Ambarella can compound beyond a chip-cycle narrative by pairing its performance-per-watt vision silicon with an ecosystem layer (
DevZone) and selective recurring attaches (fleet ops + verification), lifting ASPs, improving durability, and reducing distributor dependence—supporting ~2x+
EV by 2031 if CV7/N-series adoption broadens across security, industrial, and telematics.