CoreWeave
CoreWeave is a serious option for teams that need large GPU allocations and are comfortable with Kubernetes-native tooling rather than a simplified dashboard. Rates are published for on-demand use, but the largest and newest GPU configurations still require a sales conversation.
Pros
- Publishes on-demand hourly rates instead of hiding all pricing behind sales
- Offers a wide range of current NVIDIA GPU generations
- Kubernetes-native platform integrates with standard orchestration tooling
- Backed by large, named AI-lab customers
Cons
- Newest and largest GPU configurations require contacting sales rather than self-serve pricing
- Kubernetes-native operation assumes infrastructure expertise most small teams don't have