Wan2.2
Alibaba · 27B total / 14B active (MoE)
An Apache-2.0 base for video generation
Alibaba’s video-generation model open-sourced in July 2025: 27B-A14B, Apache-2.0, generation 94, video 86, ecosystem 88 and a composite of 65.1. It is one of the most common bases for community fine-tuning and ComfyUI workflows; understanding is weak (perception 72, documents 55), so it is not an analysis model.
Last updated Oct 21, 2026Editorial scoring
Bottom line
Eight-dimension breakdown
editorial mapping · 0–100- Wan2.265.1
Weights: perception 20 / documents 18 / charts 14 / video 14 / agents 14 / generation 6 / Chinese 6 / ecosystem 8. Definitions and sources on the methodology page.
Public benchmarks
as reported, not converted| Benchmark / metric | Value | Note |
|---|---|---|
| 参数规模 | 27B-A14B | MoE |
| 许可证 | Apache-2.0 | Commercial use |
| 上下文 | 16K | For generation tasks |
Public scores come from different versions and prompts and are not interchangeable with our composite; they are one evidence input.
Scenario mapping
five stress tests, one scale| Scenario | Score | Observation |
|---|---|---|
| Short-video generation | 94 · Stable style and camera | |
| Image generation | 90 · Good first-frame quality | |
| 30-min video QA | 86 · Generation only, not QA | |
| Chinese receipt OCR | 55 · Not an OCR model | |
| Chinese cultural context | 82 · Good response to Chinese-style prompts |
Strengths and limitations
Strengths
- Apache-2.0 plus 27B-A14B is the best balance of licence and capacity among video-generation bases.
- Ecosystem 88: the richest ComfyUI, LoRA and community workflows.
- Generation 94 and video 86 keep camera motion and stylisation stable.
Limitations
- Perception 72 and documents 55: not for multimodal analysis.
- Agents 40 and charts 40: unsuitable for business automation.
- 16K context limits long prompts and multi-shot scripts.
Price and real cost
List price
—N/A
Open weights; self-hosted, no API fee. For 1,000 images at 1,024px, ~1,100 image tokens each and 300 output tokens, the monthly cost is about ¥0.0 (assuming input at 25% of output price).
Use your volumeAbout Wan2.2
Is Wan2.2 open source?
Licence: Open weights (Apache-2.0). Weights are available, but check the exact terms and filing requirements before commercial use.
How much does Wan2.2 cost?
Open weights; self-hosted, no API fee. It ranks #55 with a composite of 65.1. Real bills depend on resolution, tiling, caching and volume discounts.
What is Wan2.2 best for?
Video generation and stylisation; ComfyUI workflows; A base for video-model fine-tuning。
Why does Wan2.2 score 65.1?
The composite weights eight dimensions: perception 20%, documents 18%, charts 14%, video 14%, agents 14%, generation 6%, Chinese 6%, ecosystem 8%. Its strongest dimension is Generation & editing; its weakest is Chart & document reasoning.
Personal ranking · Not an official score
Every ranking, score and comparison on this page is an independent personal ranking, not an official score, and represents no vendor, institution or regulator. Scores are a subjective mapping of public evidence under our own weights — change the weights and the order changes. Disagree, or spotted a factual error? Contact the site owner: jizhi2024@foxmail.com — we check each report and log corrections in the changelog.