What
Common mistakes include positioning the camera too high on the windshield which obscures the driver's hand zone, failing to calibrate camera sensitivity for specific vehicle cab layouts, and not accounting for shadow patterns caused by rearview mirror angles or cab curtains that the AI may misinterpret as distractions. One fleet that switched to a lower-resolution system saw alert rates drop by 35%, showing that detecting every possible distraction through hardware alone can backfire without context for the work environment.



















