Use Case

Knowledge Base RAG

Audience: IT + enablement

DataEnablement

Problem

Knowledge lives across wikis and tickets; answers vary and context is lost.

Solution

Retrieval augmented generation with ownership, versioning, and freshness checks.

What we build

  • Ingestion pipelines with chunking
  • Metadata + permissions aware retrieval
  • Citations and confidence scoring
  • Feedback + re-ranking loops

Integrations

  • Notion/Confluence/GitHub
  • Okta/SSO for auth
  • Slack/Teams surfaces
  • Vector store of choice

Success metrics

  • Answer accuracy target
  • Coverage of top intents
  • Latency and freshness SLAs

Timeline

2–4 weeks for pilot, ongoing tuning

Guardrails

  • PII filters
  • Owner routing for stale docs
  • Shadow mode before enablement

Next step

Want this in production?

We'll map this use case to your stack, governance needs, and rollout plan.

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