Practical AI for Fleet Managers - Caleb R. Monroe - ebook

Practical AI for Fleet Managers ebook

Caleb R. Monroe

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Opis

AI is already knocking on your shop door-through dashcams, routing tools, maintenance platforms, and safety analytics. But for most fleet and operations managers, it still feels like a mix of hype, vendor jargon, and unseen risk. Practical AI for Fleet Managers is a field-tested, transport-specific playbook that helps you move from vague promises to concrete, low-risk pilots you can actually defend. Written for operations and fleet leaders in U.S. trucking, municipal fleets, and logistics dispatch-with no machine-learning or data-science background required-this book stays strictly focused on what you control: use cases, vendors, pilots, risk, and results. You will learn how to: - Separate hype from real-world impact - Translate AI buzzwords into plain operational language - Understand what today's tools can and cannot do for routing, safety, and maintenance - Spot red flags in inflated performance claims and miracle case studies - Map realistic AI use cases to your own fleet - Identify opportunities across routing, dispatch, fuel, maintenance, safety, and admin - Prioritize projects by value, complexity, and data requirements - Avoid chasing shiny tools that don't fit your actual operation - Put vendors through a transport-specific reality check - Use focused checklists to compare AI dashcams, routing tools, and predictive maintenance platforms - Ask hard questions about data sources, model updates, and edge cases - Demand transport-relevant proof, not generic tech slides - Design pilots that won't break your network - Start small with routes, terminals, or asset groups you can monitor closely - Define clear KPIs, baselines, sample size, and success thresholds - Avoid common pilot traps like biased test groups and moving goalposts - Keep safety and maintenance in the driver's seat - Integrate AI tools into existing safety programs

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Liczba stron: 237

Rok wydania: 2026

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