Head to head · LLM inference · October 2026 research run

Novita AI vs SiliconFlow

Novita AI scores 53.5 (D) on agent readiness against SiliconFlow's 46.7 (D), and leads in 4 of 7 scored categories. SiliconFlow leads on reliability. 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 60
  • Security & auth, 65 against 39
  • Maintenance & community, 62 against 47
  • Transparency & trust, 56 against 51

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

SiliconFlow D

Good for Agents that want recent open-weight chat models, plus image, video and speech, behind one OpenAI-style key at low per-token prices, and can live without a status page or SLA.

Ahead on

  • Reliability, 33 against 28

Watch for

No status page, incident history or SLA was found, and the terms disclaim any uptime or availability commitment

Score by category

CategoryWeight this runNovita AISiliconFlowEdge
Reliability16%202833SiliconFlow +5
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26265SiliconFlow +3
Agent ergonomics13%16.27260Novita AI +12
Security & auth14%17.56539Novita AI +26
Payments & pricing10%12.53535even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86247Novita AI +15
Transparency & trust7%8.85651Novita AI +5
Negative events≤1500
Total53.5 · D46.7 · D

Facts side by side

FactNovita AISiliconFlow
KindModel APIModel API
VendorNovita AISiliconFlow Labs Pte. Ltd.
Hosted endpointhttps://api.novita.ai/openaihttps://api.siliconflow.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 MITProprietary service under the SiliconFlow Terms of Use
Read-only variant documentednono
llms.txtyesyes
Last release2026-09-282026-09-14
Terms last updated2026-08-05no date given
Privacy policy last updated2026-05-13no date given
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textyes
Terms restrict benchmarkingnot found in the textyes
Terms or service can change without noticeyesyes
Arbitration or class-action waiveryesyes
Popularity6 stars, 1.4k npm/wknone

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.

SiliconFlow

Per-token prices for every listed model are public, and one key reaches chat, embeddings, reranking, image, video and speech through OpenAI-style and Anthropic-style routes. No status page, SLA, security page or official SDK was found, release notes stop at 11 June 2026, and several model removals are dated the same day as their notice.

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

SiliconFlow

  1. Set the OpenAI client's base URL to https://api.siliconflow.com/v1, or the Anthropic client's to https://api.siliconflow.com/, and send the key as a Bearer token
  2. Take model ids from the model pages or GET /v1/models, not from the OpenAPI enum or the function calling guide, which list removed models
  3. Check the model field of each response. On 11 June 2026 traffic for GLM-5 and Kimi-K2.5 was routed to successor models
  4. Use response_format of json_object only where the model page says JSON Mode is supported, and keep max_tokens about 10,000 below the context length
  5. Set the Claude Code environment variables by hand. The automated route pipes a script from an Amazon S3 bucket into bash

Questions

Which is better for AI agents, Novita AI or SiliconFlow?

Novita AI scores 53.5 (D) on agent readiness against SiliconFlow's 46.7 (D), and leads in 4 of 7 scored categories. SiliconFlow leads on reliability.

Do Novita AI and SiliconFlow need an API key?

Both need an API key.

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

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

Other comparisons with Novita AI or SiliconFlow

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.