The AI pricing model broke in May. Flat-seat subscriptions are collapsing under the weight of agentic workloads and runaway API consumption, forcing a structural shift to token-based, usage-metered billing across the industry.
The business consequences are concrete: enterprises are hitting cost ceilings they did not budget for, vendors are pivoting to consulting and deployment plays to justify margins, and the market is responding with cheaper specialized models to absorb overflow demand. The SpaceX Colossus partnership signals that compute infrastructure is now a geopolitical and corporate arms race, not just an engineering problem.
What makes this worth reading in full is not the conclusion but the policy layer: token taxes and data-center moratoriums are entering legislative conversation, which means the economics of inference may soon have a regulatory ceiling. The pricing war and the power grid war are converging.
[WATCH ON YOUTUBE →]