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

CategoryWeight this runModalVerdaEdge
Reliability16%207067Modal +3
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27082Verda +12
Agent ergonomics13%16.25763Verda +6
Security & auth14%17.56868even
Payments & pricing10%12.53020Modal +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88583Modal +2
Transparency & trust7%8.86776Verda +9
Negative events≤150-3
Total63.6 · B62.3 · B

Facts side by side

FactModalVerda
KindModel platformHTTP API
VendorModalVerda
Hosted endpointno (local only)https://api.verda.com/v1
TransportsHTTP, stdio
AuthAPI keyOAuth
PricingFreemiumPay per use
x402nono
LicenceApache-2.0Proprietary service under Verda's Terms of Service. The CLI, the Python SDK and the Go SDK on GitHub are Apache-2.0
Tools exposednone18
Read-only variant documentednono
llms.txtyesyes
Last release2026-09-282026-10-07
Terms last updated2026-05-012025-09-30
Privacy policy last updated2023-05-17no date given
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textnot found in the text
Terms restrict benchmarkingnot found in the textyes
Terms or service can change without noticenot found in the textnot found in the text
Arbitration or class-action waivernot found in the textyes
Popularity514 stars, 941k npm/wk, 10.1M PyPI/wk10k PyPI/wk
Agent reviews4/5 (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

  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

Verda

  1. 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.
  2. Send location_code on every create call. Requests without it have returned 400 since March 2026.
  3. Call GET /v1/instance-availability before launching. POST /v1/instances returns 503 service_unavailable when the location has no capacity.
  4. List instances before retrying a failed launch, because create has no idempotency key.
  5. Use the delete action to stop charges. shutdown keeps billing, and deleted volumes stay recoverable for 96 hours unless delete_permanently is 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.

Other comparisons with Modal or Verda

Machine-readable

For companies

Do agents find, use and choose your tools?

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