# Alibaba Cloud vs Inception

> Alibaba Cloud sells the Qwen family, led by the hosted multimodal Qwen 3.8-Max, inside a full public cloud. Inception sells fast diffusion LLMs built for latency over peak intelligence.

Canonical: https://www.subconscious.dev/compare/alibaba-cloud-vs-inception · By The Subconscious Team · Updated October 11, 2026

## How they compare

Qwen 3.8-Max takes text, image and video input with 1M context at $2 in and $6 out internationally and runs around 40 tokens per second. Model Studio adds batch at half price on eligible models, caching and EU deployment. Inception's Mercury 2.5 is a closed reasoning model with 260K context, tool use and JSON mode at $0.20 in and $0.75 out per million. Inception reports over 1,100 tokens per second, and Artificial Analysis measured about 640. Its quality sits with cost-optimized models like Claude Haiku 4.5, not the frontier.

Pick Alibaba Cloud for a stronger multimodal flagship, longer context and open Qwen weights to fall back on, especially for multilingual and Asia-market products. Pick Inception when response time drives the product, as in code edits, voice agents and real-time chat. Alibaba's price sheet is harder to read, while Inception offers only its own closed models.

## 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.

### Inception

Inception builds diffusion large language models (dLLMs). Every other LLM on this list generates text one token at a time; Inception's Mercury models start from a rough draft of a whole block and refine it over a few passes, producing many tokens in parallel. That ties speed less to output length and lets the models run fast on ordinary NVIDIA GPUs rather than custom chips. The company was founded by professors from Stanford, UCLA and Cornell behind core work on diffusion, Flash Attention and DPO, and is led by Stanford's Stefano Ermon. It raised a $50M seed in November 2025 led by Menlo Ventures, with Mayfield, M12, NVentures, Snowflake and Databricks, plus Andrew Ng and Andrej Karpathy as angels.

## Which is best, and when

### Choose Alibaba Cloud for

- Multimodal input with 1M context
- Multilingual and Asia-market products
- Open Qwen weights plus a hosted Max tier

### Choose Inception for

- Code autocomplete and fast edits
- Voice agents and real-time chat
- Cheap reasoning with tool use

## At a glance

| Attribute | Alibaba Cloud | Inception |
|---|---|---|
| Model access | Open weights incl. Max (custom license) | Closed weights (Mercury dLLMs) |
| Flagship models | Qwen 3.8-Max, Qwen 3.7-Max | Mercury 2.5, Mercury 2 |
| Speed | ~40 tok/s on Qwen 3.8-Max | 1,100+ tok/s (vendor); ~640 measured |
| Price | $2 in, $6 out international | $0.20 in, $0.75 out (Mercury 2.5) |
| Customization | No fine-tuning on hosted Max | Fine-tuning on request |
| Deployment | Model Studio on Alibaba Cloud | Serverless API, Bedrock, Azure, private |
| Long context | 1M (Qwen 3.8-Max) | 260K |

## FAQ

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

Alibaba Cloud sells the Qwen family, led by the hosted multimodal Qwen 3.8-Max, inside a full public cloud. Inception sells fast diffusion LLMs built for latency over peak intelligence.

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

Multimodal input with 1M context; Multilingual and Asia-market products; Open Qwen weights plus a hosted Max tier.

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

Code autocomplete and fast edits; Voice agents and real-time chat; Cheap reasoning with tool use.

### Is Alibaba Cloud or Inception cheaper?

Alibaba Cloud: $2 in, $6 out international. Inception: $0.20 in, $0.75 out (Mercury 2.5). The cheaper choice depends on the model and workload.

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

Alibaba Cloud: 1M (Qwen 3.8-Max). Inception: 260K.

## 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 Inception](https://www.subconscious.dev/compare/subconscious-vs-inception.md).

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