What changed
OpenAI published a guide to Admin Console analytics spanning ChatGPT Work and Codex. It describes views for active users, credits, tokens, task categories, and the share of merged code with Codex contributions. It also explains how admins can combine these signals with business data through the Admin API.
Usage is evidence of activity, not proof of productivity. OpenAI's examples include illustrative dashboard data and a hypothetical return-on-investment calculation. Those figures should not be read as measured results for a typical team. The post is a product guide, not a claim that every described feature launched that day.
What it means for your workflow
SaveMyToken editorial take
Track accepted work and review time alongside spending. More generated code or more tokens can increase activity without improving the outcome your team cares about.