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AI Knowledge Assistant

Enterprise Knowledge Management & Retrieval Platform

An enterprise knowledge management and retrieval platform that grounds an AI assistant in a company's own documents, wikis, and tickets — delivering accurate answers with citations.

Tech stack
  • Next.js
  • TypeScript
  • Python
  • LangChain
  • pgvector
  • OpenAI
  • PostgreSQL
  • Azure
Duration6 months
StatusLive

Key features

Grounded answers

Retrieval-augmented responses cited back to source.

Connectors

Ingests from Confluence, SharePoint, Slack, and more.

Permission-aware

Respects existing access controls on every document.

Freshness sync

Continuous indexing keeps answers current.

Feedback loop

Answer ratings refine retrieval over time.

Admin console

Usage, coverage, and content-gap analytics.

Challenge

Institutional knowledge was scattered across dozens of tools, so employees wasted hours hunting for answers that already existed.

Solution

We built a permission-aware RAG pipeline that unifies enterprise content and returns grounded, cited answers through a single assistant.

Outcome

Teams find answers in seconds instead of hours, and support load on subject-matter experts dropped noticeably.

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