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 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 →
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 →
Ad Loading...
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 →
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 →
Noregon CAN Mentor software.
Maintenanceby News/Media ReleaseJuly 10, 2026

Noregon Launches CAN Mentor to Simplify Vehicle Network Diagnostics

New Noregon software helps technicians identify CAN network issues without requiring advanced diagnostic equipment or specialized training.

Read More →
Ad Loading...
NACFE Messy Middle Maintenance Report RNG
Maintenanceby Jack RobertsJuly 8, 2026

Maintenance in the Messy Middle Part 4: Renewable Natural Gas

The keys to running renewable natural gas as a fleet fuel depend on specialized technician training, rigorous inspection schedules and an understanding of high-pressure fuel systems.

Read More →
Mack Lock & Leave software updates.
Maintenanceby News/Media ReleaseJuly 7, 2026

Mack Adds 'Lock & Leave' Feature to Simplify Over-the-Air Software Updates

Mack’s new OTA enhancement allows drivers to start eligible software updates, lock the truck and walk away.

Read More →
Illustration with wrenches in background with "Maintenance in the Messy Middle: Biodiesel" text and NACFE Run on Less logo
Maintenanceby Jack RobertsJuly 2, 2026

Maintenance in the Messy Middle Part 3: Biodiesel

Biodiesel can reduce emissions, improve fuel-system lubricity and use existing diesel infrastructure. But NACFE’s Messy Middle maintenance report says fleets must actively manage storage, cold-weather operation, filters and oil drain intervals to avoid problems.

Read More →
Ad Loading...
Photo of truck dealership with pond in foreground
Equipmentby News/Media ReleaseJune 30, 2026

Rush Expands Gulf Coast Peterbilt Network With Louisiana Acquisition

The expanded Rush network gives fleets additional sales, service, leasing and collision repair support across Louisiana's major trucking markets.

Read More →