OpenAI Says Enterprise AI Is Moving From Access to Depth
OpenAI’s new enterprise research says the AI advantage is shifting from access and message volume to deeper workflow use.
OpenAI’s latest enterprise research points to a shift PMs should take seriously: AI adoption is no longer just about who has access to chat tools. It is about how deeply teams embed AI into real work.
OpenAI says “frontier firms” at the 95th percentile of usage now use 3.5x as much intelligence per worker as typical firms, up from 2x a year ago. It also says message volume explains only 36% of that gap; most of the advantage comes from richer, more complex AI use.
The clearest signal is agentic work. OpenAI says the largest gap appears in advanced tools, with frontier firms sending 16x as many Codex messages per worker as typical firms.
For PMs, this changes the operating metric. AI maturity is not seats deployed or prompts sent. It is whether teams are redesigning workflows so AI can help execute meaningful work, not just answer questions faster.
Source: OpenAI
