A-LEG-PrecedentCheck
Audited BPS: 8496Executive Summary
In the pre-agentic economy, this workflow was executed by a distributed team of four expert roles operating across disconnected systems: a Senior Legal Counsel would manually search Bloomberg Terminal and internal deal databases (Excel-based precedent logs) for 6-8 hours, cross-referencing transaction structures against handwritten regulatory checklists; a Compliance Analyst would simultaneously maintain a separate regulatory tracking spreadsheet (updated quarterly, often stale) and manually verify DODD_FRANK/MIFID_II/BASEL_III applicability by consulting PDF regulatory documents and email chains with external counsel; a Transaction Structurer would use proprietary deal-modeling software (often Intex or custom VBA macros in Excel) to compute structural similarity scores by hand, comparing leg counts, entity types, and amount ranges against printed deal books; and a Regulatory Specialist would spend 4-6 hours per transaction validating that all blocking conditions were satisfied, often discovering mid-process that a regulatory feed was 30+ days stale, forcing restart of the entire cycle. The entire process—from initial request to final approval memo—consumed 50.5 hours across 5-7 calendar days, with 40% of time spent waiting for email responses from external counsel or re-running Excel models due to formula errors. This system eliminates that fragmentation entirely: the vectorized precedent engine replaces the Senior Counsel's manual database search, the regulatory constraint validator replaces the Compliance Analyst's spreadsheet maintenance, the similarity function replaces the Structurer's deal-modeling software, and the temporal decay calculator replaces the Regulatory Specialist's manual feed-age verification—all converging into a single 247-millisecond deterministic computation with auditable confidence intervals and zero human decision points.
{
"transaction_id": "TXN-US-202501151447-A7F2E9C1",
"entity_context": {
"primary_entity": {
"entity_id": "ENT-0047382910",
"entity_type": "CORPORATION",
"lei": "5493001KJTIIGC8Y1R12",
"jurisdiction": "US",
"risk_rating": "LOW"
},
"counterparties": [
{
"entity_id": "ENT-0051924567",
"entity_type": "FUND",
"lei": "549300VUFX7ZCXVXZZ22",
"jurisdiction": "LU",
"risk_rating": "LOW"
},
{
"entity_id": "ENT-0063847291",
"entity_type": "SPV",
"lei": "5493001ABCDEFGHIJKL3",
"jurisdiction": "IE",
"risk_rating": "MEDIUM"
},
{
"entity_id": "ENT-0072156483",
"entity_type": "CORPORATION",
"lei": "549300MNOPQRSTUVWXY4",
"jurisdiction": "GB",
"risk_rating": "LOW"
}
],
"beneficial_owners": [
{
"entity_id": "ENT-0081934756",
"entity_type": "INDIVIDUAL",
"lei": "549300ZYXWVUTSRQPON5",
"jurisdiction": "US",
"risk_rating": "LOW"
},
{
"entity_id": "ENT-0095627384",
"entity_type": "TRUST",
"lei": "549300ABCDEFGHIJKLM6",
"jurisdiction": "CH",
"risk_rating": "LOW"
}
]
},
"amount": {
"value": 487250000.5,
"currency": "USD",
"value_usd_equivalent": 487250000.5
},
"structure": {
"type": "MULTI_LEG",
"legs": 7,
"structure_vector": [
0.847,
-0.623,
0.512,
0.891,
-0.734,
0.456,
0.789,
-0.321,
0.654,
0.923,
-0.567,
0.812,
0.445,
-0.678,
0.734,
0.589,
-0.456,
0.823,
0.612,
-0.734,
0.891,
0.523,
-0.645,
0.756,
0.834,
-0.512,
0.678,
0.945,
-0.623,
0.789,
0.456,
-0.834,
0.712,
0.567,
-0.823,
0.634,
0.891,
-0.745,
0.523,
0.678,
-0.612,
0.834,
0.756,
-0.489,
0.823,
0.612,
-0.734,
0.567,
0.945,
-0.678,
0.823,
0.534,
-0.612,
0.789,
0.456,
-0.834,
0.723,
0.612,
-0.567,
0.834,
0.678,
-0.745,
0.523,
0.891
],
"complexity_score": 0.78
},
"timestamp": "2025-01-15T14:47:32.847Z",
"jurisdiction": {
"primary": "US",
"secondary": [
"LU",
"IE",
"GB",
"CH"
],
"regulatory_regime": "DODD_FRANK"
},
"precedent_search_params": {
"lookback_days": 1095,
"minimum_similarity_threshold": 0.72,
"max_results": 15,
"include_rejected_precedents": false
},
"metadata": {
"request_source": "SYNTHESIS_LEDGER_AGENTIC_OS_v4.2.1",
"correlation_id": "550e8400-e29b-41d4-a716-446655440000",
"priority": "HIGH"
}
}{
"synthesis_id": "SYN-LEG-20250115-A7F2E9C1-PLATINUM",
"logic_id": "A-LEG-PrecedentCheck",
"bps_verified": 8496,
"model_stack": [
"PRECEDENT_MATCHING_ENGINE_v3.7",
"TEMPORAL_DECAY_CALCULATOR_v2.1",
"REGULATORY_CONSTRAINT_VALIDATOR_v4.3",
"SIMILARITY_VECTOR_PROCESSOR_v5.2"
],
"processing_ms": 247,
"timestamp": "2025-01-15T14:47:33.094Z",
"transaction_id": "TXN-US-202501151447-A7F2E9C1",
"status": "APPROVED_WITH_PRECEDENT",
"adjusted_score": 0.8847,
"confidence_interval": {
"lower_bound": 0.8612,
"upper_bound": 0.9082,
"confidence_level": 0.9847
},
"matched_artifact_pointers": [
{
"precedent_id": "PREC-2024-0847-MULTI_LEG_SYNDICATION",
"similarity_score": 0.9123,
"temporal_decay_applied": 0.9456,
"adjusted_match_score": 0.8634,
"precedent_date": "2024-11-22T09:15:47.000Z",
"days_ago": 54,
"outcome": "APPROVED",
"entity_overlap_count": 3,
"structure_alignment": 0.8912,
"amount_proximity_ratio": 0.9734,
"jurisdiction_match": 1,
"regulatory_regime_match": "DODD_FRANK"
},
{
"precedent_id": "PREC-2024-0756-CROSS_BORDER_FUND_STRUCTURE",
"similarity_score": 0.8734,
"temporal_decay_applied": 0.9234,
"adjusted_match_score": 0.8067,
"precedent_date": "2024-10-18T11:32:15.000Z",
"days_ago": 89,
"outcome": "APPROVED",
"entity_overlap_count": 2,
"structure_alignment": 0.8456,
"amount_proximity_ratio": 0.9512,
"jurisdiction_match": 0.5,
"regulatory_regime_match": "MIFID_II"
},
{
"precedent_id": "PREC-2024-0623-SYNDICATED_CORPORATE_TRANSACTION",
"similarity_score": 0.8234,
"temporal_decay_applied": 0.8945,
"adjusted_match_score": 0.7367,
"precedent_date": "2024-09-05T14:22:08.000Z",
"days_ago": 132,
"outcome": "APPROVED",
"entity_overlap_count": 1,
"structure_alignment": 0.7834,
"amount_proximity_ratio": 0.9123,
"jurisdiction_match": 1,
"regulatory_regime_match": "DODD_FRANK"
},
{
"precedent_id": "PREC-2024-0512-MULTI_JURISDICTION_SPV_DEPLOYMENT",
"similarity_score": 0.7945,
"temporal_decay_applied": 0.8723,
"adjusted_match_score": 0.6934,
"precedent_date": "2024-08-12T16:45:22.000Z",
"days_ago": 156,
"outcome": "APPROVED_WITH_CONDITIONS",
"entity_overlap_count": 2,
"structure_alignment": 0.7612,
"amount_proximity_ratio": 0.8834,
"jurisdiction_match": 0.5,
"regulatory_regime_match": "BASEL_III"
}
],
"regulatory_clearance_matrix": {
"DODD_FRANK": {
"status": "COMPLIANT",
"confidence": 0.9834,
"last_regulatory_feed_sync": "2025-01-15T14:32:18.000Z",
"feed_age_seconds": 914,
"applicable_rules": [
"SECTION_165_SYSTEMIC_RISK",
"SECTION_619_VOLCKER_RULE",
"SECTION_956_COMPENSATION_CLAWBACK"
]
},
"MIFID_II": {
"status": "COMPLIANT",
"confidence": 0.9612,
"last_regulatory_feed_sync": "2025-01-15T14:31:47.000Z",
"feed_age_seconds": 945,
"applicable_rules": [
"ARTICLE_27_BEST_EXECUTION",
"ARTICLE_24_CONFLICTS_OF_INTEREST",
"ARTICLE_36_PRODUCT_GOVERNANCE"
]
},
"BASEL_III": {
"status": "COMPLIANT",
"confidence": 0.9456,
"last_regulatory_feed_sync": "2025-01-15T14:33:02.000Z",
"feed_age_seconds": 832,
"applicable_rules": [
"PILLAR_1_MINIMUM_CAPITAL",
"PILLAR_2_SUPERVISORY_REVIEW",
"PILLAR_3_MARKET_DISCIPLINE"
]
}
},
"displaced_toil_hours": {
"manual_precedent_research": 18.5,
"regulatory_compliance_audit": 12.3,
"entity_similarity_analysis": 8.7,
"temporal_decay_calculation": 4.2,
"jurisdiction_cross_reference": 6.8,
"total_displaced_hours": 50.5,
"expert_roles_displaced": [
"SENIOR_LEGAL_COUNSEL",
"COMPLIANCE_ANALYST",
"TRANSACTION_STRUCTURER",
"REGULATORY_SPECIALIST"
]
},
"blocking_conditions": [],
"processing_metadata": {
"processing_time_ms": 247,
"precedents_evaluated": 847,
"precedents_matched": 4,
"cache_hit": true,
"cache_source": "REDIS_CLUSTER_PRIMARY_US_EAST_1",
"algorithm_version": "A-LEG-PrecedentCheck-v3.7.2",
"node_id": "SYNTH-NODE-047-US-EAST-1C",
"database_queries": 3,
"vector_similarity_computations": 847,
"temporal_decay_calculations": 847,
"regulatory_constraint_checks": 12,
"confidence_interval_bootstrap_iterations": 10000
},
"bps_component_breakdown": {
"precedent_db_availability": {
"base_score": 2,
"severity_multiplier": 1,
"component_bps": 0.5,
"weight": 0.25
},
"query_latency": {
"base_score": 3,
"severity_multiplier": 1,
"component_bps": 0.45,
"weight": 0.15,
"p50_ms": 47,
"p95_ms": 156,
"p99_ms": 312
},
"match_algorithm_accuracy": {
"base_score": 1,
"severity_multiplier": 1,
"component_bps": 0.2,
"weight": 0.2,
"false_positive_rate": 0.0034,
"false_negative_rate": 0.0067
},
"regulatory_feed_sync": {
"base_score": 2,
"severity_multiplier": 1,
"component_bps": 0.36,
"weight": 0.18,
"max_feed_age_seconds": 945,
"jurisdictions_synced": 47
},
"cache_hit_ratio": {
"base_score": 1,
"severity_multiplier": 1,
"component_bps": 0.08,
"weight": 0.08,
"current_ratio": 0.8734
},
"dependency_health": {
"base_score": 2,
"severity_multiplier": 1,
"component_bps": 0.28,
"weight": 0.14,
"upstream_services_healthy": 12,
"circuit_breaker_trips_24h": 0
}
},
"bps_calculation_detail": {
"formula_applied": "BPS_total = Σ(weight_i × BPS_component_i × severity_multiplier_i)",
"calculated_bps": 9946,
"circuit_breaker_threshold": 75,
"automatic_failover_threshold": 55,
"current_state": "NOMINAL_GREEN",
"time_in_state_minutes": 847,
"time_in_state_factor": 1
},
"audit_trail": {
"request_received_timestamp": "2025-01-15T14:47:32.847Z",
"precedent_db_query_timestamp": "2025-01-15T14:47:32.912Z",
"similarity_computation_timestamp": "2025-01-15T14:47:33.034Z",
"regulatory_validation_timestamp": "2025-01-15T14:47:33.067Z",
"response_generated_timestamp": "2025-01-15T14:47:33.094Z",
"total_latency_ms": 247
}
}