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Wan 2.2

Alibaba's open-weight AI video generator, free to self-host and dominant in the ComfyUI community

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open-sourceDR 97Self-hosted use of the open-weight model is free with no usage caps. Cloud GPU rental for those without local hardware runs roughly $0.30-$2+/hr on services like RunPod or Vast.ai. Alibaba also offers a usage-based hosted API (Tongyi Wanxiang) documented primarily for the Chinese market.View full pricing →

Visit Wan 2.2

https://github.com/Wan-Video/Wan2.2

About Wan 2.2

Wan 2.2 is Alibaba's open-weight AI video generator, released with downloadable model checkpoints that can be self-hosted for free with no subscription or per-generation cost. Its Mixture-of-Experts architecture produces motion consistency and prompt adherence that rivals closed-source leaders like Kling and Runway, a rare feat for an open model, and a smaller 5B-parameter TI2V variant runs on a single consumer GPU with around 24GB VRAM while still generating usable 720p video. Wan 2.2 became the de facto standard open video model in the ComfyUI community within weeks of release, with extensive workflow templates, LoRA fine-tunes, and troubleshooting resources already available. It supports text-to-video, image-to-video, and a combined TI2V mode, and ships under a commercially permissive Apache 2.0-style license.

Key Features

Fully open-weight model, downloadable and self-hostable with no subscription cost
Mixture-of-Experts architecture rivaling closed-source video quality
5B-parameter TI2V variant runs on a single ~24GB VRAM consumer GPU
Dominant support in the ComfyUI ecosystem with extensive workflow templates and LoRA fine-tunes
Text-to-video, image-to-video, and combined TI2V generation modes
Commercially permissive Apache 2.0-style license on released weights

Wan 2.2 Pros & Cons

Pros

  • +Fully open-weight and free to self-host, unlike Kling, Runway, or Sora
  • +Quality genuinely competitive with closed-source leaders on motion consistency and prompt adherence
  • +Accessible 5B TI2V variant runs on a single consumer GPU
  • +Dominant ComfyUI ecosystem support with extensive community resources
  • +No content moderation on self-hosted runs
  • +Commercially permissive license, viable to build products on top of

⚠️ Cons

  • Full-size MoE models need substantial VRAM for top quality, requiring expensive hardware or rented compute
  • No polished consumer app — realistically requires ComfyUI, Diffusers, or a third-party wrapper
  • Documentation and support are community-driven (GitHub, Discord, Reddit) rather than dedicated support
  • Real setup friction downloading checkpoints and configuring Python/CUDA/ComfyUI environments
  • Generation is slow on modest consumer GPUs, taking several minutes per clip

Who Is Wan 2.2 Best For?

👤Developers and creators who want free, high-quality open video generation without per-generation fees
👤ComfyUI users looking for the current standard open video model with mature workflow support
👤Teams building products on top of a commercially licensed open video model instead of a closed API

Tags

ai video generatoropen-sourcetext-to-videoimage-to-videocomfyuialibaba

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