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AI engineering service

RAG and knowledge systems

Build grounded assistants and decision-support tools that answer from the material your team actually trusts.

Discuss a project

A good fit for

  • Policies, procedures, and knowledge spread across many documents
  • Teams that need answers tied to approved source material
  • Internal search experiences where traceability matters more than fluent guessing

What the engagement produces

  • Source and access-boundary review
  • Retrieval and citation prototype
  • Evaluation set built from real questions
  • Production interface, monitoring, and update workflow

The working loop

A small system, verified end to end.

The first release should settle the riskiest question and leave a clear path to production—not hide uncertainty behind a polished interface.

  1. 01Define trusted sources
  2. 02Test retrieval with real questions
  3. 03Ship with visible evidence

Relevant evidence

Work that supports the offer.

Private work is labeled private. Public work links to something you can inspect.

Policy Chatbot

A private employer RAG assistant designed for direct, grounded answers to workplace-policy questions.

Factor1 Vibe

A private employee product connecting workplace knowledge and practical workflows in one AI-enabled surface.

Project inquiry

Start with the process you want to improve.

A rough description is enough. I can help turn it into a scoped, testable first release.

Email Joseph