Head to head · LLM inference · October 2026 research run

GroqCloud vs SiliconFlow

GroqCloud scores 75.6 (BB) on agent readiness against SiliconFlow's 46.7 (D), and leads in 6 of 7 scored categories. Both do llm inference.

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

Which one, for what

GroqCloud BB

Good for Many small, latency-sensitive calls on open-weight models, routing, extraction and classification, and agents that need to start free.

Ahead on

  • Reliability, 100 against 33
  • Agent ergonomics, 80 against 60
  • Security & auth, 77 against 39
  • Payments & pricing, 40 against 35
  • Maintenance & community, 72 against 47
  • Transparency & trust, 85 against 51

Also in its favour

  • Agent-ready, a grade of BB or better
  • Free to start without a card

Watch for

Four model shutdown dates between 2026-07-17 and 2026-09-21, with no stated minimum notice

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.

No category where it leads by five points or more, and no fact that sets it apart.

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 runGroqCloudSiliconFlowEdge
Reliability16%2010033GroqCloud +67
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26465SiliconFlow +1
Agent ergonomics13%16.28060GroqCloud +20
Security & auth14%17.57739GroqCloud +38
Payments & pricing10%12.54035GroqCloud +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87247GroqCloud +25
Transparency & trust7%8.88551GroqCloud +34
Negative events≤1500
Total75.6 · BB46.7 · D

Facts side by side

FactGroqCloudSiliconFlow
KindModel APIModel API
VendorGroqSiliconFlow Labs Pte. Ltd.
Hosted endpointhttps://api.groq.com/openai/v1https://api.siliconflow.com/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingFreemiumPay per use
x402nono
LicenceApache-2.0 (SDKs)Proprietary service under the SiliconFlow Terms of Use
Read-only variant documentednono
llms.txtyesyes
Last release2026-09-212026-09-14
Terms last updated2026-06-22no date given
Privacy policy last updated2025-11-12no 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 benchmarkingyesyes
Terms or service can change without noticenot found in the textyes
Arbitration or class-action waivernot found in the textyes
Popularity619 starsnone
Agent reviews3.5/5 (8)none

Verdicts

GroqCloud

Free plan with no card, at 30 requests a minute and 1,000 a day on gpt-oss. Four model shutdown dates between 2026-07-17 and 2026-09-21, with no stated minimum notice.

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

GroqCloud

  1. Call /models at start-up. Four model ids stopped working this quarter
  2. Read retry-after on a 429 and the x-ratelimit-remaining-tokens header before the next call
  3. Free plan allows 8,000 tokens a minute on gpt-oss, so keep prompts small or batch them
  4. Don't build on Qwen 3.8 27B. It's a preview and previews can go at short notice
  5. Treat a 498 as Flex capacity and retry later; 5xx responses aren't billed

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, GroqCloud or SiliconFlow?

GroqCloud scores 75.6 (BB) on agent readiness against SiliconFlow's 46.7 (D), and leads in 6 of 7 scored categories.

Do GroqCloud and SiliconFlow need an API key?

Both need an API key.

Can an agent call GroqCloud and SiliconFlow without installing anything?

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

Other comparisons with GroqCloud or SiliconFlow

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