Alibaba Cloud vs OpenScale

Alibaba Cloud serves the Qwen family inside a full public cloud. OpenScale sells one open model, DeepSeek V4.1 Flash, at very low prices.

By The Subconscious Team · Updated October 11, 2026

Alibaba Cloud vs OpenScale: key differences

Alibaba's Model Studio serves Qwen 3.8-Max with text, image and video input and a 1M context at $2 in and $6 out per million tokens internationally, plus open Qwen models, batch at half price and EU deployment options. OpenScale serves DeepSeek V4.1 Flash with a 1M context at $0.06 in, $0.003 cached and $0.24 out under a 50% promotion, at 200+ tokens per second.

Alibaba fits multilingual and Asia-market products and enterprises that want models inside a hyperscale cloud. OpenScale fits teams that want cheap tokens for coding agents with a simple prepaid bill, though it has one model, one Singapore datacenter and no published SLA.

What Alibaba Cloud and OpenScale do

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.

Example models: Qwen 3.8-Max, Qwen 3.7-Max

Full Alibaba Cloud profile

OpenScale

OpenScale is a Y Combinator-backed inference API built by LatentSpace and run out of Singapore. It sells open models behind one endpoint that speaks Chat Completions, the OpenAI Responses API and Anthropic Messages, so Claude Code, Codex, OpenCode, Cline, GitHub Copilot, Zed and other coding agents can point at it with a base URL and key. Its public catalog today is DeepSeek V4.1 Flash in two versions, standard and fast, both with a 1M token context window and up to 384K output tokens.

Example models: DeepSeek V4.1 Flash

Full OpenScale profile

Should you choose Alibaba Cloud or OpenScale?

Alibaba Cloud

Choose Alibaba Cloud for

Multimodal Qwen 3.8-Max
Multilingual and Asia-market products
A full cloud with regional deployment

OpenScale

Choose OpenScale for

Much lower per-token prices
Coding agent backends
A simple prepaid bill

Alibaba Cloud vs OpenScale at a glance

Attribute	Alibaba Cloud	OpenScale
Model access	Open weights incl. Max (custom license)	Open weights
Flagship models	Qwen 3.8-Max, Qwen 3.7-Max	DeepSeek V4.1 Flash
Speed	~40 tok/s on Qwen 3.8-Max	200+ tok/s; fast tier ~2x
Price	$2 in, $6 out international	$0.06 in, $0.24 out (promo, DeepSeek V4.1 Flash)
Customization	No fine-tuning on hosted Max	N/A
Deployment	Model Studio on Alibaba Cloud	Serverless API
Long context	1M (Qwen 3.8-Max)	1M context

Frequently asked questions

What is the difference between Alibaba Cloud and OpenScale?

Alibaba Cloud serves the Qwen family inside a full public cloud. OpenScale sells one open model, DeepSeek V4.1 Flash, at very low prices.

When should I choose Alibaba Cloud over OpenScale?

Multimodal Qwen 3.8-Max; Multilingual and Asia-market products; A full cloud with regional deployment.

When should I choose OpenScale over Alibaba Cloud?

Much lower per-token prices; Coding agent backends; A simple prepaid bill.

Is Alibaba Cloud or OpenScale cheaper?

Alibaba Cloud: $2 in, $6 out international. OpenScale: $0.06 in, $0.24 out (promo, DeepSeek V4.1 Flash). The cheaper choice depends on the model and workload.

Which has more context, Alibaba Cloud or OpenScale?

Alibaba Cloud: 1M (Qwen 3.8-Max). OpenScale: 1M context.

Related comparisons

Running long-horizon agents?

If your agents run past 200K tokens, compare both against Subconscious. Our inference stack treats a long-horizon trace as the primary workload, so speed, cost, and accuracy hold up deep into the trace.

Subconscious vs Alibaba Cloud Subconscious vs OpenScale