They make no money because competition has essentially turned them into commodities. There is no differentiation thus no producer or consumer surplus.
And arguably your own statement here doesn't help the view that the industry is not a bubble, as one could argue most LLM models are not substantially different from each other, and most products integrating them are offering similar features. The industry may need to do better at differentiating if it wants to avoid being commodified.