Live RAG demo
RAG Evaluation and LLM Reliability
LLM evaluation harness for retrieval-augmented generation with deterministic retrieval, structured citations, a 60-question evaluation set, refusal checks, and cost and latency tracking.
Ask a grounded question and compare retrieval configurations.
Python
FastAPI
React
RAG
Evaluation
Page expectations
What this route loads and what you should see.
Data source
Loads available retrieval configs before you ask.
Expected result
Returns answer text, citations, latency, cost, and evaluation summaries.
Ask the RAG system
Loads available retrieval configs before you ask.
Loading retrieval configurations.
RAG result
Returns answer text, citations, latency, cost, and evaluation summaries.
Ask a question or run evaluation to see live results.