# Alibaba Cloud vs Boundless

> Alibaba Cloud serves Qwen 3.8-Max inside a full public cloud. Boundless serves Qwen3.6-35B-A3B beside DeepSeek, GLM and Kimi, plus GPT and Claude.

Canonical: https://www.subconscious.dev/compare/alibaba-cloud-vs-boundless · By The Subconscious Team · Updated October 29, 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. Model Studio adds batch at half price on eligible models, a free 1M token quota per model for 90 days and EU deployment, beside Alibaba's compute, storage and networking. Boundless serves Qwen3.6-35B-A3B at $0.04 in and $0.35 out with 262K context, along with DeepSeek, GLM, Kimi and MiniMax models, most at 1M context, and resold GPT and Claude. It keeps zero data retention and runs requests in the US or Europe.

Alibaba Cloud is the pick for multimodal and multilingual products, Asia-market work, and teams that want Qwen 3.8-Max next to the rest of a hyperscale cloud. Boundless fits teams that want one OpenAI and Anthropic compatible API across several open labs and closed models, or a reserved deployment its engineers pick on your evals and tune against contract targets.

## 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.

### Boundless

Boundless launched in September 2026 as an inference partner for AI-native startups. It sells two things. The Model API serves pre-tuned models on shared capacity, billed per token from prepaid credits with a budget per API key. Tailored inference reserves capacity for one customer, and Boundless engineers pick the model on the customer’s own evals, tune precision, batching, caching, speculative decoding and parallelism, then run the deployment against uptime, throughput and latency targets written into the contract. A free two-week evaluation tests those targets on real traffic against the customer’s current provider first.

## Which is best, and when

### Choose Alibaba Cloud for

- Qwen 3.8-Max with video input
- Free 1M token quota per model
- Models beside a full public cloud

### Choose Boundless for

- Cheap calls on Qwen3.6-35B-A3B
- Several open labs on one API
- Free two-week trial on real traffic

## At a glance

| Attribute | Alibaba Cloud | Boundless |
|---|---|---|
| Model access | Open weights incl. Max (custom license) | Open weights, plus closed GPT and Claude |
| Flagship models | Qwen 3.8-Max, Qwen 3.7-Max | GLM-5.3, DeepSeek V4.1 Flash, Kimi K3 |
| Speed | ~40 tok/s on Qwen 3.8-Max | 342 tok/s on DeepSeek V4.1 Flash 1017 (Vercel) |
| Price | $2 in, $6 out international | $0.04–$2.30 in, $0.21–$11.40 out per 1M (open) |
| Customization | No fine-tuning on hosted Max | Serving-stack tuning, no fine-tuning |
| Deployment | Model Studio on Alibaba Cloud | Serverless API, reserved tailored capacity |
| Long context | 1M (Qwen 3.8-Max) | 1M context on most models |

## FAQ

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

Alibaba Cloud serves Qwen 3.8-Max inside a full public cloud. Boundless serves Qwen3.6-35B-A3B beside DeepSeek, GLM and Kimi, plus GPT and Claude.

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

Qwen 3.8-Max with video input; Free 1M token quota per model; Models beside a full public cloud.

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

Cheap calls on Qwen3.6-35B-A3B; Several open labs on one API; Free two-week trial on real traffic.

### Is Alibaba Cloud or Boundless cheaper?

Alibaba Cloud: $2 in, $6 out international. Boundless: $0.04–$2.30 in, $0.21–$11.40 out per 1M (open). The cheaper choice depends on the model and workload.

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

Alibaba Cloud: 1M (Qwen 3.8-Max). Boundless: 1M context on most models.

## 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 Boundless](https://www.subconscious.dev/compare/subconscious-vs-boundless.md).

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