The Hidden Cost of Over-fetching: Why Your RAG Pipeline Retrieves More Than It Uses

Most RAG pipelines waste resources by fetching more chunks than necessary, with inflated TOP_K settings causing 70%+ of retrieved tokens to be discarded before reaching the LLM. ragscope measures this precision gap via OpenTelemetry traces, helping teams eliminate invisible latency and cost penalties by right-sizing retrieval parameters.