KnowYi turns CAD, drawings, BOMs and requirements into feasible production plans, then learns from every build. It structures engineering intent and manufacturing constraints, finds an executable path, routes low-confidence decisions to human review, and reuses validated production decisions so each next build is faster to plan.
We built KnowYi because the hard part of hardware production is rarely just fabrication. It is the repeated reasoning between an engineering design and an executable production plan.
KnowYi structures that reasoning: what the design intends, what manufacturing constrains, what decision was made, and what actually happened in production. Every completed build gives the next similar build a better starting point.
We’re already using the system on real robotics and industrial hardware builds, and this launch is the first time we’re putting the product itself in front of a broader community. I’d especially love feedback from hardware founders, robotics teams, and manufacturing engineers.