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  5. Grounding
Agents & Tool Useaka grounded generation

Grounding

Connecting an agent's responses to verified external information — documents, databases, tool results — rather than relying solely on parametric knowledge.

Ask Melo about this← all terms

Grounding is the practice of anchoring an agent's outputs in verifiable external sources — retrieved documents, database query results, API responses, or tool outputs — rather than relying entirely on the model's parametric memory. Grounded agents produce more factual, up-to-date, and trustworthy responses because each claim can be traced back to a source. Grounding is closely related to retrieval-augmented generation but extends beyond it to include any mechanism that ties agent output to external evidence.

Related terms

Tool ResultObservationAgent EvaluationClaude Managed AgentsFunction CallingKnow Your Agent

Where Grounding comes up

  • Grounding vs RAG vs fine-tuning vs prompt engineering: which fix, when (a 2026 decision guide)
  • Gemini Notebook Expert Intelligence: Licensed Books as RAG Sources
  • A Study Found 215,128 "Best Software" Pages Built Just for AI
  • Perplexity Search API Scores 80 in Index Debut, Ahead of Parallel and Brave