OpenAI Paper: 17M Enterprise Messages Expose Widening Corporate AI Divide

A working paper by OpenAI visiting economist Dave Holtz and coauthors draws on more than 17 million ChatGPT Enterprise messages from over 1,500 organizations to document how firms actually use generative AI. It confirms that adoption is rapid but highly uneven and still widening: the top 10% of firms use plugins twice as often and Skills six times as often as typical companies, and the output-token gap between top and middle firms tripled within five months. It stands as one of the largest empirical analyses of real enterprise generative-AI use to date.

Confirmed

• The working paper links organization-level adoption and usage data, employee roles, and message-level records across 1,500+ organizations and 17M+ messages.
• Core finding: generative AI adoption is rapid but extremely uneven across dimensions, with both adoption rates and depth of usage still growing.
• OpenAI's official account adds that top-10% firms use plugins 2x and Skills 6x as frequently as typical companies, reflecting deep integration rather than chance.
• Within five months, the gap in output token usage between the top 10% and the middle 10% of firms widened 3x; most firms have yet to unlock the full potential of AI agents.
• Ethan Mollick offers his own reading: early adopters with already-higher productivity now use AI far more, an early signal of a possible Matthew effect in AI-driven productivity gains.

Why it matters

• Bypassing surveys in favor of massive real interaction data, the study provides a key empirical foundation for understanding how AI is actually deployed in enterprises.
• The widening usage gap suggests AI may amplify competitive divergence between firms, informing economic research, corporate strategy, and industry assessment.

2026-08-12 ~ 2026-08-14 · 11 related posts

• [source] OpenAI-Backed Study Analyzes 17M+ Messages to Reveal Enterprise AI Adoption — daveholtz · 2026-08-12
• Enterprise AI Divide Widens: Top 10% vs Middle 10% Token Gap Triples — soumitrashukla9 · 2026-08-12
• OpenAI Paper on Enterprise AI Adoption: 1,500 Firms, 17M Messages — soumitrashukla9 · 2026-08-12
• [source] Top 10% Enterprises Use AI Skills Six Times More Often, Says OpenAI — OpenAI · 2026-08-13
• [source] OpenAI Data: High-Productivity Firms Using AI Are Pulling Ahead — emollick · 2026-08-14
• 17M Enterprise Messages Reveal How Firms Actually Use ChatGPT — daveholtz · 2026-08-14

5 near-duplicate retellings: daveholtz · soumitrashukla9 · daveholtz · haider1 · Miles_Brundage