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Beyond the Spec Sheet: Why True Fleet AI Dashcam Stability Requires Rigorous Hardware-Firmware Synergy
Jun 18 , 2026
When fleet procurement teams evaluate a commercial AI dashcam, they naturally start with the hardware spec sheet. Camera resolution, chipset processing capacity, and physical ingress protection ratings dominate the checklist. However, field operations quickly reveal that a device performing flawlessly on a clean laboratory bench can still become an operational liability once deployed inside a work...