Corporations must now treat AI compute as a volatile, utility-priced commodity rather than a fixed infrastructure cost.
To optimize margins in an era of soaring model costs, enterprise developers are restructuring flat-rate bills into token-based variables and scheduling tasks around peak and off-peak utility pricing.
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Amazon is converting its flat-rate computing agreement with Anthropic into a variable, token-based utility contract to adjust to soaring infrastructure costs.
To ration tight infrastructure capacity, DeepSeek transitioned away from flat pricing into a volatile, time-based peak-valley pricing model.
Enterprise demands are shifting the focus of providers from unrestricted consumption to granularly managed, tiered pricing structures optimized for cost efficiency.