CoreWeave vs Modal: Complete Comparison (2026)
An in-depth comparison of CoreWeave and Modal to help you choose the right tool for your business.
Last updated: November 2026

CoreWeave
6.4/10
CoreWeave is a GPU-focused cloud that rents NVIDIA GPU and CPU instances, managed Kubernetes, and storage to teams training and serving AI models.

Modal
6.7/10
Modal is a serverless cloud platform that runs Python code on GPUs and CPUs with per-second billing, aimed at teams building and serving AI applications.
Feature-by-Feature Comparison
| Feature | ![]() | ![]() |
|---|---|---|
| Scores | ||
| Overall Rating | 6.4/10 | 6.7/10 |
| Integration | 6/10 | 6/10 |
| Analytics | 6/10 | 6/10 |
| Customization | 7/10 | 7/10 |
| Ease of Use | 5/10 | 8/10 |
| Support | 7/10 | 6/10 |
| Cost | 6/10 | 5/10 |
| Scalability | 9/10 | 9/10 |
| Security | 7/10 | 7/10 |
| Pricing | ||
| Free plan | No | Yes |
| Cheapest paid plan | Contact for pricing | $250/mo Team |
| Estimated cost for 10 users | Contact for pricing | $250/mo Team |
| Features | ||
| API and CLI | ||
| Managed Databases | Not listed | |
| Managed WordPress | ||
| Multiple Regions | ||
| Object Storage | ||
| Uptime SLA | Not listed | |
| Serverless Functions | ||
| Managed Kubernetes | Not listed | |
| Dedicated Servers | ||
| Cloud Compute | ||
| Content Delivery Network | Not listed | |
| Shared Hosting | ||
CoreWeave vs Modal cost by team size
| Team size | CoreWeave | Modal |
|---|---|---|
| 1 user | Contact for pricing | FreeStarter |
| 5 users | Contact for pricing | $250/moTeam |
| 10 users | Contact for pricing | $250/moTeam |
| 25 users | Contact for pricing | $250/moTeam |
| 50 users | Contact for pricing | $250/moTeam |
The plan that fits each team size, billed monthly, before add-ons and usage charges. Each cost opens that tool's pricing calculator for the team size.
Which One Should You Choose?
Why choose CoreWeave

- Higher Support score (7/10 vs 6/10)
- Higher Cost score (6/10 vs 5/10)
- Better fit for enterprise (9/10 vs 7/10)
- Includes Dedicated Servers, which Modal lacks
Why choose Modal

- Has a free plan (CoreWeave does not)
- Higher Ease of Use score (8/10 vs 5/10)
- Better fit for startups (9/10 vs 6/10)
- Better fit for developers (9/10 vs 7/10)
- Includes Serverless Functions, which CoreWeave lacks
Pros & Cons
CoreWeave

Pros
- Free internet egress and internal data transfer, which lowers the cost of moving large datasets and model checkpoints.
- Large inventory of current NVIDIA hardware, from L40S to GB200 NVL72, with InfiniBand for multi-node training.
- Spot rates are well below on-demand rates, for example $19.71 versus $49.24 per hour for an 8-GPU H100 node, and committed discounts reach up to 60%.
- The CKS control plane and SUNK Slurm scheduler are free, so you pay only for compute.
- A Terraform and OpenTofu provider manages clusters, VPCs, storage, and inference as code.
Cons
- No free tier or trial credits, and minimum spend is reported to be high even for light use.
- No managed databases, serverless functions, or CDN, so a second cloud is often needed.
- Regions are concentrated in North America and Europe, with limited Asia-Pacific coverage.
- The best pricing usually requires multi-year contracts and an enterprise sales process.
- Few public user reviews are available on G2 or Gartner to validate claims.
Modal

Pros
- GPUs from the T4 up to the B300 are available without quota requests or reservations, and workloads can burst to thousands of containers.
- Per-second billing and scale-to-zero mean idle bursty inference workloads cost nothing.
- Python developers define infrastructure in code and deploy with a single CLI command, with no Kubernetes or Dockerfiles needed.
- The free Starter plan includes $30 a month of compute, and startup and academic credit programs are available.
- Sandboxes support large numbers of concurrent isolated environments for AI agents and untrusted code.
Cons
- Always-on or steady workloads can cost more than reserved GPU rentals from providers such as RunPod or Lambda.
- Containers stay billable for 60 seconds after the last request by default, and keep-warm settings are a common source of bill surprises.
- Region pinning raises prices by 1.15 to 1.75 times, and non-preemptible execution by 3 times.
- SSO, audit logs, and HIPAA support are limited to the custom-priced Enterprise plan.
- Credits from AWS, GCP, or Azure cannot be applied to Modal usage.
Not sold on either?
Frequently Asked Questions
Modal scores higher on our AI Software criteria: 6.7/10 against 6.4/10 for CoreWeave. The largest gap is in Ease of Use: 5/10 for CoreWeave and 8/10 for Modal.
Modal has a free plan; CoreWeave does not list one.
Modal is the better fit for startups: we rate it 9/10 for them, against 6/10 for CoreWeave.
CoreWeave has Dedicated Servers, which Modal lacks. Modal has Serverless Functions, which CoreWeave lacks.





