Shift to Usage-Based Pricing in AI

The AI industry is witnessing a significant shift from flat-fee subscription models to usage-based pricing due to rising inference costs associated with agentic, token-heavy workflows. Major players like Anthropic, OpenAI, Microsoft, and GitHub Copilot are experiencing capacity constraints and implementing model metering, which has led to steep price multipliers. This transition is expected to impact vendor competition and market expectations significantly. Companies are advised to adopt practical strategies such as auditing AI spending and maintaining an AI cost scoreboard to navigate this new landscape.