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

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

  • 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

SambaCloud B

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

CategoryWeight this runNovita AISambaCloudEdge
Reliability16%202885SambaCloud +57
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26281SambaCloud +19
Agent ergonomics13%16.27267Novita AI +5
Security & auth14%17.56558Novita AI +7
Payments & pricing10%12.53540SambaCloud +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86277SambaCloud +15
Transparency & trust7%8.85663SambaCloud +7
Negative events≤150-2
Total53.5 · D66.4 · B

Facts side by side

FactNovita AISambaCloud
KindModel APIModel API
VendorNovita AISambaNova Systems, Inc.
Hosted endpointhttps://api.novita.ai/openaihttps://api.sambanova.ai/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per useFreemium
x402nono
LicenceProprietary service under the Novita AI Terms of Service. The agent skill and the MCP server are MITProprietary service under the SambaCloud Terms of Service. The SDKs and the OpenAPI document are Apache-2.0
Read-only variant documentednono
llms.txtyesyes
Last release2026-09-282026-09-17
Terms last updated2026-08-05no date given
Privacy policy last updated2026-05-132023-05-27
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 benchmarkingnot found in the textyes
Terms or service can change without noticeyesnot found in the text
Arbitration or class-action waiveryesnot found in the text
Popularity6 stars, 1.4k npm/wk2 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

  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

SambaCloud

  1. Call GET https://api.sambanova.ai/v1/models at start-up and use only ids it returns. The docs name models the endpoint no longer lists
  2. Read x-ratelimit-remaining-requests and x-ratelimit-remaining-requests-day on every response. The free tier allows 20 requests a day per model
  3. Treat 429 queue_full and 503 maintenance as retryable after a delay, and 410 model_deprecated as a signal to change model
  4. Validate JSON output yourself. Schema enforcement is best effort and strict: true changes nothing
  5. Check max_completion_tokens per 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.

Other comparisons with Novita AI or SambaCloud

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