Versioning, plain-English configuration, multi-tenant isolation, rollback. Instant retrieval of which policy version governed any decision.
Classification, extraction, confidence routing across rotated pages, handwritten annotations, inconsistent layouts, and multi-entity packages.
Parallel agent orchestration, not sequential prompt chains. Execution graphs where independent analyses run simultaneously.
Embeddings, hybrid retrieval, RAG pipelines, and agent memory across long-running workflows.
Decision traces and complete why-trails linking each decision to policy, evidence, and sign-off.
Backtesting, feedback loops, sandbox environments, and regression suites validating behavior across model upgrades.
Audit trails, review gates, pause and resume, regulatory reporting, confidence thresholds, and human escalation.