Gave a 200-person team instant answers to questions that used to take hours.
A scaling company was drowning in internal knowledge spread across docs, Notion, Slack, and tribal memory. New hires took months to ramp. Experienced employees wasted hours finding information. We built an agent that knows everything.
The Problem
Every question an employee couldn't answer quickly was a hidden cost. 'Where is the client contract template?' 'What's our pricing for enterprise?' 'What did we decide about the refund policy?' These questions went to Slack, pulled people out of focus, and sometimes still came back with the wrong answer. At scale, this compounds into thousands of hours and avoidable mistakes.
The Solution
We built an internal knowledge agent that sits across all their existing tools — Notion, Google Drive, Confluence, past Slack threads — and gives accurate, source-cited answers in seconds. The system uses retrieval-augmented generation with a custom reranking layer to ensure answers are always grounded in real documents. A fallback mechanism flags uncertainty instead of hallucinating, so teams can trust what it says.
Live Demo
Ask a real employee question and watch the agent search, rank, and answer with source citations.
Click “Ask Question” to see the knowledge agent answer a real employee query
Workflow in Action
Asked in Slack, web app, or via API
Searches Notion, Drive, Confluence, past threads
Scores results by relevance and recency
High confidence → answer. Low → fallback to source
Precise, source-cited answer returned in seconds
Corrections feed back to improve future accuracy
Tech Stack
Client Feedback
We went from a company where information lived in people's heads to one where any question gets a reliable answer in seconds. Onboarding is faster, fewer mistakes happen, and my team isn't constantly interrupted. It's become infrastructure we can't imagine working without.
Want something like this for your business?
Every system I build starts with understanding your specific workflow. Let's talk about what's slowing you down.
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