By Pietro Antonio Ciclese, Senior Technical Marketing Engineer, Ambarella The workloads that generate the most commercial value in edge AI scenarios run under power and thermal constraints that are, to put it mildly, very far from those found in data centers. Take, for example, a vision camera used for surveillance or inspection. These often draw power over Ethernet, and are therefore capable only of delivering 15 to 30 watts in total.