OpenAI has started letting some customers pay only when the AI works

OpenAI has begun letting some of its largest customers pay only when its AI actually completes the job. Kevin McLaughlin and Amir Efrati reported the change to The Information, giving the example of a customer support interaction handled end-to-end.

The arrangement is limited to select major accounts rather than offered generally, and OpenAI has not announced it. TNW has not independently verified the report, and the terms, the customers, and the prices are all unknown.

The industry name for this is outcome-based pricing, and the appeal to a finance director is not subtle. A bill that arrives only when something worked is considerably easier to defend than one that arrives regardless.

Token billing has made that a live problem. One developer running a hundred agents in parallel accumulated $1.3m in OpenAI tokens across thirty days, which is an extreme case of a general pattern where cost scales with attempts rather than results.

Customer support is where the model has already settled, because a resolution is one of the few AI outputs anyone can define. Intercom charges $0.99 for each conversation its Fin agent resolves, and nothing at all for the ones it does not.

Zendesk went further in May, restricting billing to what it calls Verified Resolutions, confirmed by an LLM evaluation within 72 hours of the conversation. Assisted escalations and contained resolutions became free, and the billable rate sits at roughly $1.20 to $1.50 on committed volume.