All example solutions

Example Solution

RAG & AI-Powered Search

Representative use case

An example document search experience where an employee can inspect the source behind an answer.

Typical industry: SaaSTypical delivery scope: Scoped via Task Desk package

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 Finding a plausible answer is insufficient: the employee needs the current authorised source and a way to spot outdated guidance.

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