TMS & Software Reviews

Over 80% of fleets skip AI maintenance tools they say would help most

FreightWaves-Kooner survey finds fragmented data, not parts or labor, drives rising maintenance costs. Most fleets still lack predictive diagnostics.

Over 80% of fleets skip AI maintenance tools they say would help most
Photo: U.S. Navy photo by Joe Yanik · Public domain (Wikimedia Commons)

Over 80% of fleet professionals say AI maintenance tools would help them manage rising costs, but they haven't adopted them yet. A new survey from FreightWaves and Kooner Fleet Management Solutions found fragmented data is the real driver of higher maintenance bills, not parts or labor.

Why aren't fleets using predictive maintenance tools?

The survey shows a wide gap between interest in predictive diagnostics and actual adoption. Fleet maintenance costs are climbing, but most operators lack the visibility to manage them strategically. The problem isn't the wrench work or the invoice from the parts counter. It's that maintenance data sits in different systems and nobody can see the pattern until a truck breaks down on the road.

Fragmented data means you're fixing problems after they happen instead of catching them early. That costs more in tow bills, lost loads, and emergency labor rates. Fleets that run predictive tools can spot a failing sensor or a worn brake pad before it sidelines a truck. The ones that don't are still running reactive maintenance, which means higher monthly costs and more unplanned downtime.

How carrier type and fleet size shape priorities

The survey breaks down how different fleet sizes and carrier types approach maintenance. Smaller fleets (under 10 trucks) often lack the budget or IT staff to integrate telematics with a maintenance platform. Larger fleets have the resources but struggle to unify data from multiple vendors. The result is the same: blind spots that cost money every month.

Strategic fleets separate themselves by treating maintenance data as a planning tool, not just a repair log. They track cost per mile by truck, compare vendor pricing across locations, and schedule preventive work during slow weeks. Reactive fleets wait for the check-engine light and pay whatever the shop charges.

What separates strategic fleets from reactive ones

Strategic fleets use telematics to feed maintenance software. They know which trucks cost the most to run and which drivers generate the fewest fault codes. They schedule oil changes and tire rotations around load commitments, not around breakdowns. Reactive fleets keep paper logs or use basic spreadsheets. They don't know their true cost per mile until the end of the quarter, and by then it's too late to adjust.

The survey identifies the biggest blind spots for decision-makers: total cost of ownership per truck, vendor pricing consistency, and the real impact of deferred maintenance. If you don't track those numbers monthly, you're guessing at your maintenance budget.

The visibility gap costs money every month

Fleets that can't see their maintenance data can't fix the underlying problems. You might know you spent $8,000 on repairs last month, but if you don't know which trucks, which systems, or which shops, you can't negotiate better rates or retire the high-cost units. Visibility means knowing your numbers in real time, not 90 days later when the accountant closes the books.

Predictive diagnostics tools flag problems before they strand a truck. AI maintenance platforms compare your costs to industry benchmarks and suggest when to replace instead of repair. The survey shows most fleets want those tools but haven't pulled the trigger. The reason is usually cost, integration complexity, or lack of internal expertise to manage the software.

For a 3-to-5-truck fleet, adding telematics and a maintenance platform can run $50 to $150 per truck per month, depending on the vendor and feature set. That's $150 to $750 a month for the whole fleet. The payback comes from catching one major breakdown early or negotiating a better shop rate because you have data to back up your ask. If you're spending $2,000 a month on unplanned repairs, visibility tools can cut that by 20% to 30% within six months.

What to do this week

If you're running under 10 trucks and still tracking maintenance on paper or in a basic spreadsheet, price out a telematics-plus-maintenance bundle from your ELD vendor or a standalone platform like Fleetio or Samsara. Ask for a 30-day trial and track one metric: unplanned repair cost per truck. If the platform catches one breakdown early, it pays for itself. If you're already running telematics but not feeding the data into maintenance software, that's the gap to close. The hardware is only half the job. The visibility comes from connecting the dots between fault codes, repair history, and monthly cost.

Download the full FreightWaves-Kooner report to see how top-performing fleets use data to stay ahead of maintenance costs. The survey covers carrier type, fleet size, and the specific tools that separate strategic operators from reactive ones.

More from Yolanda Stark