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RAG Engineering

How to Diagnose RAG Retrieval Failures: Step-by-Step Debugging

Diagnose RAG retrieval failures by isolating vector embedding mismatch, chunk boundary fragmentation, index stale state, and query term misalignment using step-by-step diagnostic scoring.

Diagnose RAG retrieval failures by isolating vector embedding mismatch, chunk boundary fragmentation, index stale state, and query term misalignment using step-by-step diagnostic scoring.

Your RAG pipeline produces inaccurate or hallucinated answers because the retrieval step failed to fetch the correct source documents, despite the information existing in the vector database.

Audit this pattern live with PromptImageLab developer tools: Explore Tools