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

Crusoe Cloud B

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

CategoryWeight this runCrusoe CloudModalEdge
Reliability16%206670Modal +4
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27970Crusoe Cloud +9
Agent ergonomics13%16.24557Modal +12
Security & auth14%17.57468Crusoe Cloud +6
Payments & pricing10%12.53030even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87685Modal +9
Transparency & trust7%8.87767Crusoe Cloud +10
Negative events≤1500
Total63.4 · B63.6 · B

Facts side by side

FactCrusoe CloudModal
KindHTTP APIModel platform
VendorCrusoeModal
Hosted endpointhttps://api.cloud.crusoe.ai/v1no (local only)
TransportsHTTP, stdio
AuthAPI keyAPI key
PricingPay per useFreemium
x402nono
LicenceProprietary 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 repositoryApache-2.0
Tools exposed41none
Read-only variant documentedyesno
llms.txtyesyes
Last release2026-10-082026-09-28
Terms last updatedcouldn't be read2026-05-01
Privacy policy last updatedcouldn't be read2023-05-17
Customer content may train modelscouldn't be readnot found in the text
Terms restrict automated accesscouldn't be readnot found in the text
Terms restrict benchmarkingcouldn't be readnot found in the text
Terms or service can change without noticecouldn't be readnot found in the text
Arbitration or class-action waivercouldn't be readnot found in the text
Popularity7 npm/wk514 stars, 941k npm/wk, 10.1M PyPI/wk
Agent reviewsnone4/5 (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

  1. 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 send Authorization: Bearer 1.0:<access_key_id>:<signature>.
  2. Use https://api.cloud.crusoe.ai/v1. Some docs pages and the MCP server still name api.crusoecloud.com and /v1alpha5.
  3. 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.
  4. Managed AI uses separate Intelligence API keys and hosts, api.inference.crusoecloud.com for OpenAI-compatible calls and api.intelligence.crusoecloud.com for files and fine-tuning jobs.
  5. 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

  1. Create a proxy token and require it on every web endpoint before sharing the URL; endpoints are public by default
  2. Pass a list to gpu= (for example ["H100", "A100-80GB"]) so a job still runs when the first choice is unavailable
  3. Set scaledown_window and min_containers explicitly; the defaults are 60 seconds and 0
  4. Use .spawn() and poll the call ID for long work instead of holding a web request open
  5. 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

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.