Typical Challenge
Imagine procedures spread across folders with several versions of the same document. Finding a plausible answer is insufficient: the employee needs the current authorised source and a way to spot outdated guidance.
RAG & AI-Powered Search
See how an AI search assistant could find relevant information in selected documents and cite what it used.
How We Approach It
Prepare a source inventory with owners and update rules, then test retrieval against representative staff questions. Show supporting passages, enforce document permissions and return an honest no-answer when the approved material is insufficient.
What This Solution Can Address
- Give staff a source link they can open to verify an answer.
- Test questions that require the latest version of a procedure.
- Check that restricted documents stay unavailable to unauthorised users.
- Identify conflicting guidance for its document owner to resolve.
- Agree how new material is added, reviewed and removed from search.
Example Technology Stack
- OpenAI Embeddings
- PostgreSQL pgvector
- LangChain
- Qdrant
- Next.js