Frontier LLMs

How to connect AI usage to business value

September 16, 2026 Understand how teams use ChatGPT Work and Codex, see the work behind the spend, and connect it to measurable outcomes. As more teams use AI, admins and business leaders need to understand where it creates value and where to invest next. Usage and spend tell part of the story, but admins also need to see what people use AI for and what it helps them accomplish.

The AI Multiverse Editorial Desk••7 min read
Reported viaOpenAI News
Executive Brief & 3-Point Takeaways
1

September 16, 2026 Understand how teams use ChatGPT Work and Codex, see the work behind the spend, and connect it to measurable outcomes.

2

As more teams use AI, admins and business leaders need to understand where it creates value and where to invest next.

3

Usage and spend tell part of the story, but admins also need to see what people use AI for and what it helps them accomplish.

Impact:

Significant development in Frontier LLMs reported by OpenAI News.

Fact-checked against primary sourcesCategory: Frontier LLMs
How to connect AI usage to business value
Illustration: AI-generated

Key Findings & Takeaways

  • September 16, 2026 Understand how teams use ChatGPT Work and Codex, see the work behind the spend, and connect it to measurable outcomes.
  • As more teams use AI, admins and business leaders need to understand where it creates value and where to invest next.
  • Usage and spend tell part of the story, but admins also need to see what people use AI for and what it helps them accomplish.

Why It Matters

Significant development in Frontier LLMs reported by OpenAI News.

Overview

September 16, 2026 Understand how teams use ChatGPT Work and Codex, see the work behind the spend, and connect it to measurable outcomes. As more teams use AI, admins and business leaders need to understand where it creates value and where to invest next. Usage and spend tell part of the story, but admins also need to see what people use AI for and what it helps them accomplish.

Why It Matters

This development was reported by OpenAI News.

Key Details

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.

The Usage view brings together active users, credits, and token usage across ChatGPT Work and Codex.

For example, filtering by group or user can reveal where adoption is low, giving admins a reason to review starting workflows and training needs with the team owner.

--- *Original report published by [OpenAI News](https://openai.com/index/how-to-connect-ai-usage-to-business-value).*

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