They should update their structure page and strike stuff like this:

The for-profit would be legally bound to pursue the Nonprofit’s mission, and carry out that mission by engaging in research, development, commercialization and other core operations. Throughout, OpenAI’s guiding principles of safety and broad benefit would be central to its approach.

And maybe a good ol' IRS audit to boot. From this vantage, it looks like a structural coop.