Head to head · LLM inference · October 2026 research run
Novita AI vs SambaCloud
SambaCloud scores 66.4 (B) on agent readiness against Novita AI's 53.5 (D), and leads in 5 of 7 scored categories. Novita AI leads on agent ergonomics and security & auth. 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
- Agent ergonomics, 72 against 67
- Security & auth, 65 against 58
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 open-weight models behind an OpenAI or Anthropic client with a free start and prices an agent can read from the API.
Ahead on
- Reliability, 85 against 28
- Schema & documentation, 81 against 62
- Payments & pricing, 40 against 35
- Maintenance & community, 77 against 62
- Transparency & trust, 63 against 56
Also in its favour
- Free to start without a card
Watch for
Production models get a notice of two to three weeks, and 13 model ids were removed between 9 March and 9 June 2026
Score by category
| Category | Weight this run | Novita AI | SambaCloud | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 28 | 85 | SambaCloud +57 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 62 | 81 | SambaCloud +19 |
| Agent ergonomics | 13%16.2 | 72 | 67 | Novita AI +5 |
| Security & auth | 14%17.5 | 65 | 58 | Novita AI +7 |
| Payments & pricing | 10%12.5 | 35 | 40 | SambaCloud +5 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 62 | 77 | SambaCloud +15 |
| Transparency & trust | 7%8.8 | 56 | 63 | SambaCloud +7 |
| Negative events | ≤15 | 0 | -2 | |
| Total | 53.5 · D | 66.4 · B |
Facts side by side
| Fact | Novita AI | SambaCloud |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Novita AI | SambaNova Systems, Inc. |
| Hosted endpoint | https://api.novita.ai/openai | https://api.sambanova.ai/v1 |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Freemium |
| x402 | no | no |
| Licence | Proprietary service under the Novita AI Terms of Service. The agent skill and the MCP server are MIT | Proprietary service under the SambaCloud Terms of Service. The SDKs and the OpenAPI document are Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-28 | 2026-09-17 |
| Terms last updated | 2026-08-05 | no date given |
| Privacy policy last updated | 2026-05-13 | 2023-05-27 |
| 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 | not found in the text | yes |
| Terms or service can change without notice | yes | not found in the text |
| Arbitration or class-action waiver | yes | not found in the text |
| Popularity | 6 stars, 1.4k npm/wk | 2 stars, 76 npm/wk, 6.1k PyPI/wk |
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.
SambaCloud
Per-token prices and the model list are readable without a key at /v1/models, and a free tier needs no card. Production models get two to three weeks' notice before removal, 13 model ids left between March and June 2026, and the docs disagree with the live catalogue on MiniMax-M2.7.
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
SambaCloud
- Call
GET https://api.sambanova.ai/v1/modelsat start-up and use only ids it returns. The docs name models the endpoint no longer lists - Read
x-ratelimit-remaining-requestsandx-ratelimit-remaining-requests-dayon every response. The free tier allows 20 requests a day per model - Treat 429
queue_fulland 503maintenanceas retryable after a delay, and 410model_deprecatedas a signal to change model - Validate JSON output yourself. Schema enforcement is best effort and
strict: truechanges nothing - Check
max_completion_tokensper model. DeepSeek-V3.1 caps output at 7,168 tokens and Llama 3.3 70B at 3,072
Questions
Which is better for AI agents, Novita AI or SambaCloud?
SambaCloud scores 66.4 (B) on agent readiness against Novita AI's 53.5 (D), and leads in 5 of 7 scored categories. Novita AI leads on agent ergonomics and security & auth.
Do Novita AI and SambaCloud need an API key?
Both need an API key.
Can an agent call Novita AI and SambaCloud without installing anything?
Yes. Novita AI has a hosted endpoint at https://api.novita.ai/openai and SambaCloud at https://api.sambanova.ai/v1.
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Machine-readable
- This page as Markdown
/compare/novita-ai-vs-sambanova.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/novita-ai.json·/api/v1/tools/sambanova.json - From a terminal
anchor compare novita-ai sambanova(the CLI) - Over MCP
compare_tools {"a": "novita-ai", "b": "sambanova"}at/mcp, no key