3.92,
"tenant_expansion_probability": 0.49
} | {
"annualized_noi_impact_usd": 123305,
"annualized_revenue_impact_usd": 201450,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 353139,
"expansion_capture_probability_post_event": 0.467,
"lease_rate_change_pct": 1.97,
"occupancy_shift": 0.026,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.7
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.216,
"demand_pressure": 0.509,
"entitlement_friction": 0.369,
"labor_shortage": 0.606,
"portfolio_tightness": 0.462,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-101195",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:25:00Z",
"trace_id": "da2bf0e1-148d-4c3f-a9de-84eede48cc5d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"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": 0.279,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.47,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.26,
"battery_mwh": 9.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-1A47AE2668",
"grid_service_limit_mw": 22.32,
"gross_sqft": 744769,
"infill_site": false,
"lease_expiry_months": 52,
"occu... | {
"capital_availability": 0.507,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.78,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.172,
"nearby_nodes": 8,
"network_redundancy_score": 0.66,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 83.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.7,
"occupancy_90d": 0.874,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 0.4,
"tenant_expansion_probability": 0.422
} | {
"annualized_noi_impact_usd": -57208,
"annualized_revenue_impact_usd": -76521,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 653693,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": -0.47,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30
},
{
"act... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.507,
"demand_pressure": 0.516,
"entitlement_friction": 0.172,
"labor_shortage": 0.596,
"portfolio_tightness": 0.473,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-101196",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:18:00Z",
"trace_id": "2563c6e7-0afe-4f1d-92fe-759941544b10"
} | {
"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": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.349,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.25,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.42,
"battery_mwh": 3.72,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-D9370094FE",
"grid_service_limit_mw": 21.67,
"gross_sqft": 1092932,
"infill_site": false,
"lease_expiry_months": 69,... | {
"capital_availability": 0.25,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.517,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.187,
"nearby_nodes": 2,
"network_redundancy_score": 0.335,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 84.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"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": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
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"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 0.05,
"tenant_expansion_probability": 0.551
} | {
"annualized_noi_impact_usd": 51277,
"annualized_revenue_impact_usd": 66120,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.479,
"lease_rate_change_pct": 0.19,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.72
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.25,
"demand_pressure": 0.602,
"entitlement_friction": 0.187,
"labor_shortage": 0.69,
"portfolio_tightness": 0.432,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-101197",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:46:00Z",
"trace_id": "8e9e7bae-c5e3-42f3-a4a8-317e8cd8d489"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.203,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.17,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.41,
"battery_mwh": 4.78,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-3051955B3F",
"grid_service_limit_mw": 18.5,
"gross_sqft": 938108,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.074,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.304,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.522,
"nearby_nodes": 6,
"network_redundancy_score": 0.791,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 85,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.9,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 4.16,
"tenant_expansion_probability": 0.382
} | {
"annualized_noi_impact_usd": -22414,
"annualized_revenue_impact_usd": -37319,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 599668,
"expansion_capture_probability_post_event": 0.267,
"lease_rate_change_pct": 0.98,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.37
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.39
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.381,
"capital_availability": 0.074,
"demand_pressure": 0.609,
"entitlement_friction": 0.522,
"labor_shortage": 0.892,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-101198",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:40:00Z",
"trace_id": "3be00d39-22eb-41d6-9a4c-a093efc34bfc"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.161,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.435,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.72,
"battery_mwh": 9.11,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 69,
"facility_id": "FAC-EC1DDA690F",
"grid_service_limit_mw": 7.19,
"gross_sqft": 697163,
"infill_site": true,
"lease_expiry_months": 59,
"o... | {
"capital_availability": 0.948,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.416,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.775,
"nearby_nodes": 8,
"network_redundancy_score": 0.409,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 120... | [
{
"appointment_fill_pct": 74.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 80.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.722,
"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": 2.91,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 3.51,
"tenant_expansion_probability": 0.434
} | {
"annualized_noi_impact_usd": -40640,
"annualized_revenue_impact_usd": -57795,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 693348,
"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": -0.35,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 60.81
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 39.56
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.074,
"capital_availability": 0.948,
"demand_pressure": 0.359,
"entitlement_friction": 0.775,
"labor_shortage": 0.88,
"portfolio_tightness": 0.576,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-101199",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:53:00Z",
"trace_id": "8ea5b061-82e0-41ff-bb72-198756f93c3d"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.1,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.24,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.74,
"battery_mwh": 3.79,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-56075820D7",
"grid_service_limit_mw": 17.64,
"gross_sqft": 1293819,
"infill_site": true,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.646,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.155,
"nearby_nodes": 5,
"network_redundancy_score": 0.588,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 129913... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33,
"dock_utilization_pct": 80.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 77.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.683,
"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": 2.36,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.8,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 1.58,
"tenant_expansion_probability": 0.333
} | {
"annualized_noi_impact_usd": -45500,
"annualized_revenue_impact_usd": -58565,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 639260,
"expansion_capture_probability_post_event": 0.287,
"lease_rate_change_pct": -1.02,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.66
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.271,
"capital_availability": 0.646,
"demand_pressure": 0.414,
"entitlement_friction": 0.155,
"labor_shortage": 0.635,
"portfolio_tightness": 0.381,
... |
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