Manufacturing & Industrial
On a shop floor the expensive event is unplanned downtime, and the data that would have predicted it is usually sitting in a machine nobody is reading.
Getting clean data out of a noisy place
Industrial sites have poor connectivity, electrical interference and power that is not guaranteed. Devices have to buffer, reconnect and update themselves.
- Local buffering through network loss
- Over-the-air updates with rollback
- Hardware chosen for the environment
Alerts that arrive before the failure
Thresholds catch the obvious. Drift — a bearing warming a degree a week — is what a fixed limit misses until it is already a repair.
- Threshold and anomaly-based alerting
- Escalation so alerts reach a person
- Dashboards for the floor, not only the office
The services that come up most here
Firmware, telemetry and dashboards for equipment that should tell you before it fails.
One warehouse instead of six spreadsheets, with dashboards that land before the meeting.
The systems that run the business — backends, APIs and the integrations between things that were never designed to talk.
Does this sound like your business?
Describe how yours actually runs — including the parts that do not fit the pattern above. Those are usually the interesting ones.
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