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2026 · Professional · Lintryxs
Multi-tenant RAG platform
Question answering over financial documents, with per-page citations.
- Problem
- Semantic search alone missed specific figures, such as the amount thresholds in a policy.
- Outcome
- Four-stage hybrid retrieval (semantic, lexical, RRF fusion and rerank) over ~100K chunks, with streamed answers.
By the numbers
- answer quality on a 15-question regression suite
- 9.6/10
- automated tests passing
- 287
- end to end, with streaming
- ~2–3 s
- chunks indexed
- ~100K
- Python
- FastAPI
- PostgreSQL
- pgvector
- Bedrock
- ECS
- CloudWatch
- RAG








