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RAG in Regulated Industries

Extra considerations for RAG in finance, healthcare, legal and government: accuracy, audit trails, disclaimers and oversight.

Editorial team 1 min read

In regulated settings, a wrong answer can breach obligations or harm people. RAG systems need extra care.

Accuracy and Currency

  • Index only authoritative, approved sources.
  • Track effective dates and versions of regulations and policies.
  • Remove superseded material promptly.

Audit Trails

Keep records of questions, retrieved sources, answers and model versions, so any answer can be reconstructed and reviewed.

Clear Boundaries

  • Distinguish general information from advice.
  • Include appropriate disclaimers without burying the answer.
  • Route individual determinations — eligibility, diagnoses, legal positions — to qualified people.

Human Oversight

For high-risk uses, have professionals review answers before they reach customers, or use RAG to assist staff rather than answer the public directly.

Data Protection

Apply strict access controls, data residency requirements and retention rules. Check your AI providers' terms against your obligations.

Validation and Documentation

Document the system's purpose, sources, evaluation results and limitations. Regulators increasingly expect this for AI systems.

Monitor Continuously

Track accuracy, complaints and escalations, and review regularly with compliance teams.

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