Introduction: Dash cams with GPS tracking, remote management, and around 256GB storage enrich stability and operational control for personal fleets amid seasonal issues. As autumn leaves start to carpet the roadways, fleet managers experience new challenges in checking automobiles amid shifting daylight hrs and climatic conditions. This seasonal c