The opportunityWhat I builtThe experienceThe impact

UGC Factory

AI creative production
2026

Batches of scripts into batches of AI UGC videos in under an hour. I built the production app that takes campaigns from the first line to the final cut.

#The opportunity

I had more ad ideas to test than time to produce them. Taking a script through casting, takes, editing and revisions could consume a week. Every new angle added another production job. I wanted to turn a whole batch of scripts into finished ads while keeping control of the message, performance and final cut.

#What I built

  • I built an AI UGC studio that takes batches of scripts through avatars, voices, takes, editing and export in one workspace.
  • Each script gets its own presenter, delivery and hook variations, so a campaign can explore several creative directions in the same production run.
  • AI assembles the finished edits with B-roll, motion graphics, captions, music and sound effects. I review the work and direct the changes.
  • I brought the app into the team's workflow and trained colleagues to produce their own video ads.
A batch of scripts, each with its own avatar and voice, moves into production together.

#The experience

I start with a campaign brief and a batch of scripts. From one view, I assign voices and avatars, review shot lists and send the videos into production together.

I compare takes side by side and choose the delivery that fits the ad. When something misses, I describe the change and the app prepares a new take.

The edit workspace puts the video beside its timeline and scene plan. I can refine the pacing, graphics and audio before approving the final cut.

Made in 52 minutes. Finished video and hook variations ready to export.

Once the edit works, I export the finished ad and its hook variations. I can also change a call to action without putting the whole video back through production.

#The impact

1 week → under 1 h1 week → under 1 hFrom a week of video production to batches of finished AI UGC ads in under an hour
52 min52 minProduction time shown on a finished ad, with hook variations ready to export

“As good as videos that took us a week.”

My managerOn the AI UGC video ads I make with UGC Factory
Project details
Year
20262026
Category
AI creative productionAI creative production
Dimensions
Characters
2,0292,029
Tags
AI video, Creative production, AutomationAI video, Creative production, Automation
Role
Product strategy, design, development and team rolloutProduct strategy, design, development and team rollout
Stack
Node.js, Express, React, Vite, Tailwind, shadcn/ui, Google Flow, HyperFrames, ElevenLabs, whisper.cpp, ffmpeg, PlaywrightNode.js, Express, React, Vite, Tailwind, shadcn/ui, Google Flow, HyperFrames, ElevenLabs, whisper.cpp, ffmpeg, Playwright
Links
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Marketing AI agents
Next projectAI Ops Team2026
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