Heavy Duty Trucking Logo
MenuMENU
SearchSEARCH

What Smarter Computers and AI Mean for Predictive Maintenance

Faster computers and smarter algorithms mean the ability to crunch more data than ever. How does that come into play related to predictive maintenance?

October 11, 2023
What Smarter Computers and AI Mean for Predictive Maintenance

Predictive maintenance flags components that are nearing the end of their useful lives so technicians can replace them before they actually fail.

Photo: Jim Park

2 min to read


Faster computers and smarter algorithms mean the ability to crunch more data than ever.

Ron Bisio, senior vice president of Trimble’s Transportation sector, recently discussed predictive maintenance as part of a larger discussion of artificial intelligence during Trimble’s Insight conference.

Ad Loading...

“We’re coming up with a single source of truth on maintenance activities, and that’s going to be really, really important for future predictive maintenance,” he explained.

Artificial intelligence operates by having a lot of data to work with. Predictive maintenance systems are bringing in not only the fleet’s data, but also data from other sources, including aggregated data from other customers of providers.

For instance, Aperia said it has more than 1 million tires under management, which expands the learning capabilities of its Halo Connect and Halo Trailer Connect platforms, which use machine learning to

“The algorithms powering the solution will only get smarter, multiplying the value delivered to fleets with every rotation of the wheel,” said Judith Monte, vice president of marketing and customer success at Aperia.

One challenge with AI is the old IT saying of “garbage in, garbage out,” explained Trimble CEO Rob Painter. “The data quality matters enormously, and that’s why we work so hard in our world to make sure the data flows across that supply chain. That is easy to say — and hard to do.”

Ad Loading...

Allowing access to all this data also means you need to think about protecting it, says Jean-Sébastien Bouchard, executive vice president of sales and a co-founder of Isaac Instruments. He says it’s best to think of your telematics provider as a “pipeline” between your trucks and your fleet managers.

Moreover, he suggests talking with providers and making sure that they will never share or monetize your data.

“Be absolutely certain your provider understands and agrees — in writing — that any data collected (and any copies of it) belongs solely to your fleet,” he says.

Subscribe to Our Newsletter

More Maintenance

autel diagnostic equipment and tablet
SponsoredMarch 9, 2026

Advanced Commercial Vehicle Diagnostic Strategies

Learn how to diagnose complex electrical and drivability issues with confidence using the Autel MS909CV, a digital storage oscilloscope, and real-world engine data in this hands-on virtual introduction to advanced commercial vehicle diagnostics.

Read More →
A mechanic in a workshop leans over the open engine compartment of a large yellow vehicle, inspecting components while holding a tablet.
Sponsoredby Kristy CoffmanMarch 9, 2026

Smarter Maintenance Strategies to Keep Trucks Rolling

In today’s cost-conscious market, fleets are finding new ways to get more value from every truck on the road. See how smarter maintenance strategies can boost uptime, control costs and drive stronger long-term returns.

Read More →
Photo of truck driver in yellow safety vest walking alongside tractor-trailer
Driversby Deborah LockridgeFebruary 25, 2026

How One Company is Using Smart Suspension Technology to Reduce Driver Injuries and Improve Retention

America’s Service Line adopted Link’s SmartValve and ROI Cabmate systems to address whole-body vibration, repetitive strain, and driver turnover. The trucking fleet is already seeing measurable results.

Read More →
Ad Loading...
Fleetio benchmark report.
Maintenanceby News/Media ReleaseFebruary 23, 2026

Fleetio Benchmark Report: Aging Vehicles, Rising Costs Strain Fleet Maintenance

Fleetio’s analysis of 1.2 million commercial vehicles finds older assets driving outsized service spend, while most fleets remain cautious on AI adoption.

Read More →
HDT Talks Trucking podcast cover art saying "Brakes: Trucking's Final Telematics Frontier?"
MaintenanceFebruary 20, 2026

The Future of Class 8 Brake Telematics

Brakes are tough when it comes to telematics. But Hendrickson believes it is close to having a game-changing solution for fleets.

Read More →
Bendix Brake School
Maintenanceby News/Media ReleaseFebruary 19, 2026

Bendix Expands 2026 Brake School Schedule with More Advanced Tech Training

Bendix Commercial Vehicle Systems will roll out its 2026 technical training calendar with expanded access to its Advanced Technology Training program, alongside its long-running Air Brake Training course.

Read More →
Ad Loading...
Maintenanceby StaffFebruary 17, 2026

Western Star Expands Recall After Previous Battery Fix Fails to Prevent Fire Risk

After reports of corrosion and thermal events on trucks already repaired under a prior campaign, DTNA is recalling nearly 27,000 Western Star 47X and 49X models to address a battery junction stud defect.

Read More →
SponsoredFebruary 1, 2026

Reducing Fleet Downtime with Advanced Diagnostics

This white paper examines how advanced commercial vehicle diagnostics can significantly reduce fleet downtime as heavy duty vehicles become more complex. It shows how Autel’s CV diagnostic tools enable in-house troubleshooting, preventive maintenance, and faster repairs, helping fleets cut emissions-related downtime, reduce dealer dependence, and improve overall vehicle uptime and operating costs.

Read More →
SponsoredFebruary 1, 2026

Stop Watching Footage, Start Driving Results

6 intelligent dashcam tactics to improve safety and boost ROI

Read More →
Ad Loading...
Brake telematics in heavy trucks.
Maintenanceby Jack RobertsJanuary 30, 2026

Why Are Brake Telematics So Tough for Class 8 Trucks?

Brakes are the final frontier for telematics on Class 8 trucks. But Hendrickson is close to a breakthrough that could change the game in getting real-time brake system information back to fleets.

Read More →