Is Edge AI lagging because investors are overlooking its future—or because the earnings have not arrived yet? The evidence supports a qualified version of the second explanation. AI is spreading across phones, PCs, vehicles and vision systems, but its commercial benefits have not translated evenly into semiconductor profits and cash flow. Edge AI has not failed as a technology cycle. It has lagged as an earnings cycle. That describes incomplete earnings diffusion. It does not mean every company has underperformed, or that earnings alone explain every share-price move. Adoption Was Not the Missing Step In our earlier article, The Next AI Semiconductor Cycle: Is Edge AI Moving From Adoption to Earnings? , established the starting point: adoption is visible, while broad earnings diffusion remains incomplete. This follow-up tests the financial conversion rather than repeating the product survey. AI-capable PCs accounted for 48.3% of U.S. PC shipments in the second quarter of 2026, accordin...
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