Pathfinder

Navigator

The precursor to our modern AI agents. Navigator was a Slack bot connected to a Vector Database of our documentation. It allowed staff to ask "How do I deploy to prod?" and get an instant answer.

The Challenge

Senior engineers were constantly interrupted by repetitive questions from juniors. Documentation existed, but nobody read it.

Our Solution

We built a RAG (Retrieval-Augmented Generation) pipeline before the term was coined. Navigator indexed our Notion/Obsidian docs and answered questions in natural language.

Tech Stack

OpenAI API Vector DB Slack Bot

The Team

architect
Huy (AI Lead)
craftsperson
  • Backend Team

Strategic Impact

Reduced "Interrupt Traffic" to senior staff by 40%. Validated the RAG architecture that we now sell to clients. Proved that internal AI tools have massive ROI.

Key Lessons Learned

"The quality of the AI's answer is only as good as the quality of the documentation (Garbage In, Garbage Out)."

"AI adoption requires a culture change, not just code."