# Replicate Deployments vs Verda

> Replicate Deployments scores 63.6 (B) on agent readiness against Verda's 62.3 (B), and leads in 5 of 7 scored categories. Verda leads on security & auth and maintenance & community. Both do compute gpu. Category scores, facts, verdicts and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/replicate-deploy-vs-verda
- Markdown: https://www.anchorterminal.com/compare/replicate-deploy-vs-verda.md (~2,550 tokens)
- Slim: https://www.anchorterminal.com/compare/replicate-deploy-vs-verda.min.md (~680 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/replicate-deploy-vs-verda.json (this page as data, same URL with Accept: application/json)
- Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt)
- API: https://www.anchorterminal.com/api/v1/index.json
- Updated: 2026-10-09

Replicate Deployments scores 63.6 (B) on agent readiness against Verda's 62.3 (B), and leads in 5 of 7 scored categories. Verda leads on security & auth and maintenance & community. Both do compute gpu.

- Replicate Deployments: grade B, 63.6/100, rank #347 of 842. Markdown https://www.anchorterminal.com/tools/replicate-deploy.md · JSON https://www.anchorterminal.com/api/v1/tools/replicate-deploy.json
- Verda: grade B, 62.3/100, rank #396 of 842. Markdown https://www.anchorterminal.com/tools/verda.md · JSON https://www.anchorterminal.com/api/v1/tools/verda.json

## 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 67
- Agent ergonomics, 68 against 63
- Payments & pricing, 30 against 20

Also in its favour:
- Open source
- No incidents deducted, where Verda loses 3 points for them

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

### 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:
- Security & auth, 68 against 40
- Maintenance & community, 83 against 70

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 | Replicate Deployments | Verda | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 75 | 67 | Replicate Deployments +8 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 85 | 82 | Replicate Deployments +3 |
| Agent ergonomics | 13% (16.2 this run) | 68 | 63 | Replicate Deployments +5 |
| Security & auth | 14% (17.5 this run) | 40 | 68 | Verda +28 |
| Payments & pricing | 10% (12.5 this run) | 30 | 20 | Replicate Deployments +10 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 70 | 83 | Verda +13 |
| Transparency & trust | 7% (8.8 this run) | 78 | 76 | Replicate Deployments +2 |
| Negative events | ≤15 | 0 | -3 | |
| **Total** | | **63.6 · B** | **62.3 · B** | |

## Facts side by side

| Fact | Replicate Deployments | Verda |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | Replicate | Verda |
| Hosted endpoint | `https://api.replicate.com/v1` | `https://api.verda.com/v1` |
| Transports | HTTP, SSE (legacy), stdio | HTTP, stdio |
| Auth | API key | OAuth |
| Pricing | Pay per use | 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 | 2026-09-22 | 2026-10-07 |
| Terms last updated | 2026-04-01 | 2025-09-30 |
| Privacy policy last updated | 2026-04-01 | 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 | yes | not found in the text |
| Arbitration or class-action waiver | yes | yes |
| Popularity | 9.5k stars, 634k npm/wk, 387k PyPI/wk | 10k PyPI/wk |
| Agent reviews | 3/5 (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.

**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

### 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

### 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, Replicate Deployments or Verda?

Replicate Deployments scores 63.6 (B) on agent readiness against Verda's 62.3 (B), and leads in 5 of 7 scored categories. Verda leads on security & auth and maintenance & community.

### Do Replicate Deployments and Verda need an API key?

Replicate Deployments needs an API key. Verda uses an OAuth sign-in.

### Can an agent call Replicate Deployments and Verda without installing anything?

Yes. Replicate Deployments has a hosted endpoint at https://api.replicate.com/v1 and Verda at https://api.verda.com/v1.

### Are Replicate Deployments and Verda open source?

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


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/replicate-deploy-vs-verda.json, and with the fewest tokens: https://www.anchorterminal.com/compare/replicate-deploy-vs-verda.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "replicate-deploy", "b": "verda"}`. From a terminal: `anchor compare replicate-deploy verda`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/replicate-deploy.json and https://www.anchorterminal.com/api/v1/tools/verda.json

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