The AI layer-commoditization argument is now consensus, and the harder question is what a defensible AI business looks like once the layers commoditize. The answer is a vertical slice through the stack, fusing data and workflow to a device fleet, a jurisdiction, or a regulatory regime nobody else can copy.
Edge AI is about autonomy and survivability, not just latency. When connectivity drops or round-trip time matters, the edge has to make decisions on its own. That changes how you architect AI systems and who controls them.
Broadband gateways are becoming service-defined edge compute platforms. Open standards like USP, open-source communities, and cloud-native management are turning connectivity hardware into programmable infrastructure.