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Groq vs Alibaba Cloud
Alibaba Cloud pairs the hosted multimodal Qwen 3.8-Max with a full hyperscale cloud. Groq runs open Qwen 3.8 and GPT-OSS very fast and does little else.
By The Subconscious Team · Updated
Groq vs Alibaba Cloud: key differences
Qwen links these two. Alibaba makes it, and Groq serves an open member of the family, Qwen 3.8 27B, alongside GPT-OSS. Alibaba's hosted flagship Qwen 3.8-Max 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 built-in search and code execution 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 Groq and Alibaba Cloud do
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. Groq retired its Compound agent system in September 2026, and GPT-OSS 120B now carries built-in browser search and code execution instead.
Example models: GPT-OSS 120B, Qwen 3.8 27B
Full Groq profileAlibaba 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.
Example models: Qwen 3.8-Max, Qwen 3.7-Max
Full Alibaba Cloud profileShould you choose Groq or Alibaba Cloud?
Groq
Choose Groq for
- Fast open Qwen 3.8 or GPT-OSS inference
- Voice apps needing tight tail latency
- Simple per-token pricing on small models
Alibaba Cloud
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
Groq vs Alibaba Cloud at a glance
| Attribute | Groq | Alibaba Cloud |
|---|---|---|
| Model access | Open weights | Open weights incl. Max (custom license) |
| Flagship models | GPT-OSS 120B, Qwen 3.8 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 hosted Max |
| Deployment | GroqCloud API | Model Studio on Alibaba Cloud |
| Long context | Around 131K max | 1M (Qwen 3.8-Max) |
Frequently asked questions
What is the difference between Groq and Alibaba Cloud?
Alibaba Cloud pairs the hosted multimodal Qwen 3.8-Max with a full hyperscale cloud. Groq runs open Qwen 3.8 and GPT-OSS very fast and does little else.
When should I choose Groq over Alibaba Cloud?
Fast open Qwen 3.8 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).
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