About KnowMesh
AI-powered expertise discovery for engineering organizations.
The problem
In engineering organizations, finding the right person to talk to is a solved problem — in theory. In practice, it means email chains, Slack pings to the wrong people, and reinventing work that was done last quarter by someone three desks away. The knowledge exists. It's just invisible.
What KnowMesh does
KnowMesh indexes short monthly work updates from every engineer — what they worked on, what they learned, what tools they used. When someone asks "who knows composite materials?" or "who's done avionics certification?", the system embeds the query, searches semantically across all updates, and returns ranked expert cards with direct citations from real work.
Built for compliance
KnowMesh stores only expertise profiles and work summaries — no documents, no CAD files, no classified data. This makes it compatible with ITAR/EAR environments where AI tools that index actual documents (Glean, Microsoft Copilot) are a non-starter.
One external AI provider: OpenAI. All data stays within your control.
Stack
Self-hosted Qdrant — same binary locally, on VPS, and on-prem if required.