AI that predicts machine failures before they stop production

The story

From the problem to a system that works

1. 01

   What the client wanted

   Detect equipment problems early and plan maintenance before a breakdown stops a line.

2. 02

   The challenge

   Machines failed without warning. Each unplanned stop cost hours of production, and maintenance was either too late or done on parts that were still fine.

3. 03

   What we built

   We built MachinaWatch, which collects vibration, temperature, and other sensor data, uses AI models to predict failures, and turns each risk into a recommended maintenance action and work order.