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# Beyond Token Pricing: The Real Cost of AI Applications
- URL: https://adjacent.media/signals/beyond-token-pricing-the-real-cost-of-ai-applications/
- Published: 2026-08-27T23:18:38.000Z
- Updated: 2026-08-27T23:18:38.000Z
- Description: Token-based pricing made sense when AI was sold as infrastructure. As it moves into product and service businesses, the mismatch between consumption (tokens) and value (outcomes, features, data processed) is creating friction for enterprise buyers and blocking developers from capturing the economic
- Author: Jonathan Greene
- Tags: #signal, theme-commerce, pricing models, api monetization, subscription models

Source: [a16z](https://open.substack.com/pub/a16z/p/you-are-not-a-model-dont-price-per)

Token-based pricing made sense when AI was sold as infrastructure. As it moves into product and service businesses, the mismatch between consumption (tokens) and value (outcomes, features, data processed) is creating friction for enterprise buyers and blocking developers from capturing the economic value they create. Pricing power will shift to the application and workflow layer, requiring companies to rethink metering.