# Alibaba Cloud vs General Compute

> Alibaba Cloud serves its Qwen models inside a full public cloud. General Compute is a small inference cloud focused on fast decode for other labs' models.

Canonical: https://www.subconscious.dev/compare/alibaba-cloud-vs-general-compute · By The Subconscious Team · Updated October 27, 2026

## How they compare

Alibaba Cloud's Qwen 3.8-Max takes text, image and video with a 1M context at $2 in and $6 out per million tokens internationally, at around 40 tokens per second, with batch at half price and EU deployment options. Smaller Qwen models ship as open weights. General Compute runs no first-party models. It serves MiniMax M2.7, DeepSeek V3.2, DeepSeek V3.1 and GPT-OSS 120B from $0.21 in and $0.38 out, with GPU prefill and ASIC decode in us-west-2, and reports over 1,000 tokens per second on GPT-OSS 120B in its own benchmark.

Alibaba Cloud is the pick for multimodal and multilingual products, Asia-market work and teams that want models next to compute, storage and networking on one hyperscale cloud. General Compute fits text agents and real-time chat where speed and price matter more than model breadth, and it adds dedicated racks with tokens-per-second SLAs for large buyers.

## What each one does

### 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.

### General Compute

General Compute is a San Francisco inference cloud built on alternative chips. It splits each request across hardware, with NVIDIA GPUs handling prefill and ASICs from Cerebras, SambaNova, Positron AI and d-Matrix handling decode. In its own open benchmark on GPT-OSS 120B it measured 1,025 to 1,234 output tokens per second against 100 to 121 on an unnamed GPU cloud, and up to 16.2x faster end to end. Founders Finn Puklowski and Jason Goodison raised a $15M seed led by FUSE, an up to $400M debt facility from Upper90 and, on October 27, 2026, a $100M Series A co-led by Blackbird and Abstract.

## Which is best, and when

### Choose Alibaba Cloud for

- Multilingual and Asia-market products
- Multimodal input with 1M context
- Regional deployment inside a full cloud

### Choose General Compute for

- Fast text decode
- Cheap open-model calls
- Tokens-per-second SLAs

## At a glance

| Attribute | Alibaba Cloud | General Compute |
|---|---|---|
| Model access | Open weights incl. Max (custom license) | Open weights |
| Flagship models | Qwen 3.8-Max, Qwen 3.7-Max | MiniMax M2.7, DeepSeek V3.2, GPT-OSS 120B |
| Speed | ~40 tok/s on Qwen 3.8-Max | 1,000+ tok/s on GPT-OSS 120B (vendor) |
| Price | $2 in, $6 out international | $0.21–$0.28 in, $0.38–$1.20 out per 1M |
| Customization | No fine-tuning on hosted Max | Custom LoRA and fine-tuned checkpoints |
| Deployment | Model Studio on Alibaba Cloud | Serverless API, dedicated racks, bare metal |
| Long context | 1M (Qwen 3.8-Max) | 192K (MiniMax M2.7) |

## FAQ

### What is the difference between Alibaba Cloud and General Compute?

Alibaba Cloud serves its Qwen models inside a full public cloud. General Compute is a small inference cloud focused on fast decode for other labs' models.

### When should I choose Alibaba Cloud over General Compute?

Multilingual and Asia-market products; Multimodal input with 1M context; Regional deployment inside a full cloud.

### When should I choose General Compute over Alibaba Cloud?

Fast text decode; Cheap open-model calls; Tokens-per-second SLAs.

### Is Alibaba Cloud or General Compute cheaper?

Alibaba Cloud: $2 in, $6 out international. General Compute: $0.21–$0.28 in, $0.38–$1.20 out per 1M. The cheaper choice depends on the model and workload.

### Which has more context, Alibaba Cloud or General Compute?

Alibaba Cloud: 1M (Qwen 3.8-Max). General Compute: 192K (MiniMax M2.7).

## Running long-horizon agents?

If your agents run past 200K tokens, compare both against Subconscious: [Subconscious vs Alibaba Cloud](https://www.subconscious.dev/compare/subconscious-vs-alibaba-cloud.md), [Subconscious vs General Compute](https://www.subconscious.dev/compare/subconscious-vs-general-compute.md).

Full profiles: [Alibaba Cloud](https://www.subconscious.dev/providers/alibaba-cloud.md), [General Compute](https://www.subconscious.dev/providers/general-compute.md).