Even if they quit trying to make better models today, there are a mountain of recurring costs that will never go away. Retraining the models with new data, replacing/upgrading old hardware, enormous infrastructure costs related to maintaining the actual platforms, data collection costs, payroll...
I'm not aware of a single player in the LLM space actually turning a profit, even if they're only providing inference.