Enterprise RAG

Enterprise HR Knowledge System (RAG)

A ~300-person IT services company wanted employees to get instant, grounded answers to HR questions instead of searching through scattered policy documents.

Industry
IT services
Region
Canada
Capability
Enterprise RAG
Client
Anonymised

Context

A ~300-person IT services company wanted employees to get instant, grounded answers to HR questions instead of searching through scattered policy documents.

Challenge

HR fielded the same questions repeatedly, and the answers were buried across roughly 100 policy and process documents with no easy way to keep them current.

Solution

Built a production retrieval-augmented (RAG) knowledge base over the company’s HR documents — permission-aware retrieval and grounded answers — with an HR super-admin console to add, edit and manage the ~100 source documents.

Outcomes

  • Employee satisfaction rose to 98%
  • Instant, grounded answers across ~100 HR documents
  • HR super-admins add and edit sources without engineering
  • Live in production for ~300 employees

Technologies

RAGLLM APIsVector databaseDocument managementRole-based access (HR super-admin)

Attribution

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