
🎥 Their 60-second Product Launch:
https://youtu.be/DfnmQ4k8q-k
Founded by Tanachart (James) Kujareevanich, Zhichu Ren & Wenbo Zhang
When a line goes down, it can take hours to identify the problem. Engineers and technicians chase PLC logs, flip through outdated manuals, and rely on the one person who “just knows.” While production stalls, tribal knowledge disappears, and the same issues repeat.
LineWise centralizes critical knowledge by integrating siloed data from IoT sensors, maintenance records, and machine manuals. It ranks the most likely causes and guides the team to a fix in just minutes. But the best part? It remembers every issue for next time and advocates for preventative actions.
🔧 Upload an error code image or describe the issue in a message.
🤖 The AI provides a refocused problem statement for confirmation.
📊 The AI dynamically ranks possible hypotheses of causes by probability.
🧠 A human validates each hypothesis to identify the true cause.
🛠️ Resolve the issue by following a step-by-step guide.
🔍 Conduct further investigation to uncover the root cause.
📚 Enrich the knowledge base with insights from the issue and resolution.