# Groq vs Alibaba Cloud

> Alibaba Cloud pairs the closed multimodal Qwen 3.8-Max with a full hyperscale cloud. Groq runs open Qwen 3.6 and GPT-OSS very fast and does little else.

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

## How they compare

Qwen links these two. Alibaba makes it, and Groq serves an open member of the family, Qwen 3.6 27B, alongside GPT-OSS. Alibaba's flagship Qwen 3.8-Max is closed, takes text, image and video input with 1M context, and costs $2 in and $6 out internationally. Model Studio adds half-price batch on eligible models, caching and a free 1M token quota per model for 90 days. Groq's advantage is speed: its LPU runs open models at several times GPU throughput with tight tail latency, while context caps around 131K.

Scope is the other axis. Alibaba is a hyperscaler with compute, storage, networking and regional deployment including the EU, which suits large enterprises and Asia-market products. Groq is a single-purpose API with Whisper and the Groq Compound agent system on top. Alibaba's price sheet is notoriously complex, with region scopes and rotating promotions, and Max cannot be fine-tuned. Groq is simpler to price but hosts no fine-tunes either. Pick Alibaba for multimodal depth and cloud breadth. Pick Groq when a fast open Qwen is enough.

## What each one does

### Groq

Groq serves open models on its own chip, the LPU, which keeps model weights in on-chip SRAM and runs a deterministic schedule instead of waiting on GPU memory. Groq publishes 1,000 tokens per second on GPT-OSS 20B and 500 on GPT-OSS 120B. Latency stays tight between median and tail, which matters for strict SLAs. The API is OpenAI-compatible and also hosts Whisper for speech to text plus an agentic system called Groq Compound with built-in search and code execution.

### 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 Groq for

- Fast open Qwen 3.6 or GPT-OSS inference
- Voice apps needing tight tail latency
- Simple per-token pricing on small models

### Choose Alibaba Cloud for

- Multimodal input with image and video at 1M context
- EU regional deployment inside a full cloud
- Multilingual and Asia-market products

## At a glance

| Attribute | Groq | Alibaba Cloud |
|---|---|---|
| Model access | Open weights | Closed Max; open smaller Qwen |
| Flagship models | GPT-OSS 120B, Qwen 3.6 27B | Qwen 3.8-Max, Qwen 3.7-Max |
| Speed | 500–1,000 tok/s | ~40 tok/s on Qwen 3.8-Max |
| Price | Near the floor on small models | $2 in, $6 out international |
| Customization | No fine-tuned model hosting | No fine-tuning on Max |
| Deployment | GroqCloud API | Model Studio on Alibaba Cloud |
| Long context | Around 131K max | 1M (Qwen 3.8-Max) |

## FAQ

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

Alibaba Cloud pairs the closed multimodal Qwen 3.8-Max with a full hyperscale cloud. Groq runs open Qwen 3.6 and GPT-OSS very fast and does little else.

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

Fast open Qwen 3.6 or GPT-OSS inference; Voice apps needing tight tail latency; Simple per-token pricing on small models.

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

Multimodal input with image and video at 1M context; EU regional deployment inside a full cloud; Multilingual and Asia-market products.

### Is Groq or Alibaba Cloud cheaper?

Groq: Near the floor on small models. Alibaba Cloud: $2 in, $6 out international. The cheaper choice depends on the model and workload.

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

Groq: Around 131K max. Alibaba Cloud: 1M (Qwen 3.8-Max).

## Running long-horizon agents?

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

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