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TransportationDecember 2025·5 min read
Every Mile Counts: Predictive Maintenance at Fleet Scale

Fleets are drowning in telemetry. The constraint is not sensing — it is deciding which signal deserves a wrench and a bay.
Agents combine fault codes, duty cycles, route profiles, and parts availability to schedule maintenance at the moment it costs the least disruption.
The outcome is fewer roadside events, better driver retention, and maintenance spend that tracks risk instead of the calendar.
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