From the shop floor
Lessons, updates, and hard-won insights from building AI for fleet maintenance.
Insights
When Paper Is the North Star
Paper PMs are not failing on the shop floor. The breakdown happens later, when legibility, compliance, and maintenance signals never make it beyond the margin.
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Insights
The Real Reason Preventive Maintenance Fails in Fleets
Most fleets are not skipping PMs. The real failure is that paper checklists, handoffs, and re-entry strip out the weak signals that preventive maintenance is supposed to capture.
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Under the Hood
Under the Hood: Utilimaster
Utilimaster is the invisible builder behind many delivery vans, and the upfit decisions it makes shape repairability, downtime, and fleet operations for years.
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