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Consumer Tech Brands Vs NPUs Why 5 Fail?

Five consumer tech brands are failing to capitalise on on-device Neural Processing Units because they misread cost, integration, software support, supply-chain limits and privacy demands. In 2024, 68% of hardware buyers prioritise on-device AI over raw CPU speed, according to IDC, signalling a market pivot that brands are struggling to

How the AI RAM shortage could impact consumer tech companies — Photo by Erwin Bosman on Pexels

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3 Consumer Tech Brands Crash from AI RAM Shortage

Hook Yes, the hype around next-gen gaming laptops is overblown when a few days’ delay in RAM shipments can cripple a handheld PowerBox from running the newest AAA titles. Early 2026 saw tech layoffs surpass 45,000 globally, a sign that companies are reshuffling resources while the AI-driven RAM crunch