We work with smaller data centers that have single node GPU capacity. So while there's a shortage for clouds that have capacity for clusters, we're focusing on aggregating single nodes behind a unified API. It works for our users too-- a single A100 is more than enough to fine-tune llama2 or Mistral7b on your own data.

Also, as you can imagine, the smaller data centers have a pretty rough experience for provisioning. Our API handles difficulties from those smaller data centers to make the experience consistent with provisioning from a major cloud service provider.