Artificial intelligence has infiltrated the fleet management world in a big way.
The technology is transforming operations and extending the life of major contractor investments in all kinds of heavy equipment, from transport systems to construction machines.
Can the infrastructure sector keep up?
Here's a look at how AI is changing investments in both new machinery purchases to in-house asset enhancements.
Fleet management consultant Element Fleet puts it bluntly: "Fleet management technology is entering a new phase."
The company believes AI, automation, connectivity and electrification are defining this phase. But contractors aren't necessarily rushing to buy brand-new vehicles and machines to keep up with the competition.
"Fleet leaders are shifting from simply adding vehicles to maximizing the value of the assets they already operate," said the consulting firm.
Fleet management firm AssetWorks agrees. "For fleet leaders, 2026 will be about adaptation," the company said.
The year will see equipment managers turn disruption into opportunity and investing in smarter, cleaner and more connected operations, said the firm.
"The competitive edge is no longer just about access to new tools, but about integrating clean, connected fleet data," Element Fleet said.
The goal, it said, is to integrate that data into "a unified environment that drives smarter decisions, lower downtime and measurable cost savings."
For contractors looking to the future, "the opportunity lies in disciplined experimentation, data integration and operational redesign," Element Fleet said.
In a recent "The Fleet" podcast episode, mobility experts Phillip Kampshoff and Dor Shay discussed critical issues for fleet managers eyeing smart technology.
Kampshoff is co-founder of McKinsey's Center for Future Mobility, and Shay is CTO for Element Mobility and Autofleet.
Historically for contractors, fleet growth automatically meant adding more vehicles. Today, it's about getting the most out of the contractor's current assets.
With AI, automation and connectivity, fleets can squeeze value out of every vehicle and every mile without automatically driving up costs, Element Fleet said.
Shay recalled trying to decide where to move vehicles and watching people "drawing arrows on a Microsoft painter application."
Six months later, he said, "we were able to completely automate the entire workflow."
Element Fleet believes the promise of connectivity and automation is not replacing fleet leaders but elevating them.
Hot-Button Tech Continues March Into Mainstream
Fleet electrification is advancing rapidly, say the two mobility consultants, despite the fact that adoption is uneven globally.
"For fleet leaders, the key is disciplined evaluation, not blind acceleration," Kampshoff and Shay said.
They noted that battery costs continue to decline, which in turn steadily improves the long-term economics of fleet electrification.
In 2026, more fleets will scale electric light- and medium-duty vehicles across delivery, municipal and service operations, believes AssetWorks.
"At the same time, hydrogen and renewable fuels are growing as complementary options," said the consulting firm. "Battery-electric technology still struggles with heavy loads and long routes, but hydrogen offers potential for high-capacity and regional haul applications."
To manage the transition, AssetWorks contractor clients are turning to connected software. They look for programs that track charging schedules, energy use and total cost of ownership across mixed-fuel fleets.
Those insights are essential for scaling electrification efficiently, AssetWorks said.
Kampshoff and Shay noted that infrastructure remains one of the biggest hurdles to electrification.
"In many markets, charging capacity is limited, and demand changes can quickly complicate the business case," they said.
That tension between falling vehicle costs and infrastructure constraints can make planning feel uncertain for equipment managers.
The men believe that contractors who operate fleets from centralized depots have "a clearer path" forward.
"Their energy demand is more predictable, which makes charging schedules easier to model and optimize."
And when infrastructure is approached strategically, electrification becomes more about designing a system that works for a specific operating model.
Data Continues to Drive Smart Technology Journey
"The fleets that thrive in 2026 will be the ones turning data into action," AssetWorks stressed in a blog post.
It noted that telematics systems now capture vehicle diagnostics, driver behavior and route performance in real time.
"Advanced analytics can turn that information into measurable savings," the fleet management consultant said.
Predictive maintenance is one of the biggest payoffs, the blog post continued.
By analyzing sensor data, fleets can spot early warning signs like vibration changes or rising engine temperatures before they lead to downtime.
Today, AI-powered analytics are already optimizing routes, improving driver safety and reducing idle time.
What once required spreadsheets and intuition, noted AssetWorks, is now driven by data models that continuously learn and improve. As a result, fleet managers have at their disposal a powerful new lens for decision-making.
Decisions based on data such as routing patterns, duty cycles, driver behavior, climate impact and battery sizing influence the total cost of ownership.
Kampshoff and Shay said in the podcast that without integrated data, fleets risk overbuilding infrastructure or underestimating operational needs.
Element Fleet stresses that if there's one immediate opportunity for fleets, it's integration.
Shay recalled a case where two production systems were gathering data. But they were unconnected, so a human manually transferred information between them.
"By integrating the data, we were able to see a 70-percent reduction in fleet downtime," Shay said. "Seventy percent is huge."
That level of impact didn't require new vehicles or experimental technology. It required better data flow, he concluded.
As AI tools become widely available and large language models level the playing field, the competitive edge won't be the tech itself, Shay and Kampshoff said.
The edge will be data that is clean, connected and all in one place. Without that foundation, AI becomes a "party trick" instead of a profit driver, they said.
AI and automation, now standards in fleet management, can predict delivery delays, reroute vehicles and generate compliance documentation, AssetWorks noted.
"Semi-autonomous vehicle technology is slowly entering real-world use in closed environments like ports and distribution yards," the company said.
"For most fleets, however, automation's immediate value comes from administrative efficiency — reducing manual data entry, scheduling and reporting."
These tools don't replace human expertise, said AssetWorks; they amplify it, by eliminating repetitive work. As a result, managers and technicians can focus on improving performance, safety and service quality.
Kampshoff and Shay urged fleet leaders to start smart technology integration with three fundamentals:
• Consolidate data into a unified architecture.
• Train the broader organization (not just a small data team) on how to use AI tools.
• Tie pilots directly to P&L impact and scaling plans.
Fleet leaders face a delicate balance: Move too fast, and you risk investing in immature technology. Move too slowly, and competitors pass you by, Fleet Element said.
The answer may be disciplined experimentation, Shay said. "The cost of experimentation isn't just the software," he said. "It's the organizational buy-in and resources required to make it work. It's not easy to secure."
But, he said, if you get it right, the upside is significantly greater because you gain a first-mover advantage.
Kampshoff and Shay suggest equipment managers focus on fleet technologies, such as software, telematics and dispatch automation.
These technologies often deliver faster ROI and lower switching costs compared with vehicle technologies. That's because vehicle technologies such as electrification and autonomous platforms are capital-intensive.
These technologies also are slower to move from prototype to finished product or release of subsequent versions, versus fleet technologies, they said.
"For many fleet operators, optimizing routing, dispatch, vehicle utilization and downtime may generate more immediate value than upgrading powertrains."
Element Fleet suggests fleet leaders prioritize future technology investments, starting with integration before expansion.
Fleet operations have historically been fragmented, said AssetWorks. Fuel systems in one platform, maintenance in another, financial data in spreadsheets.
Integration has become the key to efficiency this year, said the consulting firm. Modern fleet management platforms now connect telematics, work orders, inventory and financial systems under one digital roof.
"That real-time visibility lets managers spot trends, reduce redundancy and react faster to changing conditions," according to the AssetWorks blog post.
Integration also unlocks better reporting when emissions data, maintenance records and costs are tied together, it stressed. Organizations gain a full picture of their performance and can make decisions that balance sustainability with profitability.
"Many fleets can unlock significant value by connecting existing systems, improving data quality and eliminating manual workflows, Element Fleet said.
"Once your data is unified, evaluate higher-cost investments such as electrification or autonomous pilots," Kampshoff and Shay said.
But, they said, evaluate them based on total cost of ownership, operational impact and scalability.
To prepare for the year ahead, AssetWorks suggests fleet leaders:
• Audit operations to assess emissions, efficiency and asset health.
• Pilot new technologies such as EVs, hydrogen or predictive maintenance tools.
• Invest in integration to unify data across departments.
• Engage employees early to ensure successful adoption of new systems.
• Plan for compliance by mapping upcoming emissions and reporting requirements.
"2026 will reward proactive, data-driven decision-making," the fleet management firm said.
"The fleets that see change not as disruption but as opportunity" will set the standard for the next era of transportation and logistics, it said. CEG
