RAG Failure Debugger

Paste your RAG trace or describe the problem. Get instant diagnosis with failure mode classification and code fixes.

? Input Your RAG Problem

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Trace/JSON
Describe Problem

✓ Diagnosis Report

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i How It Works

1. Paste Trace or Describe

Input your RAG execution trace as JSON, or describe the problem in plain language.

2. AI Classification

Our engine classifies the failure mode across 12 categories based on production patterns.

3. Get Fix + Code

Receive root cause analysis with copy-paste ready code fixes for your framework.

! RAG Failure Mode Taxonomy

Retrieval Failures

  • • Chunk boundary mismatch
  • • Embedding model drift
  • • Similarity threshold too low
  • • Query preprocessing gap

Ranking Failures

  • • Re-ranker model mismatch
  • • Context window truncation
  • • Metadata filtering conflict
  • • Score normalization error

Generation Failures

  • • Prompt context contamination
  • • System prompt drift
  • • Hallucination from sparse context
  • • Instruction following failure
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