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

Cloudflare Workers AI B

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

SambaCloud B

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

CategoryWeight this runCloudflare Workers AISambaCloudEdge
Reliability16%206685SambaCloud +19
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28081SambaCloud +1
Agent ergonomics13%16.27567Cloudflare Workers AI +8
Security & auth14%17.57758Cloudflare Workers AI +19
Payments & pricing10%12.55240Cloudflare Workers AI +12
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87277SambaCloud +5
Transparency & trust7%8.87663Cloudflare Workers AI +13
Negative events≤15-3-2
Total68.3 · B66.4 · B

Facts side by side

FactCloudflare Workers AISambaCloud
KindModel APIModel API
VendorCloudflare, Inc.SambaNova Systems, Inc.
Hosted endpointhttps://api.cloudflare.com/client/v4/accounts/{account_id}/aihttps://api.sambanova.ai/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingFreemiumFreemium
x402payer tooling onlyno
LicenceProprietary 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-ClauseProprietary service under the SambaCloud Terms of Service. The SDKs and the OpenAPI document are Apache-2.0
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-012026-09-17
Terms last updated2025-09-12no date given
Privacy policy last updatedno date given2023-05-27
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessyesnot found in the text
Terms restrict benchmarkingnot found in the textyes
Terms or service can change without noticeyesnot found in the text
Arbitration or class-action waiveryesnot found in the text
Popularity380k npm/wk2 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

  1. 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
  2. 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
  3. Set options.rejectIfBusy to fail fast, or add ?queueRequest=true for the batch route when the answer can wait
  4. Send the same x-session-affinity value on every turn of a session to reach the prefix cache and the cached-input price
  5. Keep paid frontier models under 20 requests a minute per model, or 50 with prepaid AI Gateway credits

SambaCloud

  1. Call GET https://api.sambanova.ai/v1/models at start-up and use only ids it returns. The docs name models the endpoint no longer lists
  2. Read x-ratelimit-remaining-requests and x-ratelimit-remaining-requests-day on every response. The free tier allows 20 requests a day per model
  3. Treat 429 queue_full and 503 maintenance as retryable after a delay, and 410 model_deprecated as a signal to change model
  4. Validate JSON output yourself. Schema enforcement is best effort and strict: true changes nothing
  5. Check max_completion_tokens per 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.

Other comparisons with Cloudflare Workers AI or SambaCloud

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