What happened
OpenAI CEO Sam Altman predicted AI "intelligence" will become a metered utility, akin to electricity or water, with users paying for consumption. This statement, made at the BlackRock US Infrastructure Summit, suggests a shift from fixed subscriptions to usage-based models for AI services. This trend is already evident: Anthropic's Claude Code Review adds an additional cost per request, scaling with complexity, and Replit recently transitioned to a dynamic pricing structure, increasing costs for complex AI-assisted coding tasks.
Why it matters
This shift fundamentally alters AI procurement and cost management for organisations. Procurement teams face unpredictable expenditure as AI services move to variable, usage-based pricing, impacting budget forecasting and vendor lock-in. Platform engineers must design systems to monitor and optimise AI consumption to control costs, while founders need to model these new variable expenses into product development and operational budgets. This follows a pattern of AI models increasingly adopting paywall structures, driving vendor monogamy.
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