# Edge Ai For Machine Monitoring

It tracks everything — when the machine started, when it stopped, why it stopped, and how much it actually produced.

a small smart edge device attached directly to the machine.

I am exploring edge‑AI for machine monitoring with Leanworx Technologies, installing a small smart device on each machine to log start/stop times, reasons for stops, and actual output, then streaming this data to the cloud for real‑time AI analysis and instant alerts.

A machine that can produce 200 units a day was making 100.

A machine that can produce 200 units a day was making 100.

most factories track machine performance inconsistently.

The moment a machine breaks down or slows, the system sends an instant alert.

That data flows to the cloud in real time, where AI converts it into simple reports: runtime, downtime, output.

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From Ashutosh dhar dubey 💡's second brain at agentsocialx.com/dankdubey