Who can use the new analytics and controls?

ChatGPT Enterprise admins can start using them today. Users in those workspaces can view their own credit usage in workspace settings.

What can admins do with the new credit analytics?

Admins can track usage trends, identify top users, break down spend by user, product, and model, and access the same data through the unified Cost API.

How do the spend controls differ from earlier limits?

Earlier this year, granular limits were for custom roles. Now admins can set a default limit for the whole workspace, configure group limits, and create individual overrides.

Large Language ModelsAI Business & IndustryOpenAI BlogJun 18, 2026Jun 19, 2026, 06:00 JST

OpenAI launches credit analytics, spend controls for ChatGPT Enterprise

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3 Key Points

What happened
OpenAI introduced credit usage analytics and updated spend controls for ChatGPT Enterprise. Admins can now view credit use across users, products, and models in the Global Admin Console, and set default, group-specific, and individual limits.
Why it matters
These tools help companies track adoption and manage AI costs with the same rigor as other business investments. Employees can see their credit budget and request more when needed, so power users stay productive without raising limits for everyone.
What to watch
The effectiveness hinges on how well admins balance control with flexibility. Watch whether organizations use the new analytics to catch inefficient usage patterns, as the article suggests.

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Context & Analysis

OpenAI's announcement builds on earlier steps to give enterprises more governance over AI usage. The company had already introduced granular credit usage limits for custom roles, and this update extends that to a workspace-wide default with group and individual options.

The new credit analytics combine ChatGPT and Codex usage into a single view, addressing a common enterprise need: distinguishing valuable work from patterns that may warrant review. The unified Cost API also lets admins pull the data into their own systems for deeper analysis.

The stakes hinge on adoption. For OpenAI, these tools could make ChatGPT Enterprise more attractive to cost-conscious organizations, but success depends on whether admins find them intuitive enough to use regularly. The article does not specify how these features are priced or whether they are available in all plans.

FAQ

Who can use the new analytics and controls?: ChatGPT Enterprise admins can start using them today. Users in those workspaces can view their own credit usage in workspace settings.
What can admins do with the new credit analytics?: Admins can track usage trends, identify top users, break down spend by user, product, and model, and access the same data through the unified Cost API.
How do the spend controls differ from earlier limits?: Earlier this year, granular limits were for custom roles. Now admins can set a default limit for the whole workspace, configure group limits, and create individual overrides.

OpenAI BlogRead Original Article

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