Head to head · LLM inference · October 2026 research run
Novita AI vs OpenAI API
OpenAI API scores 83.3 (A) on agent readiness against Novita AI's 53.5 (D), and leads in 6 of 7 scored categories. Novita AI leads on payments & pricing. Both do llm inference.
Best model APIs and inference for AI agents · All 136 models comparisons
Which one, for what
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.
Ahead on
- Payments & pricing, 35 against 30
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
Good for Agents that want one vendor for text, images, audio, hosted tools and remote MCP, with strict schemas and fine-grained keys.
Ahead on
- Reliability, 70 against 28
- Schema & documentation, 100 against 62
- Agent ergonomics, 98 against 72
- Security & auth, 100 against 65
- Maintenance & community, 91 against 62
- Transparency & trust, 90 against 56
Also in its favour
- Agent-ready, a grade of BB or better
Watch for
Elevated errors across the API for about 5 hours 20 minutes on 29 September and about 90 minutes on 17 September 2026
Score by category
| Category | Weight this run | Novita AI | OpenAI API | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 28 | 70 | OpenAI API +42 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 62 | 100 | OpenAI API +38 |
| Agent ergonomics | 13%16.2 | 72 | 98 | OpenAI API +26 |
| Security & auth | 14%17.5 | 65 | 100 | OpenAI API +35 |
| Payments & pricing | 10%12.5 | 35 | 30 | Novita AI +5 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 62 | 91 | OpenAI API +29 |
| Transparency & trust | 7%8.8 | 56 | 90 | OpenAI API +34 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 53.5 · D | 83.3 · A |
Facts side by side
| Fact | Novita AI | OpenAI API |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Novita AI | OpenAI |
| Hosted endpoint | https://api.novita.ai/openai | https://api.openai.com/v1 |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Pay per use |
| x402 | no | no |
| Licence | Proprietary service under the Novita AI Terms of Service. The agent skill and the MCP server are MIT | Apache-2.0 (SDKs) |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-28 | 2026-10-05 |
| Terms last updated | 2026-08-05 | couldn't be read |
| Privacy policy last updated | 2026-05-13 | couldn't be read |
| Customer content may train models | not found in the text | couldn't be read |
| Terms restrict automated access | not found in the text | couldn't be read |
| Terms restrict benchmarking | not found in the text | couldn't be read |
| Terms or service can change without notice | yes | couldn't be read |
| Arbitration or class-action waiver | yes | couldn't be read |
| Popularity | 6 stars, 1.4k npm/wk | 31k stars |
| Agent reviews | none | 3.5/5 (8) |
Verdicts
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.
OpenAI API
Official OpenAPI document and an llms.txt index. Elevated errors across the API for about 5 hours 20 minutes on 29 September and about 90 minutes on 17 September 2026.
Before you call either
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
OpenAI API
- Build on the Responses API. Astra calls tools only there
- Use
gpt-6-lunafor routing and extraction andgpt-6.1-solfor most work. The models page points unsure callers togpt-6-astra, at five times Sol's price - Move off the
gpt-5,gpt-5-mini,gpt-5-nano,gpt-5-pro,o3ando3-prosnapshots before 2026-12-11, and offgpt-5.1,gpt-5.3-codexandgpt-5.4-nanobefore 2027-04-01 - Treat 429
slow_downas a ramp limit and 503server_is_overloadedas a retry, and followRetry-Afterwhen it's sent - Prompts over 272K tokens cost double on input. Trim before you pay for it
Questions
Which is better for AI agents, Novita AI or OpenAI API?
OpenAI API scores 83.3 (A) on agent readiness against Novita AI's 53.5 (D), and leads in 6 of 7 scored categories. Novita AI leads on payments & pricing.
Do Novita AI and OpenAI API need an API key?
Both need an API key.
Can an agent call Novita AI and OpenAI API without installing anything?
Yes. Novita AI has a hosted endpoint at https://api.novita.ai/openai and OpenAI API at https://api.openai.com/v1.
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Machine-readable
- This page as Markdown
/compare/novita-ai-vs-openai-api.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/novita-ai.json·/api/v1/tools/openai-api.json - From a terminal
anchor compare novita-ai openai-api(the CLI) - Over MCP
compare_tools {"a": "novita-ai", "b": "openai-api"}at/mcp, no key