KnowYi provides an AI‑driven manufacturing reasoning platform that turns incomplete engineering files, sketches, or specifications into fully engineered, built, and verified industrial products. By uploading partial design artifacts, the system extracts intent, identifies missing inputs, generates manufacturing decisions, and produces production‑ready builds for sectors such as robotics, automotive, and industrial systems. The service accelerates the path from concept to volume production without the traditional months‑long engineering back‑and‑forth.
Funding
Funding not disclosed
Founders
Product
Problem
Hardware development teams often have only partial engineering files, specifications, or incomplete drawings, which prevents them from creating manufacturable designs without extensive engineering iteration. This leads to prolonged lead times, costly back‑and‑forth with suppliers, and delayed product launches for robotics, automotive electronics, and industrial systems.
Solution
KnowYi provides a manufacturing reasoning platform that ingests incomplete CAD models, BOMs, specifications, and other engineering artifacts and automatically extracts the underlying design intent and environmental constraints. The system identifies missing or conflicting inputs, evaluates manufacturability, and generates a complete, production‑ready Build record that includes detailed drawings, tolerances, and supplier routing. That Build is then executed through integrated CNC machining, sheet‑metal fabrication, PCBA assembly, cable‑harness production, and final enclosure assembly. Throughout production, KnowYi captures inspection evidence, quality certificates, and delivery tracking, delivering verified units to the customer without the need for separate engineering and manufacturing contracts. The platform continuously learns from each completed Build, improving decision logic for future similar projects.
Target Audience
Primary customers are robotics, automotive electronics, industrial automation, and hardware startup teams that need to turn application specifications or incomplete design packages into verified, volume‑ready products.
Features
- Automated extraction of engineering intent and environmental constraints from partial STEP files, PDFs, BOMs, and Gerbers
- Design‑for‑manufacturability reasoning that flags missing inputs, resolves conflicts, and proposes manufacturable specifications
- Integrated production workflow covering CNC machining, sheet‑metal forming, SMT/PCBA, cable harnesses, and enclosure assembly
- Build record with revision control, first‑article inspection reports, AOI/X‑ray results, and material certificates
- Real‑time delivery tracking and per‑unit serial number assignment for traceability
- Continuous learning engine that refines manufacturing decisions based on outcomes of prior builds