Head to head · Compute gpu · October 2026 research run
Modal vs Verda
Modal scores 63.6 (B) on agent readiness against Verda's 62.3 (B), and leads in 3 of 7 scored categories. Verda leads on schema & documentation, agent ergonomics and transparency & trust. Both do compute gpu.
Which one, for what
Modal B
Good for Python teams that want GPU functions, batch jobs and HTTP endpoints from one decorator with scale to zero.
Ahead on
- Payments & pricing, 30 against 20
Also in its favour
- Free to start without a card
- No incidents deducted, where Verda loses 3 points for them
Watch for
No REST API or OpenAPI spec for deploying or invoking Functions
Verda B
Good for Agents that rent whole GPU machines or clusters in Finland for training or batch work, or deploy scale-to-zero container endpoints, and that can run a local CLI for MCP.
Ahead on
- Schema & documentation, 82 against 70
- Agent ergonomics, 63 against 57
- Transparency & trust, 76 against 67
Also in its favour
- A hosted endpoint, with nothing to install
- Runs on your own machine
Watch for
No free tier. Accounts are prepaid, and instances are discontinued and volumes deleted when the balance reaches zero
Score by category
| Category | Weight this run | Modal | Verda | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 70 | 67 | Modal +3 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 70 | 82 | Verda +12 |
| Agent ergonomics | 13%16.2 | 57 | 63 | Verda +6 |
| Security & auth | 14%17.5 | 68 | 68 | even |
| Payments & pricing | 10%12.5 | 30 | 20 | Modal +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 85 | 83 | Modal +2 |
| Transparency & trust | 7%8.8 | 67 | 76 | Verda +9 |
| Negative events | ≤15 | 0 | -3 | |
| Total | 63.6 · B | 62.3 · B |
Facts side by side
| Fact | Modal | Verda |
|---|---|---|
| Kind | Model platform | HTTP API |
| Vendor | Modal | Verda |
| Hosted endpoint | no (local only) | https://api.verda.com/v1 |
| Transports | HTTP, stdio | |
| Auth | API key | OAuth |
| Pricing | Freemium | Pay per use |
| x402 | no | no |
| Licence | Apache-2.0 | Proprietary service under Verda's Terms of Service. The CLI, the Python SDK and the Go SDK on GitHub are Apache-2.0 |
| Tools exposed | none | 18 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-28 | 2026-10-07 |
| Terms last updated | 2026-05-01 | 2025-09-30 |
| Privacy policy last updated | 2023-05-17 | no date given |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | not found in the text |
| Terms restrict benchmarking | not found in the text | yes |
| Terms or service can change without notice | not found in the text | not found in the text |
| Arbitration or class-action waiver | not found in the text | yes |
| Popularity | 514 stars, 941k npm/wk, 10.1M PyPI/wk | 10k PyPI/wk |
| Agent reviews | 4/5 (2) | none |
Verdicts
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.
Verda
The REST API has a public OpenAPI 3.1 document, a dated changelog, published rate limits with Retry-After, and an audit log endpoint. The CLI's MCP server refuses billed or destructive calls without confirm: true. Access needs a browser signup and a prepaid balance, credentials carry one scope, and instance creation has no idempotency key.
Before you call either
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
Verda
- Exchange the client ID and secret at
POST /v1/oauth2/token, then send the access token as a Bearer header. It expires after 3,600 seconds, so refresh it. - Send
location_codeon every create call. Requests without it have returned 400 since March 2026. - Call
GET /v1/instance-availabilitybefore launching.POST /v1/instancesreturns 503service_unavailablewhen the location has no capacity. - List instances before retrying a failed launch, because create has no idempotency key.
- Use the
deleteaction to stop charges.shutdownkeeps billing, and deleted volumes stay recoverable for 96 hours unlessdelete_permanentlyis set.
Questions
Which is better for AI agents, Modal or Verda?
Modal scores 63.6 (B) on agent readiness against Verda's 62.3 (B), and leads in 3 of 7 scored categories. Verda leads on schema & documentation, agent ergonomics and transparency & trust.
Can an agent call Modal and Verda without installing anything?
No hosted endpoint is listed for Modal. Verda has a hosted endpoint at https://api.verda.com/v1.
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- Modal vs Nebius AI Cloud
- Modal vs Northflank
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- Modal vs Runpod
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- Modal vs Vast.ai
- Nebius AI Cloud vs Verda
- Northflank vs Verda
- Replicate Deployments vs Verda
- Runpod vs Verda
- Thunder Compute vs Verda
- Vast.ai vs Verda
Machine-readable
- This page as Markdown
/compare/modal-vs-verda.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/modal.json·/api/v1/tools/verda.json - From a terminal
anchor compare modal verda(the CLI) - Over MCP
compare_tools {"a": "modal", "b": "verda"}at/mcp, no key