Alibaba Cloud vs Novita AI
Novita serves 200+ open models cheaply, open Qwen included. Alibaba Cloud serves the closed Qwen Max plus regional deployment inside a hyperscale cloud.
By The Subconscious Team · Updated
Alibaba Cloud vs Novita AI: key differences
Qwen's open models are available almost everywhere, and Novita AI is one of the cheapest places to run open models, with LLM prices from $0.02 per million tokens, batch at 50% off and 200+ models across text, image, video, speech and embeddings. What Novita cannot serve is Alibaba's closed Qwen 3.8-Max, which takes text, image and video input with 1M context and built-in web search at $2 in and $6 out internationally. Alibaba wraps that model in regional deployment scopes, including the EU, and a full public cloud.
Enterprise readiness separates them further. Novita has no public SOC 2, HIPAA or VPC peering, looser serverless SLAs and Discord-based support. Alibaba offers the scale and infrastructure of a hyperscaler, though with a confusing price sheet and no fine-tuning or batch on Max. Novita counters with dedicated endpoints for any Hugging Face model with hot-swappable LoRA adapters, a GPU cloud and an agent sandbox. Indie builders on open Qwen or other open models save money on Novita. Companies that want the Max flagship or regional controls go to Alibaba.
What Alibaba Cloud and Novita AI 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 profileNovita AI
Novita AI is a San Francisco inference cloud founded in late 2023 by Frank Lewis and Junyu Huang, and it competes on price and breadth. Its serverless API covers 200+ open models across LLMs, image, video, speech, voice cloning and embeddings, with LLM prices starting at $0.02 per million tokens. The API speaks both OpenAI and Anthropic formats. It became an official Hugging Face Inference Partner in April 2026 and was the day-zero launch partner for Google's Gemma 4.
Example models: DeepSeek V4 Pro, Gemma 4
Full Novita AI profileShould you choose Alibaba Cloud or Novita AI?
Alibaba Cloud
Choose Alibaba Cloud for
- The closed Qwen 3.8-Max flagship
- Regional deployment scopes, including the EU
- Enterprises that want a full public cloud
Novita AI
Choose Novita AI for
- Cheap open Qwen and other open models
- LoRA fine-tunes on dedicated endpoints
- Indie apps mixing LLM and image generation
Alibaba Cloud vs Novita AI at a glance
| Attribute | ||
|---|---|---|
| Model access | Closed Max; open smaller Qwen | Open weights |
| Flagship models | Qwen 3.8-Max, Qwen 3.7-Max | DeepSeek V4 Pro, Gemma 4 |
| Speed | ~40 tok/s on Qwen 3.8-Max | ~36 tok/s on DeepSeek V4 Pro |
| Price | $2 in, $6 out international | From $0.02 per 1M; batch 50% off |
| Customization | No fine-tuning on Max | Hot-swappable LoRA adapters |
| Deployment | Model Studio on Alibaba Cloud | Serverless, GPU cloud, dedicated |
| Long context | 1M (Qwen 3.8-Max) | Full 1M on DeepSeek V4 Pro |
Frequently asked questions
What is the difference between Alibaba Cloud and Novita AI?
Novita serves 200+ open models cheaply, open Qwen included. Alibaba Cloud serves the closed Qwen Max plus regional deployment inside a hyperscale cloud.
When should I choose Alibaba Cloud over Novita AI?
The closed Qwen 3.8-Max flagship; Regional deployment scopes, including the EU; Enterprises that want a full public cloud.
When should I choose Novita AI over Alibaba Cloud?
Cheap open Qwen and other open models; LoRA fine-tunes on dedicated endpoints; Indie apps mixing LLM and image generation.
Is Alibaba Cloud or Novita AI cheaper?
Alibaba Cloud: $2 in, $6 out international. Novita AI: From $0.02 per 1M; batch 50% off. The cheaper choice depends on the model and workload.
Which has more context, Alibaba Cloud or Novita AI?
Alibaba Cloud: 1M (Qwen 3.8-Max). Novita AI: Full 1M on DeepSeek V4 Pro.
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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.