From the shop floor

Lessons, updates, and hard-won insights from building AI for fleet maintenance.

Featured
PM Workflow

Paper captures the signal. It just cannot carry it.

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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Axle Team · March 5, 2026 · 7 min read
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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Axle Team · March 3, 2026 · 8 min read
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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Axle Team · February 26, 2026 · 6 min read

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