AI systems often fail because organizations confuse benchmark performance with real-world deployment capability. The gap is measurable before commitment, if leaders ask the right questions.

If a 27-billion-parameter AI model can run locally on an iPhone, the future of artificial intelligence may shift away from massive cloud data centers and toward private, low-latency intelligence on the devices we already carry.