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.
AI coding tools broke the accountability chain engineering organizations relied on for decades. 42% of commits are now AI-generated, but most organizations haven’t decided who owns the outcome when that code fails in production.
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.