AI video tools keep getting better, but many creators still ship soft footage. Low resolution and noisy frames hurt brand trust. A focused ComfyUI pipeline with Comfui wan2.2 fixes that by baking quality into your process.
Start with your source format.
Decide if you:
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Generate single frames first and animate later
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Generate short sequences directly
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Mix AI frames with live action or screen recordings
Your choice affects how hard you push the model. For pure AI sequences, you care more about consistency. For mixed edits, you care more about matching real footage quality.
Build your core graph.
Following the Comfui wan2.2 guide, create a chain that includes:
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Prompt and seed inputs
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WAN2.2 base generation at a balanced resolution
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Noise control and refinement nodes
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1080p upscaling and output
Keep node names clear. Label each group by function, such as “base gen,” “refine,” and “upscale.” This helps you debug and share the setup with your team.
Dial in a “house style.”
You want consistent looks across episodes and campaigns. Use the same:
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Aspect ratio
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Lighting prompts
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Colour cues
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Camera language, such as “medium shot,” “close up,” or “wide shot”
Store a prompt template that you reuse and tweak, instead of starting from zero every time. WAN2.2 responds well to stable patterns.
Do quality checks at each stage.
After base generation, check:
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Anatomy and object shapes
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Background clutter
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Text legibility, if you generate UI or signage
After the upscale stage, check:
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Skin texture
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Edge clarity
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Noise in flat areas like skies or walls
If something looks off, adjust that stage, not the entire graph. The Comfui wan2.2 article gives clues on which parameters impact each issue most.
Integrate with your editor.
Export frames or clips in a format your NLE handles well. Then:
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Add motion with pans, zooms, and cuts
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Sync with voiceover and music
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Overlay captions and UI elements
By treating ComfyUI and WAN2.2 as the “image engine,” you keep editing where editors feel comfortable.
Measure results like a marketer.
Compare your new 1080p AI videos against older work. Watch:
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Watch time on YouTube and Shorts
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Full-screen play rate
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Comments on quality or “animation” style
If the new pipeline improves performance, lock it in as your default. With Comfui wan2.2 at the center, your AI visuals stop looking like rough tests and start feeling ready for real campaigns, explainers, and social content.
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