Case study
RAG knowledge base assistant
Production RAG assistant with evaluation harness and monitoring plan.
R
Problem
Users struggled to find answers across internal docs, causing repeated support requests.
Approach
- • Data ingestion
- • Retrieval evaluation
- • Guardrails + monitoring
Solution
- • RAG pipeline
- • Test set + eval harness
- • UI integration
Results
- • Better retrieval quality
- • Fewer repeated questions
- • Safer rollout
Stack
- • RAG
- • Vector DB
- • Evaluation
- • Next.js