Project background
Fleet safety depends heavily on driver behavior — fatigue, distraction, aggressive driving — yet few operators have structured visibility into it. The client wanted an in-cabin system that measured and coached, not just surveilled.
Challenge
Balancing genuine safety insight against driver privacy and acceptance, and turning raw behavior signals into coaching that drivers respond to rather than resent.
Approach & solution
We built an in-cabin monitor that analyzes driver state while keeping video processing local where possible. Events are summarized for the driver in-app and rolled up for fleet managers in aggregate. Coaching framing was developed with operator input to avoid punitive tone.
Results & benefits
Fleets saw measurable shifts in behavior patterns over the first weeks of deployment, and driver surveys indicated acceptance once the coaching — rather than surveillance — framing was clear.
