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Adopting AI for Workflow Efficiency

Fleet professionals are under constant pressure to do more with less. The question is not whether AI will replace human expertise, but how it can support and enhance it.

by Chris Jackson, Geotab
August 6, 2025
Adopting AI for Workflow Efficiency

AI toolsets are able to bridge this gap, providing quicker "time to insight" by continuously reviewing a fleet's data before identifying leading indicators and finally presenting actionable information.

4 min to read


In fleet management, making quick and accurate decisions is key to saving money and staff time, especially when both are in short supply. As operations become more complex and data volumes grow, artificial intelligence is becoming a powerful tool to help tackle these challenges.

Fleet professionals, from managers to maintenance technicians, are under constant pressure to do more with less. Limited resources, growing data, and rising expectations demand smarter ways of working. That is where AI can come in, not to replace human expertise, but rather to support it.

Approaching AI from a Human Standpoint

AI should be thought of as a junior data analyst working quietly in the background, able to scan millions of data points in just seconds and identify trends and insights that would take hours or days to uncover manually. 

When paired with telematics, AI can become a powerful behind-the-scenes assistant. It can flag unusual vehicle behavior, predict maintenance needs, or suggest operational improvements such as refined route optimization based on historical data.

A significant inefficiency AI can streamline is maintenance management. Traditionally, the entire cycle from pre-trip inspections, logging odometer readings, noting vehicle deficiencies, to generating work orders has been a major time sink due to manual processes. 

Using AI for Proactive Measures

Even with telematics providing real-time data like odometer readings and engine fault codes, fleet managers often have to manually input or link this data into other systems or take manual actions. AI toolsets are able to bridge this gap, providing quicker "time to insight" by continuously reviewing a fleet's data before identifying leading indicators and finally presenting actionable information.

Take predictive maintenance as an example. Rather than waiting for a warning light or a breakdown, AI can analyze fault codes, temperature changes, and driving patterns to detect early signs of wear. A fleet using this technology might receive alerts that a set of vehicles is showing indicators of battery degradation long before the issue becomes critical. 

Maintenance teams can then take proactive action, which can, in turn, avoid costly downtime and repairs. This goes beyond traditional preventive maintenance, which relies solely on scheduled dates or mileage. 

AI can recognize specific patterns that, while one vehicle might be due for service, another, though not "due," may need immediate attention due to critical health indicators, allowing managers to prioritize repairs based on true vehicle health rather than just schedules.

AI does not make decisions for people. It enhances human judgment by providing the right information and recommendations at the right time. A technician still determines how to fix a vehicle. An operations leader still defines policy. But with AI, they do so with sharper insights and greater confidence.

AI as Workforce Support for Fleet

There’s a common fear that AI might replace jobs, but the more accurate outlook is this: AI won’t replace people, but professionals who know how to use AI will have a distinct advantage over those who don’t.

Consider a small fleet team responsible for managing hundreds of vehicles with limited headcount. There may be no budget for additional staff, but the workload continues to grow with the increasing availability of data, evolving vehicle requirements, and more pressure to improve efficiency. 

In these scenarios, AI becomes a force multiplier. It can automate repetitive tasks like identifying overdue maintenance, spotting risky driver behavior, or compiling compliance reports. That should help free up staff to focus on higher-value work like strategic planning, training, or improving safety programs.

Making it Work for the Public Sector

For the public sector, in particular, AI is able to offer a timely solution to pervasive labor challenges. Public organizations may not have the resources or personnel to fill roles. Budget constraints frequently mean positions are not replaced, leading existing staff to wear multiple hats and juggle a multitude of responsibilities across various departments. 

This is where AI toolsets are meant to help companies bridge these gaps, ensuring that essential public services visible to taxpayers continue to be delivered efficiently, ultimately demonstrating responsible use of public funds.

The future of fleet management should not be 'man versus machine' but rather a partnership where people lead with their own insight and AI provides the tools to act with more speed and precision. Organizations that embrace this balance will be better positioned to adapt to complexity and lead the industry forward.

About the Author: Chris Jackson is the associate vice president of Business Segment Management at Geotab, where he and his team are responsible for developing go-to-market strategies for the public and commercial sectors. With over 25 years of experience in telematics, Chris has spent the majority of his career focused on the government industry. He has a proven track record of successful telematics implementations for a wide range of agencies, from small municipalities to large city, state, and provincial governments across North America. This article was authored and edited according to Government Fleet editorial standards and style. Opinions expressed may not reflect those of GF.

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