AI Coaching Displaces Reactive Footage Review
Logistics and last mile delivery fleets are increasingly specifying AI coaching camera systems in place of reactive footage review that cannot prevent collisions before they occur. MMA's Q4 2025 primary research found fleets using AI coaching camera systems reporting collision reduction averaging 33 percent versus comparable non-monitored fleet vehicles, as vendors completed the machine learning calibration work needed to certify accuracy across commercial scale deployments. This shift is resetting vendor investment priorities across nearly every major product line in the category, and quickly reshuffling supplier shortlists at several leading logistics operators.
Market Impact: Drives 47 percent of new decisions








