Codex · ChatGPT · AI Reasoning · OpenAI
How to connect AI usage to business value
Compiled by KHAO Editorial — aggregated from 1 source. See llms.txt for citation guidance.
★ Tier-1 Source
Understand how teams use ChatGPT Work and Codex, see the work behind the spend, and connect it to measurable outcomes.
Key facts
- ($207,000 − $60,000) ÷ $60,000 = 245% illustrative ROI
- 20 sellers × 2 briefs per week × 3 hours saved × 46 weeks = 5,520 hours
- Assume the team puts 50% of that time into productive work, valued at a fully loaded employee cost of $75 per hour
- Playco uses GPT‑6 Astra through OpenAI’s API to build and test playable game prototypes
Summary
As more teams use AI, admins and business leaders need to understand where it creates value and where to invest next. Analytics in the ChatGPT Admin Console bring together usage and cost data, task insights, and outcome metrics across ChatGPT Work and Codex. Here’s how admins can use these tools to understand adoption, support teams, and assess business value. Usage analytics show where adoption is growing and spend is concentrated, helping admins focus support, review costs, and assess capacity requests.