OpenAI has introduced new usage analytics and updated spend controls for ChatGPT Enterprise, providing administrators with greater visibility, control, and confidence in managing AI deployments. These tools are designed to help organizations track credit usage, understand adoption patterns, and make informed decisions about AI integration. The updates aim to ensure that AI investments are aligned with business objectives while maintaining cost predictability and scalability.

The Global Admin Console now offers a unified view of ChatGPT and Codex credit usage, enabling admins to analyze consumption across users, products, and models. This feature allows for a more granular breakdown of credit spend, helping distinguish between valuable work and usage patterns that may require closer scrutiny. Admins can now track credit trends over time, identify top users, and access detailed data through the unified Cost API for further analysis. These analytics are intended to support more strategic and data-driven AI deployment.

According to OpenAI, the new spend controls allow admins to set default limits for their workspace, configure limits for specific groups, and create individual overrides for users requiring additional capacity. Employees can view their credit usage against their available budget, request additional credits when needed, and provide context for their work to help admins make informed decisions. These updates are meant to empower teams while ensuring AI investments remain focused on high-impact work.

Source: openai