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
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
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
| Category | Weight this run | Novita AI | SiliconFlow | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 28 | 33 | SiliconFlow +5 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 62 | 65 | SiliconFlow +3 |
| Agent ergonomics | 13%16.2 | 72 | 60 | Novita AI +12 |
| Security & auth | 14%17.5 | 65 | 39 | Novita AI +26 |
| Payments & pricing | 10%12.5 | 35 | 35 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 62 | 47 | Novita AI +15 |
| Transparency & trust | 7%8.8 | 56 | 51 | Novita AI +5 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 53.5 · D | 46.7 · D |
Facts side by side
| Fact | Novita AI | SiliconFlow |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Novita AI | SiliconFlow Labs Pte. Ltd. |
| Hosted endpoint | https://api.novita.ai/openai | https://api.siliconflow.com/v1 |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Pay per use |
| 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 SiliconFlow Terms of Use |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-28 | 2026-09-14 |
| Terms last updated | 2026-08-05 | no date given |
| Privacy policy last updated | 2026-05-13 | no date given |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | yes |
| Terms restrict benchmarking | not found in the text | yes |
| Terms or service can change without notice | yes | yes |
| Arbitration or class-action waiver | yes | yes |
| Popularity | 6 stars, 1.4k npm/wk | none |
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
- 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
SiliconFlow
- Set the OpenAI client's base URL to
https://api.siliconflow.com/v1, or the Anthropic client's tohttps://api.siliconflow.com/, and send the key as a Bearer token - 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 - Check the
modelfield of each response. On 11 June 2026 traffic for GLM-5 and Kimi-K2.5 was routed to successor models - Use
response_formatofjson_objectonly where the model page says JSON Mode is supported, and keepmax_tokensabout 10,000 below the context length - 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.
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Machine-readable
- This page as Markdown
/compare/novita-ai-vs-siliconflow.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/novita-ai.json·/api/v1/tools/siliconflow.json - From a terminal
anchor compare novita-ai siliconflow(the CLI) - Over MCP
compare_tools {"a": "novita-ai", "b": "siliconflow"}at/mcp, no key