Enterprise AI has been priced below cost for three years running. Anthropic, OpenAI, and the rest of the major labs have absorbed massive losses to get their tools onto every developer's laptop and into every enterprise procurement contract. The financials are public, and executives have said it plainly: flagship subscription tiers run at a loss, and inference is subsidized at scale. None of that is generosity. It's customer acquisition.
The strategy works because AI tools get sticky fast. Once a developer's workflow runs through an AI assistant, once a sales team drafts every email through a model, once an analyst's notebook lives inside one, switching stops being a contract clause. It becomes a year of retraining and rebuilt infrastructure. By the time the subsidy ends, the customer isn't deciding whether to pay. They're deciding how much it's going to hurt.
The pivot is already in motion. Anthropic now sells across four distinct paid surfaces: Pro, Team, Enterprise (custom), and API metered by token, with the highest-margin tiers gated to scale. Enterprise contracts are shifting from annual list-price renewals toward quarterly true-ups and consumption-based billing, and every major vendor is moving in the same direction. The list price is no longer a list. It's a starting point.
You can't opt out of the spike that's coming. What you can do is know exactly what each vendor is worth to your organization before the negotiation starts: per-vendor ROI ground-truth, tight scoping of which seats and workflows are actually pulling weight, a defensible number for every line item before the renewal lands. That's the work for this quarter, not next.