Would they be profitable if OpenAI was charging enough to break even, though? Are they hosting their own models and renting their own GPUs, or is OpenAI subsidizing them by running at a loss?

For what it's worth, I worked for an AI company, and while they weren't profitable when I was there I do think they will be eventually.