How do we mitigate hallucinations in production?

Grounding with data is the cure for hallucinations.
Peter Norvig

How It Works:

Incorporate retrieval-augmented generation (RAG), prompt-based factuality checks, and human-in-the-loop verification to ground outputs in reliable sources.

Key Benefits:

  • Higher accuracy: Reduces fabrications in responses.
  • Regulatory safety: Essential in compliance-sensitive domains.
  • User confidence: Builds trust in AI interactions.

Real-World Use Cases:

  • Legal research: Cross-check AI citations with databases.
  • Customer support: Verify suggestions against knowledge base.

FAQs

What RAG tools work best?
Does verification add latency?