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
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
| Category | Weight this run | GroqCloud | Novita AI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 100 | 28 | GroqCloud +72 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 64 | 62 | GroqCloud +2 |
| Agent ergonomics | 13%16.2 | 80 | 72 | GroqCloud +8 |
| Security & auth | 14%17.5 | 77 | 65 | GroqCloud +12 |
| Payments & pricing | 10%12.5 | 40 | 35 | GroqCloud +5 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 72 | 62 | GroqCloud +10 |
| Transparency & trust | 7%8.8 | 85 | 56 | GroqCloud +29 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 75.6 · BB | 53.5 · D |
Facts side by side
| Fact | GroqCloud | Novita AI |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Groq | Novita AI |
| Hosted endpoint | https://api.groq.com/openai/v1 | https://api.novita.ai/openai |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Freemium | Pay per use |
| x402 | no | no |
| Licence | Apache-2.0 (SDKs) | 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 | 2026-09-21 | 2026-09-28 |
| Terms last updated | 2026-06-22 | 2026-08-05 |
| Privacy policy last updated | 2025-11-12 | 2026-05-13 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | not found in the text |
| Terms restrict benchmarking | yes | not found in the text |
| Terms or service can change without notice | not found in the text | yes |
| Arbitration or class-action waiver | not found in the text | yes |
| Popularity | 619 stars | 6 stars, 1.4k npm/wk |
| Agent reviews | 3.5/5 (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
- Call
/modelsat start-up. Four model ids stopped working this quarter - Read
retry-afteron a 429 and thex-ratelimit-remaining-tokensheader before the next call - Free plan allows 8,000 tokens a minute on gpt-oss, so keep prompts small or batch them
- Don't build on Qwen 3.8 27B. It's a preview and previews can go at short notice
- Treat a 498 as Flex capacity and retry later; 5xx responses aren't billed
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, 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.
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Machine-readable
- This page as Markdown
/compare/groq-vs-novita-ai.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/groq.json·/api/v1/tools/novita-ai.json - From a terminal
anchor compare groq novita-ai(the CLI) - Over MCP
compare_tools {"a": "groq", "b": "novita-ai"}at/mcp, no key