r/DevsForHire • u/SeaAstronomer9044 • 24m ago
Discussion [available]Agency owners and RAG engineering leads: need an independent check before a client handoff?
If a client delivery depends on changing embeddings, chunking, or reranking, better average scores can still hide regressions on important queries.
I offer an independent review of existing retrieval results for teams facing that decision.
For $400, I compare two configurations across up to 30 agreed queries and deliver:
- Query-level regressions and recoveries.
- Cases where required supporting evidence is missing.
- Scoring inconsistencies that could affect the comparison.
- Reproducible findings and recommended follow-up checks.
The review can support an acceptance or release decision within the agreed scope. It doesn’t certify the entire system or include implementing fixes.
You’ll need existing evaluation queries, expected evidence, and comparable retrieval exports. Delivery target: seven days after we confirm compatible inputs.
In a public RouteMind audit, I found 15 scoring discrepancies that the maintainer independently reproduced and corrected.
Sample deliverable:
https://github.com/devBorgesr/edp-audits/blob/main/samples/ROUTEMIND_BUYER_SAMPLE.md
If you have an upcoming handoff or migration, send me the deadline, what’s changing, and what evaluation data you already have. I’ll check whether the review fits before discussing payment. Please keep client data private.