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Alibaba Cloud vs Crusoe
Alibaba Cloud pairs closed Qwen 3.8-Max with a full hyperscale cloud. Crusoe is a specialist AI cloud with open models, cache reuse and owned GPUs.
By The Subconscious Team · Updated
Alibaba Cloud vs Crusoe: key differences
Alibaba Cloud's Model Studio serves Qwen 3.8-Max, a closed multimodal flagship with text, image and video input, a 1M context and built-in web search, at $2 in and $6 out internationally. Some regions list lower, and promotions include night-time cuts of up to 80% on Qwen 3.7-Max. Batch runs at half price on eligible models, and each model gets a free 1M token quota for 90 days. Crusoe serves open weights only, including DeepSeek, GLM 5.3, Kimi K2.6, Gemma, gpt-oss and Nemotron, from $0.05 in and $0.20 out up to $1.74 in and $4.40 out per million. Qwen 3.8-Max runs around 40 tokens per second, and Crusoe claims up to 9.9x faster time to first token versus vLLM on prefix-heavy work.
Customization favors Crusoe. The Max tier is closed and lacks fine-tuning, while Crusoe offers serverless LoRA fine-tuning, dedicated endpoints and raw GPU clusters on Kubernetes or Slurm. Alibaba's smaller Qwen models ship as open weights, but Crusoe's serverless catalog does not list them. Alibaba's strengths are scope and region. It offers EU and other regional deployment scopes plus full compute, storage and networking, and Qwen performs especially well on multilingual and Asia-market products. The price sheet is confusing, with region scopes, date-stamped model IDs and rotating promotions, where Crusoe's tiers are easier to follow. Pick Alibaba for Qwen Max inside a full public cloud, and Crusoe for open-model fine-tuning and GPU capacity.
What Alibaba Cloud and Crusoe do
Alibaba Cloud
Alibaba Cloud serves the Qwen model family through Model Studio, its managed AI platform. The flagship Qwen 3.8-Max takes text, image and video input with a 1M token context, function calling, structured outputs and built-in web search. International pricing is $2 in and $6 out per million tokens, with implicit cache hits at $0.25. Deployments in China and some global regions list lower, at $1.65 in and about $4.95 out, and Alibaba often runs limited-time discounts, including night-time cuts of up to 80% on Qwen 3.7-Max.
Example models: Qwen 3.8-Max, Qwen 3.7-Max
Full Alibaba Cloud profileCrusoe
Crusoe started in 2018 turning wasted natural gas into power for computing and has since become a vertically integrated AI infrastructure company: it sources energy, builds data centers and rents GPUs through Crusoe Cloud. It designed and built the Abilene, Texas campus behind the OpenAI and Oracle Stargate project, planned at 1.2 GW, and in March 2026 announced an adjacent 900 MW campus for Microsoft. On September 17, 2026 it closed the first part of a $3.9B Series F at a $30.9B post-money valuation, and it reports over 6 GW of contracted capacity. Crusoe Cloud lists GB200 NVL72, B200 and AMD MI355X by quote, with H100 at $3.90 and H200 at $4.29 per GPU-hour on demand.
Example models: DeepSeek V4 Pro, GLM 5.3, Kimi K2.6
Full Crusoe profileShould you choose Alibaba Cloud or Crusoe?
Alibaba Cloud
Choose Alibaba Cloud for
- Multilingual and Asia-market products on Qwen
- Video input with a 1M context
- EU regional deployment inside a full cloud
Crusoe
Choose Crusoe for
- Fine-tuning open models, which Qwen Max does not allow
- Agents that reuse long prompt prefixes
- Raw GPU clusters with Kubernetes or Slurm
Alibaba Cloud vs Crusoe at a glance
| Attribute | Alibaba Cloud | Crusoe |
|---|---|---|
| Model access | Closed Max; open smaller Qwen | Open weights |
| Flagship models | Qwen 3.8-Max, Qwen 3.7-Max | DeepSeek V4, GLM 5.3, Kimi K2.6, Nemotron 3 |
| Speed | ~40 tok/s on Qwen 3.8-Max | Up to 9.9x faster TTFT vs vLLM (vendor claim) |
| Price | $2 in, $6 out international | $0.05–$1.74 in, $0.20–$4.40 out per 1M |
| Customization | No fine-tuning on Max | Serverless LoRA fine-tuning |
| Deployment | Model Studio on Alibaba Cloud | Serverless, self-serve and tailored dedicated, raw GPUs |
| Long context | 1M (Qwen 3.8-Max) | Varies by model; cluster-wide KV cache |
Frequently asked questions
What is the difference between Alibaba Cloud and Crusoe?
Alibaba Cloud pairs closed Qwen 3.8-Max with a full hyperscale cloud. Crusoe is a specialist AI cloud with open models, cache reuse and owned GPUs.
When should I choose Alibaba Cloud over Crusoe?
Multilingual and Asia-market products on Qwen; Video input with a 1M context; EU regional deployment inside a full cloud.
When should I choose Crusoe over Alibaba Cloud?
Fine-tuning open models, which Qwen Max does not allow; Agents that reuse long prompt prefixes; Raw GPU clusters with Kubernetes or Slurm.
Is Alibaba Cloud or Crusoe cheaper?
Alibaba Cloud: $2 in, $6 out international. Crusoe: $0.05–$1.74 in, $0.20–$4.40 out per 1M. The cheaper choice depends on the model and workload.
Which has more context, Alibaba Cloud or Crusoe?
Alibaba Cloud: 1M (Qwen 3.8-Max). Crusoe: Varies by model; cluster-wide KV cache.
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