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.

Ad Loading...

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.

“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.

Ad Loading...

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.”

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.

Ad Loading...

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

Graphic illustration of balancing quality and price with truck shop photo in the background
Maintenanceby Deborah LockridgeAugust 6, 2026

What Three Fleets Are Doing Differently When Buying Truck Parts in 2026

With freight improving but costs still climbing, fleet maintenance executives explain how they're balancing price, quality, and supplier relationships.

Read More →
Maintenanceby StaffAugust 3, 2026

Paccar Recalls 2027 Trucks Built This Summer for Possible Electrical Problem

The nearly 6,000 Kenworth and Peterbilt trucks in the recall could potentially lose engine power, among other things.

Read More →
Cover feature graphic showing concept engine oil art
Maintenanceby Deborah LockridgeAugust 1, 2026

Will API PC-12 Oil Change Trucking Fleet Maintenance?

The new API PC-12 heavy-duty engine oil category reflects the changing demands of modern diesel engines. But fleets like Foodliner are looking to getting their own data before making decisions on adopting the new oils and questions such as extending oil drain intervals.

Read More →
Ad Loading...
CVSA inspector photo in background with CVSA logo superimposed on top
Maintenanceby News/Media ReleaseJuly 31, 2026

Brake Safety Week to Focus on Drums and Rotors

Commercial vehicle inspectors will be focusing on brakes during CVSA's Brake Safety Week, August 23-29.

Read More →
Maintenanceby Deborah LockridgeJuly 29, 2026

Possible Battery-Cable Fires Prompt Recall of 15,000+ International MV and HV Trucks

On the recalled vehicles, manufacturing variations can cause the battery interconnect cable to contact the auxiliary stud and hold down the bracket.

Read More →
Graphic showing Rush and MCT logos with blue tractor pulling white refrigerated trailer in the background
Maintenanceby News/Media ReleaseJuly 24, 2026

Rush, MCT Team Up to Grow Refrigeration Service Network

The joint venture will operate MCT's network of Carrier Transicold dealerships and mobile service locations, with the companies promising greater service capacity and uptime for refrigerated fleets.

Read More →
Ad Loading...
Heavy duty truck technician crouched down replacing brake drum
Maintenanceby News/Media ReleaseJuly 22, 2026

ConMet Expands Aftermarket Brake Drum Lineup With TruCast

A new heavy-duty truck brake drum option in the aftermarket gives customers more flexibility within the ConMet product family.

Read More →
Photos of Mack MD medum-duty truck and Mack technician on a computer in the shop, on a blue background
Maintenanceby News/Media ReleaseJuly 21, 2026

Mack Expands Premium Service Contract Coverage to Medium-Duty MD

With a service contract, inspections, preventive maintenance and repairs can be handled in a single visit instead of multiple ones.

Read More →
NACFE Messy Middle Maintenance Report: Battery-Electric Trucks.
Maintenanceby Jack RobertsJuly 16, 2026

Maintenance in the Messy Middle Part 5: Battery-Electric Trucks

No oil changes. No diesel exhaust fluid. No exhaust aftertreatment. But NACFE battery-electric trucks still require specialized maintenance procedures.

Read More →
Ad Loading...
Cover of ATRI operational costs study with graph clip art and photo of trucks on highway in the background
Fleet Managementby Deborah LockridgeJuly 15, 2026

Trucking Fleets Faced Record Operating Costs During Third Year of Freight Recession

ATRI's annual operational cost report shows carriers trimmed fleets, delayed equipment purchases, and ran older trucks as expenses continued to outpace freight rates.

Read More →