Source: Theregister
Microsoft's strategy to drive enterprise PC replacement cycles by bundling AI capabilities has collided with a practical constraint: the RAM requirements for local LLM inference are pushing total cost-of-ownership beyond what procurement budgets anticipated. This creates an opening for competitors offering lighter-weight AI experiences or companies willing to delay refresh cycles, while forcing Microsoft to either lower performance expectations or absorb margin pressure on AI PC bundles to maintain adoption momentum.