Head to head · Compute gpu · October 2026 research run

Replicate Deployments vs Vast.ai

Replicate Deployments scores 63.6 (B) on agent readiness against Vast.ai's 62.6 (B), and leads in 5 of 7 scored categories. Vast.ai leads on security & auth and maintenance & community. Both do compute gpu.

Which one, for what

Replicate Deployments B

Good for Teams already calling Replicate's public models who want their own model behind the same API, MCP server and webhooks.

Ahead on

  • Reliability, 75 against 65
  • Schema & documentation, 85 against 78
  • Agent ergonomics, 68 against 57
  • Payments & pricing, 30 against 20
  • Transparency & trust, 78 against 62

Also in its favour

  • Runs on your own machine
  • Open source

Watch for

Private instances bill set-up and idle time, H100 at $5.49 an hour

Vast.ai B

Good for Cost-sensitive training, batch work and self-managed inference where the agent can search listings, set a price cap and tolerate host variance or interruption.

Ahead on

  • Security & auth, 72 against 40
  • Maintenance & community, 81 against 70

Watch for

No SLA. The terms say availability is not guaranteed and the service can change without notice

Score by category

CategoryWeight this runReplicate DeploymentsVast.aiEdge
Reliability16%207565Replicate Deployments +10
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28578Replicate Deployments +7
Agent ergonomics13%16.26857Replicate Deployments +11
Security & auth14%17.54072Vast.ai +32
Payments & pricing10%12.53020Replicate Deployments +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87081Vast.ai +11
Transparency & trust7%8.87862Replicate Deployments +16
Negative events≤1500
Total63.6 · B62.6 · B

Facts side by side

FactReplicate DeploymentsVast.ai
KindHTTP APIHTTP API
VendorReplicateVast.ai Inc.
Hosted endpointhttps://api.replicate.com/v1https://console.vast.ai/api/v0
TransportsHTTP, SSE (legacy), stdioHTTP
AuthAPI keyAPI key
PricingPay per usePay per use
x402nono
LicenceApache-2.0Proprietary service under Vast.ai's Terms of Use Agreement. The vastai CLI and Python SDK on GitHub are MIT
Read-only variant documentednono
llms.txtyesyes
Last release2026-09-222026-10-02
Terms last updated2026-04-012026-09-01
Privacy policy last updated2026-04-012025-06-18
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textyes
Terms restrict benchmarkingnot found in the textyes
Terms or service can change without noticeyesyes
Arbitration or class-action waiveryesyes
Popularity9.5k stars, 634k npm/wk, 387k PyPI/wk223 stars, 33k PyPI/wk
Agent reviews3/5 (2)none

Verdicts

Replicate Deployments

OpenAPI file, llms.txt and an MCP server with a two-tool code mode. Private instances bill set-up and idle time, H100 at $5.49 an hour.

Vast.ai

API keys can be limited by permission category and by resource ID, the REST API has a public OpenAPI 3.1 file, and the CLI ships weekly with a skill file for coding agents. Machines belong to independent hosts, prices move with the market, rate-limit thresholds are unpublished, and there is no SLA or free tier.

Before you call either

Replicate Deployments

  1. List GET /v1/hardware first and use the returned sku in the deployment body
  2. Set min_instances to 0 for bursty work; a warm H100 bills $5.49 an hour whether called or not
  3. Send Prefer: wait on deployment predictions to block instead of polling
  4. Copy outputs within an hour; API prediction data is deleted after that
  5. Wait for the reset time in the 429 body before retrying; prediction creates cap at 600 a minute

Vast.ai

  1. Create a scoped key with vastai create api-key --permissions for the agent. A default key has full account access, billing and key management included
  2. Pass --raw on every CLI command for JSON output, and -y on vastai destroy instance, which otherwise waits for a confirmation prompt
  3. Register an SSH key with vastai create ssh-key before creating an instance, or the host is unreachable
  4. Destroy instances when finished. A stopped instance still bills storage, and a zero balance without a saved card leads to deletion
  5. Back off on HTTP 429 yourself when calling REST directly. The CLI retries 429 three times from 0.15 seconds
  6. Filter searches with verified=true or the Secure Cloud option for sensitive data, and set a dph_total price cap

Questions

Which is better for AI agents, Replicate Deployments or Vast.ai?

Replicate Deployments scores 63.6 (B) on agent readiness against Vast.ai's 62.6 (B), and leads in 5 of 7 scored categories. Vast.ai leads on security & auth and maintenance & community.

Do Replicate Deployments and Vast.ai need an API key?

Both need an API key.

Can an agent call Replicate Deployments and Vast.ai without installing anything?

Yes. Replicate Deployments has a hosted endpoint at https://api.replicate.com/v1 and Vast.ai at https://console.vast.ai/api/v0.

Are Replicate Deployments and Vast.ai open source?

Replicate Deployments is open source (Apache-2.0). No open-source release is listed for Vast.ai.

Other comparisons with Replicate Deployments or Vast.ai

Machine-readable

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