Snapdragon X is Qualcomm's boldest bet: bringing ARM to Windows PCs. The Apple Silicon precedent proves it can work, but Qualcomm doesn't control the full stack like Apple does. x86 incumbency is the key obstacle.
Edge AI inference is the long-tail opportunity: deploying AI on local devices for privacy, latency, and cost reasons. Qualcomm's power efficiency advantage is the differentiator.