1) Vertical integration, which enables end-to-end hardware (unified CPU/GPU/NPU memory, custom flash controller, etc.) and software optimization 2) focus on on-

1) Vertical integration, which enables end-to-end hardware (unified CPU/GPU/NPU memory, custom flash controller, etc.) and software optimization 2) focus on on-device and private processing (vs. personal and business data leakage through cloud AI), and 3) ability to roll out incremental updates with high uptake. Microsoft and Google also have vertical integration on their own hardware. But I think the "secret AI advantage" may be Apple's marketing advantage where it can tout its upcoming vertically integrated AI and software features to compensate for minimal hardware upgrades for the iPad mini (which is still a nice tablet even with "only" 8GB of RAM and a smartphone SoC.)