Head to head · LLM inference · October 2026 research run

GroqCloud vs Novita AI

GroqCloud scores 75.6 (BB) 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

GroqCloud BB

Good for Many small, latency-sensitive calls on open-weight models, routing, extraction and classification, and agents that need to start free.

Ahead on

  • Reliability, 100 against 28
  • Agent ergonomics, 80 against 72
  • Security & auth, 77 against 65
  • Payments & pricing, 40 against 35
  • Maintenance & community, 72 against 62
  • Transparency & trust, 85 against 56

Also in its favour

  • Agent-ready, a grade of BB or better
  • Free to start without a card

Watch for

Four model shutdown dates between 2026-07-17 and 2026-09-21, with no stated minimum notice

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.

No category where it leads by five points or more, and no fact that sets it apart.

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 runGroqCloudNovita AIEdge
Reliability16%2010028GroqCloud +72
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26462GroqCloud +2
Agent ergonomics13%16.28072GroqCloud +8
Security & auth14%17.57765GroqCloud +12
Payments & pricing10%12.54035GroqCloud +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87262GroqCloud +10
Transparency & trust7%8.88556GroqCloud +29
Negative events≤1500
Total75.6 · BB53.5 · D

Facts side by side

FactGroqCloudNovita AI
KindModel APIModel API
VendorGroqNovita AI
Hosted endpointhttps://api.groq.com/openai/v1https://api.novita.ai/openai
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingFreemiumPay per use
x402nono
LicenceApache-2.0 (SDKs)Proprietary service under the Novita AI Terms of Service. The agent skill and the MCP server are MIT
Read-only variant documentednono
llms.txtyesyes
Last release2026-09-212026-09-28
Terms last updated2026-06-222026-08-05
Privacy policy last updated2025-11-122026-05-13
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textnot found in the text
Terms restrict benchmarkingyesnot found in the text
Terms or service can change without noticenot found in the textyes
Arbitration or class-action waivernot found in the textyes
Popularity619 stars6 stars, 1.4k npm/wk
Agent reviews3.5/5 (8)none

Verdicts

GroqCloud

Free plan with no card, at 30 requests a minute and 1,000 a day on gpt-oss. Four model shutdown dates between 2026-07-17 and 2026-09-21, with no stated minimum notice.

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

GroqCloud

  1. Call /models at start-up. Four model ids stopped working this quarter
  2. Read retry-after on a 429 and the x-ratelimit-remaining-tokens header before the next call
  3. Free plan allows 8,000 tokens a minute on gpt-oss, so keep prompts small or batch them
  4. Don't build on Qwen 3.8 27B. It's a preview and previews can go at short notice
  5. Treat a 498 as Flex capacity and retry later; 5xx responses aren't billed

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, GroqCloud or Novita AI?

GroqCloud scores 75.6 (BB) on agent readiness against Novita AI's 53.5 (D), and leads in every scored category.

Do GroqCloud and Novita AI need an API key?

Both need an API key.

Can an agent call GroqCloud and Novita AI without installing anything?

Yes. GroqCloud has a hosted endpoint at https://api.groq.com/openai/v1 and Novita AI at https://api.novita.ai/openai.

Other comparisons with GroqCloud or Novita AI

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