CloudGPU vs MiniMax: Token Pricing, Speed & Intelligence
Full comparison of CloudGPU and MiniMax — live token pricing, latency, throughput, context window, strengths, weaknesses, and best use cases. Rates sourced from public APIs — verify before use.
CloudGPU
API gateway / reseller — 33 text models at CloudGPU customer rates
CloudGPU is an API gateway and reseller offering access to frontier and mid-tier text models including Claude, GPT, Kimi, GLM, Qwen, DeepSeek, and MiniMax. Prices shown are CloudGPU customer rates — not official lab prices. CloudGPU does not disclose all routing; upstreams are not the seller.
MiniMax
MiniMax M3 — 1M context frontier model available on Together AI and Amazon Bedrock
MiniMax is a Chinese AI company offering the MiniMax M-series of large language models. MiniMax M3 is the latest generation, supporting a 1M token context window and designed for enterprise chat, long-document analysis, and agentic workflows. M3 is now available on Together AI and Amazon Bedrock, significantly expanding its global accessibility.
Key metric comparison
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Live token pricing
Strengths and weaknesses
CloudGPU
MiniMax
Key differentiators
An API gateway offering CloudGPU customer rates on 33 text models — prices differ from official lab rates; routing is not fully disclosed.
MiniMax M3 combines a 1M token context window with broad availability (Together AI, Amazon Bedrock) — making it one of the most accessible long-context models for global enterprise customers.
Frequently asked questions
CloudGPU FAQs
Are CloudGPU prices the same as official provider prices?
No. CloudGPU is an API gateway/reseller. The prices shown are CloudGPU customer rates, which may differ from official lab prices. CloudGPU does not disclose all routing details.
What models does CloudGPU offer?
CloudGPU offers 33 text models including Claude Fable 5.1, Claude Opus 5-5, Kimi K3, GLM-5.3, Qwen 3.8 Max, DeepSeek V4 Pro, GPT-6 Astra, and MiniMax M3. See the model table for current rates.
What is the CloudGPU API base URL?
The CloudGPU API base is https://cloudgpu.app/v1 with OpenAI-compatible endpoints. See https://cloudgpu.app/api/docs for full documentation.
MiniMax FAQs
What is MiniMax M3?
MiniMax M3 is MiniMax's latest frontier model, supporting a 1M token context window. It is designed for enterprise chat, long-document analysis, and agentic tasks with competitive pricing — available on Together AI and Amazon Bedrock. Check api.together.ai/models for current rates.
Where can I access MiniMax M3?
MiniMax M3 is available via the MiniMax API directly, through Together AI's inference platform, and on Amazon Bedrock — making it accessible without a separate MiniMax account for AWS and Together AI customers.
Is MiniMax available internationally?
Yes. The MiniMax API is accessible globally, and M3 is also available through Together AI and Amazon Bedrock for international customers who prefer not to create a direct MiniMax account.
Provider resources
CloudGPU — API gateway / reseller — 33 text models at CloudGPU customer rates
CloudGPU is an API gateway and reseller offering access to frontier and mid-tier text models including Claude, GPT, Kimi, GLM, Qwen, DeepSeek, and MiniMax. Prices shown are CloudGPU customer rates — not official lab prices. CloudGPU does not disclose all routing; upstreams are not the seller.
An API gateway offering CloudGPU customer rates on 33 text models — prices differ from official lab rates; routing is not fully disclosed.
MiniMax — MiniMax M3 — 1M context frontier model available on Together AI and Amazon Bedrock
MiniMax is a Chinese AI company offering the MiniMax M-series of large language models. MiniMax M3 is the latest generation, supporting a 1M token context window and designed for enterprise chat, long-document analysis, and agentic workflows. M3 is now available on Together AI and Amazon Bedrock, significantly expanding its global accessibility.
MiniMax M3 combines a 1M token context window with broad availability (Together AI, Amazon Bedrock) — making it one of the most accessible long-context models for global enterprise customers.
Key strengths compared
CloudGPU
- Access to frontier models including Claude Fable 5.1, Kimi K3, and GPT-6 Astra
- Competitive customer rates on Chinese frontier models (GLM, Kimi, Qwen, MiniMax)
- OpenAI-compatible API base at cloudgpu.app/v1
- API gateway/reseller — routing not fully disclosed
- Prices are CloudGPU customer rates, not official lab prices
MiniMax
- 1M token context window on MiniMax M3
- Available on Together AI and Amazon Bedrock
- Competitive pricing for long-context workloads
- Smaller international developer community
- Less third-party tooling than OpenAI
Key weaknesses compared
CloudGPU
- API gateway/reseller — routing not fully disclosed
- Prices are CloudGPU customer rates, not official lab prices
- Per-model context window and capability facts are not publicly documented
MiniMax
- Smaller international developer community
- Less third-party tooling than OpenAI
Provider category context
CloudGPU is a inference api. MiniMax is a frontier lab, founded in 2021. CloudGPU as an inference API provider hosts open-weight models — typically offering lower prices for equivalent capability tiers. MiniMax as a frontier lab trains and serves proprietary models with capabilities not available elsewhere.
How to choose between them
Choose CloudGPU if you need access to frontier models including claude fable 5.1, kimi k3, and gpt-6 astra. Choose MiniMax if you need 1m token context window on minimax m3. For high-volume production workloads, run a cost comparison using the token pricing table above with your actual prompt/completion token ratio — the cheapest provider depends heavily on your input-to-output token ratio.