WAN in a Managed Pipeline
Open-weights AI video, operated inside a real production workflow.
Alibaba's WAN video models (2.1, 2.2) are the strongest open-weights video models available. UMG operates WAN for clients who need self-hostable workflows or specific stylistic outputs WAN handles better than closed models.
What's included
- WAN 2.x operated on dedicated infrastructure
- Custom LoRA finetuning available
- Routed alongside Kling, Sora, Veo, Higgsfield
When WAN wins
Open-weights workflows, custom LoRA finetunes, and certain motion styles WAN handles better than closed models.
When we route elsewhere
Premium cinematic work usually goes to Kling, Sora, Veo, or Higgsfield.
Ready to compare with real output?
See what UMG delivers for your brand
Every comparison on this site is based on real retainer work. Book a free strategy call and we'll show you a custom plan — no pitch deck required.
Tool alternatives
Closest siblings in AI video models
Other AI video models we operate inside the UMG production pipeline.
Frequently asked questions
Can you self-host WAN for our brand?+
Yes — for enterprise clients we offer self-hosted WAN workflows with custom LoRAs.
Start with real output
Ready to ship?
Book a free 20-minute strategy call. We'll map the exact plan for your brand — no pitch deck, no fluff.