Head to head · LLM inference · October 2026 research run

Cloudflare Workers AI vs Novita AI

Cloudflare Workers AI scores 68.3 (B) on agent readiness against Novita AI's 53.5 (D), and leads in every scored category. 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

  • Reliability, 66 against 28
  • Schema & documentation, 80 against 62
  • Security & auth, 77 against 65
  • Payments & pricing, 52 against 35
  • Maintenance & community, 72 against 62
  • Transparency & trust, 76 against 56

Watch for

No SLA for Workers AI was found in the docs or the agreements read

Novita AI D

Good for Agents that want many open-weight models at per-token prices behind one OpenAI-style key, with keys that can be limited by model, IP and expiry.

Also in its favour

  • No incidents deducted, where Cloudflare Workers AI loses 3 points for them

Watch for

No status page or SLA was found on the home page, the docs index or the docs site map. The home page states 99.5% uptime with no supporting document

Score by category

CategoryWeight this runCloudflare Workers AINovita AIEdge
Reliability16%206628Cloudflare Workers AI +38
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28062Cloudflare Workers AI +18
Agent ergonomics13%16.27572Cloudflare Workers AI +3
Security & auth14%17.57765Cloudflare Workers AI +12
Payments & pricing10%12.55235Cloudflare Workers AI +17
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87262Cloudflare Workers AI +10
Transparency & trust7%8.87656Cloudflare Workers AI +20
Negative events≤15-30
Total68.3 · B53.5 · D

Facts side by side

FactCloudflare Workers AINovita AI
KindModel APIModel API
VendorCloudflare, Inc.Novita AI
Hosted endpointhttps://api.cloudflare.com/client/v4/accounts/{account_id}/aihttps://api.novita.ai/openai
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingFreemiumPay per use
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 Novita AI Terms of Service. The agent skill and the MCP server are MIT
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-012026-09-28
Terms last updated2025-09-122026-08-05
Privacy policy last updatedno date given2026-05-13
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 textnot found in the text
Terms or service can change without noticeyesyes
Arbitration or class-action waiveryesyes
Popularity380k npm/wk6 stars, 1.4k npm/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.

Novita AI

Per-token prices for about 140 language models are public, and each key can carry an expiry, a model allowlist and a source IP allowlist. No status page, SLA or security.txt was found, the per-model rate limit figures are drawn by script, and both vendor SDK repositories are archived while the docs still point to them.

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

Novita AI

  1. Set the OpenAI client base URL to https://api.novita.ai/openai and send the key as Authorization: Bearer. Keys start with sk_
  2. Do not close a connection to stop generation. A request that reached the model is billed in full under status 499, so cap output with max_tokens
  3. On 429, check whether the code is RATE_LIMIT_EXCEEDED or TOKEN_LIMIT_EXCEEDED and back off exponentially. No Retry-After header is documented
  4. Read the changelog for retirement notices before pinning a model id. One retirement in October 2026 came with 11 days' notice
  5. Ask the account owner for a key with an expiry, a model access policy and an IP allowlist. Keys are created and deleted only in the console

Questions

Which is better for AI agents, Cloudflare Workers AI or Novita AI?

Cloudflare Workers AI scores 68.3 (B) on agent readiness against Novita AI's 53.5 (D), and leads in every scored category.

Do Cloudflare Workers AI and Novita AI need an API key?

Both need an API key.

Can an agent call Cloudflare Workers AI and Novita AI without installing anything?

Yes. Cloudflare Workers AI has a hosted endpoint at https://api.cloudflare.com/client/v4/accounts/{account_id}/ai and Novita AI at https://api.novita.ai/openai.

Other comparisons with Cloudflare Workers AI or Novita AI

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