AI Video Workflow Automation: What to Automate vs What Needs a Human
AI video workflow automation mapped by production stage. Data on which steps save time, which lose quality, and templates for building hybrid workflows that scale.
April 14, 2026
Hu White
AI Video Specialist at Green Frog Labs
I work with AI video tools every day. ComfyUI pipelines, After Effects compositing, LoRA training, V2V workflows, lip syncing, head and body swapping. The stuff most people see in a 30-second clip but don't think about how it was made. That's what I write about here.
At Green Frog Labs, I handle the technical side of AI video production. When a client needs something that looks professional and not like it was generated in two clicks, I figure out the pipeline to get there.
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