# Together AI vs Alibaba Cloud

> Alibaba Cloud pairs a closed Qwen Max flagship with a full hyperscale cloud. Together hosts open Qwen and dozens of other open models with fine-tuning and clusters.

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

## How they compare

Alibaba plays both sides of Qwen. Its flagship Qwen 3.8-Max is closed, takes text, image and video input with 1M context, and costs $2 in and $6 out internationally, with frequent promotions such as night-time cuts of up to 80% on Qwen 3.7-Max. Smaller Qwen models ship as open weights that Together and most other hosts serve. Together lists Qwen 3.8 among its flagships, but it cannot offer the Max tier, which stays inside Model Studio. Alibaba, meanwhile, offers no fine-tuning or batch on Max.

Deployment context differs. Alibaba wraps Qwen in a hyperscale cloud with compute, storage, networking and regional scopes including the EU, which suits enterprises already buying cloud services there. Its price sheet is confusing, with region scopes, date-stamped IDs and rotating promotions. Together is narrower but cleaner for open-model teams: one bill for serverless, batch, dedicated and GPU clusters, plus LoRA, full SFT and an RL beta. Use Alibaba for the Max model and Asia-market multilingual products. Use Together to fine-tune and serve open Qwen alongside other families.

## What each one does

### Together AI

Together AI is the broadest open-model platform in the category. One bill covers per-token serverless inference, batch at up to 50% off, provisioned throughput with a 99% SLA, dedicated deployments, raw GPU clusters, managed fine-tuning and code sandboxes for agents. The text catalog runs past thirty open models, including DeepSeek V4, Kimi K3, GLM 5.2, Qwen 3.8 and MiniMax M3, plus image, video, speech and embedding models. Token prices sit at parity with Fireworks and Baseten.

### 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 Together AI for

- Fine-tuning open Qwen weights and serving the result
- Comparing Qwen against Kimi, DeepSeek and GLM
- A simpler open-model price sheet

### Choose Alibaba Cloud for

- The closed Qwen 3.8-Max with image and video input
- Multilingual and Asia-market products
- Teams wanting AI inside a full public cloud

## At a glance

| Attribute | Together AI | Alibaba Cloud |
|---|---|---|
| Model access | Open weights | Closed Max; open smaller Qwen |
| Flagship models | Kimi K3, DeepSeek V4, GLM 5.2, Qwen 3.8 | Qwen 3.8-Max, Qwen 3.7-Max |
| Speed | 0.99s TTFT on DeepSeek V4 Pro | ~40 tok/s on Qwen 3.8-Max |
| Price | Parity with Fireworks and Baseten | $2 in, $6 out international |
| Customization | LoRA and full SFT; RL in beta | No fine-tuning on Max |
| Deployment | Serverless, dedicated, GPU clusters | Model Studio on Alibaba Cloud |
| Long context | 512K on DeepSeek V4 Pro | 1M (Qwen 3.8-Max) |

## FAQ

### What is the difference between Together AI and Alibaba Cloud?

Alibaba Cloud pairs a closed Qwen Max flagship with a full hyperscale cloud. Together hosts open Qwen and dozens of other open models with fine-tuning and clusters.

### When should I choose Together AI over Alibaba Cloud?

Fine-tuning open Qwen weights and serving the result; Comparing Qwen against Kimi, DeepSeek and GLM; A simpler open-model price sheet.

### When should I choose Alibaba Cloud over Together AI?

The closed Qwen 3.8-Max with image and video input; Multilingual and Asia-market products; Teams wanting AI inside a full public cloud.

### Is Together AI or Alibaba Cloud cheaper?

Together AI: Parity with Fireworks and Baseten. Alibaba Cloud: $2 in, $6 out international. The cheaper choice depends on the model and workload.

### Which has more context, Together AI or Alibaba Cloud?

Together AI: 512K on DeepSeek V4 Pro. Alibaba Cloud: 1M (Qwen 3.8-Max).

## Running long-horizon agents?

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

Full profiles: [Together AI](https://www.subconscious.dev/providers/together-ai.md), [Alibaba Cloud](https://www.subconscious.dev/providers/alibaba-cloud.md).