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
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
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
| Category | Weight this run | Cloudflare Workers AI | Novita AI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 66 | 28 | Cloudflare Workers AI +38 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 80 | 62 | Cloudflare Workers AI +18 |
| Agent ergonomics | 13%16.2 | 75 | 72 | Cloudflare Workers AI +3 |
| Security & auth | 14%17.5 | 77 | 65 | Cloudflare Workers AI +12 |
| Payments & pricing | 10%12.5 | 52 | 35 | Cloudflare Workers AI +17 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 72 | 62 | Cloudflare Workers AI +10 |
| Transparency & trust | 7%8.8 | 76 | 56 | Cloudflare Workers AI +20 |
| Negative events | ≤15 | -3 | 0 | |
| Total | 68.3 · B | 53.5 · D |
Facts side by side
| Fact | Cloudflare Workers AI | Novita AI |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Cloudflare, Inc. | Novita AI |
| Hosted endpoint | https://api.cloudflare.com/client/v4/accounts/{account_id}/ai | https://api.novita.ai/openai |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Freemium | Pay per use |
| 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 Novita AI Terms of Service. The agent skill and the MCP server are MIT |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-01 | 2026-09-28 |
| Terms last updated | 2025-09-12 | 2026-08-05 |
| Privacy policy last updated | no date given | 2026-05-13 |
| 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 | not found in the text |
| Terms or service can change without notice | yes | yes |
| Arbitration or class-action waiver | yes | yes |
| Popularity | 380k npm/wk | 6 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
- 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
Novita AI
- Set the OpenAI client base URL to
https://api.novita.ai/openaiand send the key asAuthorization: Bearer. Keys start withsk_ - 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 - On 429, check whether the code is
RATE_LIMIT_EXCEEDEDorTOKEN_LIMIT_EXCEEDEDand back off exponentially. NoRetry-Afterheader is documented - Read the changelog for retirement notices before pinning a model id. One retirement in October 2026 came with 11 days' notice
- 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.
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Machine-readable
- This page as Markdown
/compare/cloudflare-workers-ai-vs-novita-ai.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/cloudflare-workers-ai.json·/api/v1/tools/novita-ai.json - From a terminal
anchor compare cloudflare-workers-ai novita-ai(the CLI) - Over MCP
compare_tools {"a": "cloudflare-workers-ai", "b": "novita-ai"}at/mcp, no key