TL;DR: A new pipeline integrates Ideogram 4, Qwen Image Edit, and Wan 2.2 to produce highly consistent AI-generated videos.
Summary: AI developers are combining Ideogram 4 for base image generation, Qwen Image Edit 2511 for modifications, and Wan 2.2 for final animation. This workflow utilizes character reference sheets and background scenes to maintain visual consistency across generated video frames. The orchestration is handled in ComfyUI, allowing creators to run complex multi-model pipelines on consumer-grade hardware.
Why it matters: This pipeline highlights the transition toward multi-model orchestration for professional video production instead of relying on a single end-to-end model. AI builders can leverage these patterns to design more controllable and modular creative tools.
Source: r/stablediffusion