RAG Validation Audit

The problem we solve

Your retrieval pipeline produces plausible answers that are wrong often enough to block launch.

Symptoms we see

Confidently wrong citations
Right answer, wrong source
Quality varies by query type
No layer-by-layer retrieval metrics

Risks if ignored

Legal/compliance exposure
User trust collapse
Hidden cost blowups
Re-architecture spiral

Our process

Decompose the pipeline and instrument each stage
Build evaluation set with retrieval + generation ground truth
Score retrieval, reranking, and generation independently
Recommend chunking, embedding, and prompt changes

What you get

Layer-by-layer quality report
Hallucination root-cause analysis
Retrieval and generation eval suites
Re-architecture recommendations

Ready to scope this engagement?

Tell us about your system, timelines, and constraints. We'll respond within one business day.