Fleet managers know that roadway risk is rarely singular; hazards often stack, shift, and escalate due to environmental factors. A new advanced suite of features, called Dynamic Risk, has been launched to fundamentally change how commercial fleets identify and respond to these dynamic environmental risks in real time.

Going Beyond the Cab: A Holistic View of Risk

Developed by Lytx, the new system integrates an array of data sources to provide a forward-looking, comprehensive view of safety challenges. In essence, it transforms traditional fleet safety technology from a reactive tool—one that captures an incident after it happens—into a proactive, anticipatory system.

According to Lytx CEO Chris Cabrera, the goal is to empower drivers and managers with the intelligence necessary to prevent incidents before they strike. Dynamic Risk integrates real-time data from machine vision (MV) and Artificial Intelligence (AI)-powered road imagery, advanced environmental sensors, and weather insights. Therefore, fleets can receive clear, timely alerts for hazards that lie ahead, allowing for necessary adjustments or reroutes. This suite of features is available as part of Lytx’s comprehensive driver safety program. You can find more details about the launch in the Lytx press release from October 23, 2025.

Weather and Road Conditions Are Now Part of the Score

A key component of this technology is the Dynamic Risk Index. This index goes beyond standard scoring by layering environmental data on top of traditional driver behavior scores. It creates a weighted score that reflects the true severity of an event when challenging conditions are present. For example, a behavior event that occurs during heavy snow is scored higher than the same event during clear weather.

Current features include automated event tagging of environmental conditions like “snowy road” or “low visibility.” Moreover, future updates planned for next year will include enhancements like Pedestrian Detection and Roadwork Detection, which will further enhance visibility into risks associated with active road construction. By combining environmental context with driver behavior, fleets can prevent collisions before they happen, protect their personnel, and reduce claims and operational costs by proactively rerouting around high-risk areas.

Also read: Telematics Data: Your Small Fleet’s First-Year Safety Roadmap