
Predictive maintenance for manufacturing
Motors, pumps, conveyors and rotating production assets on the plant floor.

Industries
The beachhead is mid-market rotating-equipment fleets — motors, pumps, compressors, fans and gearboxes — in manufacturing, then expanding into mining, energy and utilities. Wherever an unplanned stop is expensive, early visibility pays.
Deep on rotating equipment
Rather than claim to be everything to everyone, MachBeat goes deep on rotating assets first — the equipment where vibration and temperature tell the clearest early story.

Motors, pumps, conveyors and rotating production assets on the plant floor.

Continuous equipment where an unplanned stop cascades across the line.

Critical pumps, compressors and plant utilities that run around the clock.

Rotating assets in harsh, remote environments where downtime and access are costly.

Condition awareness for motors and driven equipment across generation and distribution.

Pump trains and rotating equipment across treatment assets.

Land and expand
The go-to-market is deliberately narrow at first: a paid pilot on a single line, turned into a real case study with hard downtime-avoided numbers, then land-and-expand across the factory and the organization.
Because the AI works cold-start and the cost of entry is low, a plant can prove value on its most critical asset before committing to a fleet rollout.
Every plant has a machine that keeps the maintenance team up at night. That’s the one to start with.