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AI / ML System

Technical Knowledge Assistant

A retrieval-augmented AI assistant for finding trusted technical information, summarizing documents, and answering questions with source-grounded context.
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Challenge

Technical teams needed faster access to trusted documentation without losing the source context behind each answer. Search alone was too noisy, and generic chat tools could not be relied on for support-quality responses.

Approach

  • Indexed curated technical documents into a retrieval layer with clear source attribution.
  • Designed answer flows that summarize findings while keeping citations visible and reviewable.
  • Scoped the assistant to support workflows so responses stayed practical and grounded.
  • Added evaluation checks for relevance, grounding, and answer consistency before wider use.

Outcome

Faster knowledge access and more consistent technical support.

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