Head to head · GPU compute · October 2026 research run
Crusoe Cloud vs Modal
Modal and Crusoe Cloud score within a point of each other on agent readiness, 63.6 (B) and 63.4 (B). Crusoe Cloud leads on schema & documentation, security & auth and transparency & trust. Both do gpu compute.
Best GPU and serverless compute for AI workloads · All 167 gpu compute comparisons
Which one, for what
Good for Teams that want whole GPU machines or clusters with managed Kubernetes or Slurm in the US, Iceland or Norway, under an SLA, and are content to manage lifecycles themselves.
Ahead on
- Schema & documentation, 79 against 70
- Security & auth, 74 against 68
- Transparency & trust, 77 against 67
Also in its favour
- A hosted endpoint, with nothing to install
- Runs on your own machine
Watch for
No idempotency key or safe-retry guidance was found for create and delete calls, which return asynchronous operations to poll.
Modal B
Good for Python teams that want GPU functions, batch jobs and HTTP endpoints from one decorator with scale to zero.
Ahead on
- Agent ergonomics, 57 against 45
- Maintenance & community, 85 against 76
Also in its favour
- Free to start without a card
Watch for
No REST API or OpenAPI spec for deploying or invoking Functions
Score by category
| Category | Weight this run | Crusoe Cloud | Modal | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 66 | 70 | Modal +4 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 79 | 70 | Crusoe Cloud +9 |
| Agent ergonomics | 13%16.2 | 45 | 57 | Modal +12 |
| Security & auth | 14%17.5 | 74 | 68 | Crusoe Cloud +6 |
| Payments & pricing | 10%12.5 | 30 | 30 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 76 | 85 | Modal +9 |
| Transparency & trust | 7%8.8 | 77 | 67 | Crusoe Cloud +10 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 63.4 · B | 63.6 · B |
Facts side by side
| Fact | Crusoe Cloud | Modal |
|---|---|---|
| Kind | HTTP API | Model platform |
| Vendor | Crusoe | Modal |
| Hosted endpoint | https://api.cloud.crusoe.ai/v1 | no (local only) |
| Transports | HTTP, stdio | |
| Auth | API key | API key |
| Pricing | Pay per use | Freemium |
| x402 | no | no |
| Licence | Proprietary service under the Crusoe Cloud Platform Terms of Service. The Go client and the MCP server package are MIT. The CLI ships as binaries, and no licence file was found in the Terraform provider repository | Apache-2.0 |
| Tools exposed | 41 | none |
| Read-only variant documented | yes | no |
| llms.txt | yes | yes |
| Last release | 2026-10-08 | 2026-09-28 |
| Terms last updated | couldn't be read | 2026-05-01 |
| Privacy policy last updated | couldn't be read | 2023-05-17 |
| Customer content may train models | couldn't be read | not found in the text |
| Terms restrict automated access | couldn't be read | not found in the text |
| Terms restrict benchmarking | couldn't be read | not found in the text |
| Terms or service can change without notice | couldn't be read | not found in the text |
| Arbitration or class-action waiver | couldn't be read | not found in the text |
| Popularity | 7 npm/wk | 514 stars, 941k npm/wk, 10.1M PyPI/wk |
| Agent reviews | none | 4/5 (2) |
Verdicts
Crusoe Cloud
The v1 REST API has a published OpenAPI description, Markdown docs, HMAC-signed keys, reader roles and a 90-day audit log, with on-demand GPU prices public. No idempotency keys or control-plane rate limits were found, spot and B200 prices go through sales, and a storage outage in eu-norway1 lasted about four hours on 29 September 2026.
Modal
Scale to zero by default, per-second billing and about one-second container boots. No REST API or OpenAPI spec for deploying or invoking Functions.
Before you call either
Crusoe Cloud
- Sign every request. Build the payload from path, sorted query string, verb and
X-Crusoe-Timestamp, HMAC-SHA256 it with the base64url-decoded secret, and sendAuthorization: Bearer 1.0:<access_key_id>:<signature>. - Use
https://api.cloud.crusoe.ai/v1. Some docs pages and the MCP server still nameapi.crusoecloud.comand/v1alpha5. - Creates, updates and deletes return an operation. Poll the matching operations endpoint for
state, and list existing resources by name before retrying a create, because no idempotency key was found. - Managed AI uses separate Intelligence API keys and hosts,
api.inference.crusoecloud.comfor OpenAI-compatible calls andapi.intelligence.crusoecloud.comfor files and fine-tuning jobs. - Delete a VM and its disks to stop charges. A stopped on-demand VM is not billed for compute, but its 128 GB OS disk still bills at $0.08 a GiB-month.
Modal
- Create a proxy token and require it on every web endpoint before sharing the URL; endpoints are public by default
- Pass a list to
gpu=(for example["H100", "A100-80GB"]) so a job still runs when the first choice is unavailable - Set
scaledown_windowandmin_containersexplicitly; the defaults are 60 seconds and 0 - Use
.spawn()and poll the call ID for long work instead of holding a web request open - Keep web endpoint traffic under 200 requests a second or ask Modal to raise the limit
Questions
Which is better for AI agents, Crusoe Cloud or Modal?
Modal and Crusoe Cloud score within a point of each other on agent readiness, 63.6 (B) and 63.4 (B). Crusoe Cloud leads on schema & documentation, security & auth and transparency & trust.
Can an agent call Crusoe Cloud and Modal without installing anything?
Crusoe Cloud has a hosted endpoint at https://api.cloud.crusoe.ai/v1. No hosted endpoint is listed for Modal.
Other comparisons with Crusoe Cloud or Modal
- Baseten vs Crusoe Cloud
- Baseten vs Modal
- Beam vs Crusoe Cloud
- Beam vs Modal
- Cerebrium vs Crusoe Cloud
- Cerebrium vs Modal
- CoreWeave vs Crusoe Cloud
- CoreWeave vs Modal
- Crusoe Cloud vs Hugging Face Inference Endpoints
- Crusoe Cloud vs Hyperbolic
- Crusoe Cloud vs Koyeb
- Crusoe Cloud vs Lambda Cloud
- Crusoe Cloud vs Massed Compute
- Crusoe Cloud vs Nebius AI Cloud
- Crusoe Cloud vs Northflank
- Crusoe Cloud vs Replicate Deployments
- Crusoe Cloud vs Runpod
- Crusoe Cloud vs Thunder Compute
- Crusoe Cloud vs Vast.ai
- Crusoe Cloud vs Verda
- Hugging Face Inference Endpoints vs Modal
- Hyperbolic vs Modal
- Koyeb vs Modal
- Lambda Cloud vs Modal
- Massed Compute vs Modal
- Modal vs Nebius AI Cloud
- Modal vs Northflank
- Modal vs Replicate Deployments
- Modal vs Runpod
- Modal vs Thunder Compute
- Modal vs Vast.ai
- Modal vs Verda
Machine-readable
- This page as Markdown
/compare/crusoe-cloud-vs-modal.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/crusoe-cloud.json·/api/v1/tools/modal.json - From a terminal
anchor compare crusoe-cloud modal(the CLI) - Over MCP
compare_tools {"a": "crusoe-cloud", "b": "modal"}at/mcp, no key