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

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.

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

OpenAI API A

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

CategoryWeight this runNovita AIOpenAI APIEdge
Reliability16%202870OpenAI API +42
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.262100OpenAI API +38
Agent ergonomics13%16.27298OpenAI API +26
Security & auth14%17.565100OpenAI API +35
Payments & pricing10%12.53530Novita AI +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86291OpenAI API +29
Transparency & trust7%8.85690OpenAI API +34
Negative events≤1500
Total53.5 · D83.3 · A

Facts side by side

FactNovita AIOpenAI API
KindModel APIModel API
VendorNovita AIOpenAI
Hosted endpointhttps://api.novita.ai/openaihttps://api.openai.com/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per usePay per use
x402nono
LicenceProprietary service under the Novita AI Terms of Service. The agent skill and the MCP server are MITApache-2.0 (SDKs)
Read-only variant documentednono
llms.txtyesyes
Last release2026-09-282026-10-05
Terms last updated2026-08-05couldn't be read
Privacy policy last updated2026-05-13couldn't be read
Customer content may train modelsnot found in the textcouldn't be read
Terms restrict automated accessnot found in the textcouldn't be read
Terms restrict benchmarkingnot found in the textcouldn't be read
Terms or service can change without noticeyescouldn't be read
Arbitration or class-action waiveryescouldn't be read
Popularity6 stars, 1.4k npm/wk31k stars
Agent reviewsnone3.5/5 (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

  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

OpenAI API

  1. Build on the Responses API. Astra calls tools only there
  2. Use gpt-6-luna for routing and extraction and gpt-6.1-sol for most work. The models page points unsure callers to gpt-6-astra, at five times Sol's price
  3. Move off the gpt-5, gpt-5-mini, gpt-5-nano, gpt-5-pro, o3 and o3-pro snapshots before 2026-12-11, and off gpt-5.1, gpt-5.3-codex and gpt-5.4-nano before 2027-04-01
  4. Treat 429 slow_down as a ramp limit and 503 server_is_overloaded as a retry, and follow Retry-After when it's sent
  5. 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.

Other comparisons with Novita AI or OpenAI API

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.