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Solution blueprint Machine learning & AI

Your knowledge, answering with citations

Retrieval-augmented internal assistant

Internal AIPod of 2Sprint → Build

This is a solution blueprint — the system we deploy for this problem and what to expect from it. It describes our architecture and delivery, not a named client engagement.

The problem

The answers exist — in Notion, Drive, tickets, and old threads — but finding them costs senior people’s time. Generic chatbots bolted onto search hallucinate confidently and ignore permissions.

The system

A retrieval pipeline tuned to your corpus (chunking, hybrid search, reranking), generation constrained to retrieved evidence with citations on every claim, permission filters applied at query time, and an abstain path — "not in the knowledge base" is a valid answer.

How it's built

Delivery

Sprint indexes a scoped corpus and measures answer quality on your top 50 real questions; Build extends coverage.

What to expect

Want this system, scoped for you?