# Baseten vs Alibaba Cloud

> Alibaba Cloud sells the closed Qwen 3.8-Max inside a full hyperscale cloud. Baseten is a focused open-model host with fast first tokens and custom deployments.

Canonical: https://www.subconscious.dev/compare/baseten-vs-alibaba-cloud · By The Subconscious Team · Updated September 30, 2026

## How they compare

Alibaba Cloud is a hyperscaler that also makes models. Its flagship, Qwen 3.8-Max, takes text, image and video input with a 1M context and costs $2 in and $6 out internationally, and Model Studio adds half-price batch, caching and regional deployment including the EU. Around it sits a full cloud with compute, storage and networking. Baseten is narrower: an inference company serving 13 open models such as DeepSeek V4 and GLM 5.2, plus Truss deployments of any model you package. The Max model is closed, so Baseten cannot serve it, but the smaller open Qwen weights could run on a Baseten dedicated deployment.

Customization is where Baseten pulls ahead. Qwen 3.8-Max offers no fine-tuning and no batch support, while Baseten will host a private fine-tune on per-minute GPUs with scale to zero. Baseten is also the simpler bill; Alibaba's own downsides cite a confusing price sheet with region scopes, date-stamped model IDs and rotating promotions. Alibaba wins for multilingual and Asia-market products, for teams already on its cloud, and for anyone who wants night-time discounts of up to 80% on Qwen 3.7-Max.

## What each one does

### Baseten

Baseten runs two products. Model APIs serve a curated set of 13 open models, including DeepSeek V4, GLM 5.2, Kimi K3 and gpt-oss 120B, over endpoints that speak both the OpenAI Chat Completions shape and the Anthropic Messages shape. That dual compatibility means an existing OpenAI or Claude SDK, or a coding agent, points at Baseten with a base URL change. Dedicated deployments take any model you package with the open-source Truss CLI and bill per GPU minute, with an H100 at about $6.50 an hour.

### 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.

## Which is best, and when

### Choose Baseten for

- Fine-tuned open models on dedicated GPUs
- Simple per-minute billing without region scopes
- Low-latency agents on DeepSeek, GLM or Kimi

### Choose Alibaba Cloud for

- Multilingual and Asia-market products on Qwen
- Multimodal input with text, image and video at 1M context
- Teams already running on Alibaba's full cloud

## At a glance

| Attribute | Baseten | Alibaba Cloud |
|---|---|---|
| Model access | Open weights, 13 curated | Closed Max; open smaller Qwen |
| Flagship models | GLM 5.2, DeepSeek V4, Kimi K3, gpt-oss 120B | Qwen 3.8-Max, Qwen 3.7-Max |
| Speed | 0.49s TTFT, lowest measured | ~40 tok/s on Qwen 3.8-Max |
| Price | H100 about $6.50/hr dedicated | $2 in, $6 out international |
| Customization | Deploy any model with Truss | No fine-tuning on Max |
| Deployment | Model APIs, dedicated, self-host | Model Studio on Alibaba Cloud |
| Long context | Varies by model | 1M (Qwen 3.8-Max) |

## FAQ

### What is the difference between Baseten and Alibaba Cloud?

Alibaba Cloud sells the closed Qwen 3.8-Max inside a full hyperscale cloud. Baseten is a focused open-model host with fast first tokens and custom deployments.

### When should I choose Baseten over Alibaba Cloud?

Fine-tuned open models on dedicated GPUs; Simple per-minute billing without region scopes; Low-latency agents on DeepSeek, GLM or Kimi.

### When should I choose Alibaba Cloud over Baseten?

Multilingual and Asia-market products on Qwen; Multimodal input with text, image and video at 1M context; Teams already running on Alibaba's full cloud.

### Is Baseten or Alibaba Cloud cheaper?

Baseten: H100 about $6.50/hr dedicated. Alibaba Cloud: $2 in, $6 out international. The cheaper choice depends on the model and workload.

### Which has more context, Baseten or Alibaba Cloud?

Baseten: Varies by model. Alibaba Cloud: 1M (Qwen 3.8-Max).

## Running long-horizon agents?

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

Full profiles: [Baseten](https://www.subconscious.dev/providers/baseten.md), [Alibaba Cloud](https://www.subconscious.dev/providers/alibaba-cloud.md).