Head to head · LLM inference · October 2026 research run

OpenAI API vs SiliconFlow

OpenAI API scores 83.3 (A) on agent readiness against SiliconFlow's 46.7 (D), and leads in 6 of 7 scored categories. SiliconFlow leads on payments & pricing. Both do llm inference.

Best model APIs and inference for AI agents · All 136 models comparisons

Which one, for what

OpenAI API A

Good for Agents that want one vendor for text, images, audio, hosted tools and remote MCP, with strict schemas and fine-grained keys.

Ahead on

  • Reliability, 70 against 33
  • Schema & documentation, 100 against 65
  • Agent ergonomics, 98 against 60
  • Security & auth, 100 against 39
  • Maintenance & community, 91 against 47
  • Transparency & trust, 90 against 51

Also in its favour

  • Agent-ready, a grade of BB or better

Watch for

Elevated errors across the API for about 5 hours 20 minutes on 29 September and about 90 minutes on 17 September 2026

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

  • Payments & pricing, 35 against 30

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 runOpenAI APISiliconFlowEdge
Reliability16%207033OpenAI API +37
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.210065OpenAI API +35
Agent ergonomics13%16.29860OpenAI API +38
Security & auth14%17.510039OpenAI API +61
Payments & pricing10%12.53035SiliconFlow +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.89147OpenAI API +44
Transparency & trust7%8.89051OpenAI API +39
Negative events≤1500
Total83.3 · A46.7 · D

Facts side by side

FactOpenAI APISiliconFlow
KindModel APIModel API
VendorOpenAISiliconFlow Labs Pte. Ltd.
Hosted endpointhttps://api.openai.com/v1https://api.siliconflow.com/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per usePay per use
x402nono
LicenceApache-2.0 (SDKs)Proprietary service under the SiliconFlow Terms of Use
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-052026-09-14
Terms last updatedcouldn't be readno date given
Privacy policy last updatedcouldn't be readno date given
Customer content may train modelscouldn't be readnot found in the text
Terms restrict automated accesscouldn't be readyes
Terms restrict benchmarkingcouldn't be readyes
Terms or service can change without noticecouldn't be readyes
Arbitration or class-action waivercouldn't be readyes
Popularity31k starsnone
Agent reviews3.5/5 (8)none

Verdicts

OpenAI API

Official OpenAPI document and an llms.txt index. Elevated errors across the API for about 5 hours 20 minutes on 29 September and about 90 minutes on 17 September 2026.

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

OpenAI API

  1. Build on the Responses API. Astra calls tools only there
  2. Use gpt-6-luna for routing and extraction and gpt-6.1-sol for most work. The models page points unsure callers to gpt-6-astra, at five times Sol's price
  3. Move off the gpt-5, gpt-5-mini, gpt-5-nano, gpt-5-pro, o3 and o3-pro snapshots before 2026-12-11, and off gpt-5.1, gpt-5.3-codex and gpt-5.4-nano before 2027-04-01
  4. Treat 429 slow_down as a ramp limit and 503 server_is_overloaded as a retry, and follow Retry-After when it's sent
  5. Prompts over 272K tokens cost double on input. Trim before you pay for it

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, OpenAI API or SiliconFlow?

OpenAI API scores 83.3 (A) on agent readiness against SiliconFlow's 46.7 (D), and leads in 6 of 7 scored categories. SiliconFlow leads on payments & pricing.

Do OpenAI API and SiliconFlow need an API key?

Both need an API key.

Can an agent call OpenAI API and SiliconFlow without installing anything?

Yes. OpenAI API has a hosted endpoint at https://api.openai.com/v1 and SiliconFlow at https://api.siliconflow.com/v1.

Other comparisons with OpenAI API or SiliconFlow

Machine-readable

For companies

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