Head to head · LLM inference · October 2026 research run
Cloudflare Workers AI vs SambaCloud
Cloudflare Workers AI scores 68.3 (B) on agent readiness against SambaCloud's 66.4 (B), and leads in 4 of 7 scored categories. SambaCloud leads on reliability and maintenance & community. Both do llm inference.
Best model APIs and inference for AI agents · All 136 models comparisons
Which one, for what
Good for Agents that already run on Cloudflare Workers, or that want open-weight chat, embedding, reranking, speech and image models behind one token with a free daily allowance.
Ahead on
- Agent ergonomics, 75 against 67
- Security & auth, 77 against 58
- Payments & pricing, 52 against 40
- Transparency & trust, 76 against 63
Watch for
No SLA for Workers AI was found in the docs or the agreements read
Good for Agents that want open-weight models behind an OpenAI or Anthropic client with a free start and prices an agent can read from the API.
Ahead on
- Reliability, 85 against 66
- Maintenance & community, 77 against 72
Also in its favour
- Free to start without a card
Watch for
Production models get a notice of two to three weeks, and 13 model ids were removed between 9 March and 9 June 2026
Score by category
| Category | Weight this run | Cloudflare Workers AI | SambaCloud | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 66 | 85 | SambaCloud +19 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 80 | 81 | SambaCloud +1 |
| Agent ergonomics | 13%16.2 | 75 | 67 | Cloudflare Workers AI +8 |
| Security & auth | 14%17.5 | 77 | 58 | Cloudflare Workers AI +19 |
| Payments & pricing | 10%12.5 | 52 | 40 | Cloudflare Workers AI +12 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 72 | 77 | SambaCloud +5 |
| Transparency & trust | 7%8.8 | 76 | 63 | Cloudflare Workers AI +13 |
| Negative events | ≤15 | -3 | -2 | |
| Total | 68.3 · B | 66.4 · B |
Facts side by side
| Fact | Cloudflare Workers AI | SambaCloud |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Cloudflare, Inc. | SambaNova Systems, Inc. |
| Hosted endpoint | https://api.cloudflare.com/client/v4/accounts/{account_id}/ai | https://api.sambanova.ai/v1 |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Freemium | Freemium |
| x402 | payer tooling only | no |
| Licence | Proprietary service under Cloudflare's Self-Serve Subscription Agreement. Each hosted model carries its own open-weight licence, linked from its model page. The cloudflare SDKs are Apache-2.0, workers-ai-provider is MIT and the OpenAPI repository is BSD-3-Clause | Proprietary service under the SambaCloud Terms of Service. The SDKs and the OpenAPI document are Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-01 | 2026-09-17 |
| Terms last updated | 2025-09-12 | no date given |
| Privacy policy last updated | no date given | 2023-05-27 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | yes | 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 | not found in the text |
| Popularity | 380k npm/wk | 2 stars, 76 npm/wk, 6.1k PyPI/wk |
Verdicts
Cloudflare Workers AI
Per-model prices, rate limits and JSON Schemas are public, 10,000 neurons a day are free, and x402 payment is in beta on /ai/run for four models. No SLA was found, three models moved to paid-only access on 28 July 2026 with no notice, and several docs pages still use a model retired in May.
SambaCloud
Per-token prices and the model list are readable without a key at /v1/models, and a free tier needs no card. Production models get two to three weeks' notice before removal, 13 model ids left between March and June 2026, and the docs disagree with the live catalogue on MiniMax-M2.7.
Before you call either
Cloudflare Workers AI
- Check the model page before calling. Seven models need Workers Paid or AI Gateway credits and return 403 with code 5035 on the Free plan
- Read the internal code on a 429. 3036 means the day's 10,000 free neurons are spent until 00:00 UTC, 3040 means capacity, so retry later
- Set
options.rejectIfBusyto fail fast, or add?queueRequest=truefor the batch route when the answer can wait - Send the same
x-session-affinityvalue on every turn of a session to reach the prefix cache and the cached-input price - Keep paid frontier models under 20 requests a minute per model, or 50 with prepaid AI Gateway credits
SambaCloud
- Call
GET https://api.sambanova.ai/v1/modelsat start-up and use only ids it returns. The docs name models the endpoint no longer lists - Read
x-ratelimit-remaining-requestsandx-ratelimit-remaining-requests-dayon every response. The free tier allows 20 requests a day per model - Treat 429
queue_fulland 503maintenanceas retryable after a delay, and 410model_deprecatedas a signal to change model - Validate JSON output yourself. Schema enforcement is best effort and
strict: truechanges nothing - Check
max_completion_tokensper model. DeepSeek-V3.1 caps output at 7,168 tokens and Llama 3.3 70B at 3,072
Questions
Which is better for AI agents, Cloudflare Workers AI or SambaCloud?
Cloudflare Workers AI scores 68.3 (B) on agent readiness against SambaCloud's 66.4 (B), and leads in 4 of 7 scored categories. SambaCloud leads on reliability and maintenance & community.
Do Cloudflare Workers AI and SambaCloud need an API key?
Both need an API key.
Can an agent call Cloudflare Workers AI and SambaCloud without installing anything?
Yes. Cloudflare Workers AI has a hosted endpoint at https://api.cloudflare.com/client/v4/accounts/{account_id}/ai and SambaCloud at https://api.sambanova.ai/v1.
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- Cloudflare Workers AI vs GroqCloud
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- Cloudflare Workers AI vs OpenAI API
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- Cloudflare Workers AI vs Prism Inference
- Cloudflare Workers AI vs SiliconFlow
- Cohere Chat API (Command models) vs SambaCloud
- DeepInfra vs SambaCloud
- DeepSeek API vs SambaCloud
- Gemini Developer API vs SambaCloud
- GroqCloud vs SambaCloud
- Mistral AI API vs SambaCloud
- Novita AI vs SambaCloud
- OpenAI API vs SambaCloud
- OpenRouter vs SambaCloud
- SambaCloud vs SiliconFlow
- Prism Inference vs SambaCloud
Machine-readable
- This page as Markdown
/compare/cloudflare-workers-ai-vs-sambanova.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/cloudflare-workers-ai.json·/api/v1/tools/sambanova.json - From a terminal
anchor compare cloudflare-workers-ai sambanova(the CLI) - Over MCP
compare_tools {"a": "cloudflare-workers-ai", "b": "sambanova"}at/mcp, no key