Fitlook Studio is building an agentic production pipeline for fashion commerce content. Claude sits at the center — researching products, writing scripts, and orchestrating video assembly — turning what used to require a full content team into a repeatable workflow.
Every stage of production is handled by Claude-driven agents, designed to publish AI-avatar fashion shorts linked directly to the products they feature.
Claude scans Coupang for pieces matching our selection criteria — season, price band, review volume, and rating — and builds a candidate pool.
Claude writes narration and subtitles tailored to each item, matched to the format benchmarks we've studied frame by frame.
Claude Code orchestrates programmatic video assembly — AI-avatar clips, product visuals, and voiceover composed into a finished short.
Shorts go out with product links attached, closing the loop from discovery to purchase in a single repeatable workflow.
Fitlook Studio is a one-person AI-native studio based in Incheon, Korea, operated by Qualmers. We believe the next generation of commerce content won't be produced by bigger teams, but by better pipelines — and we're building ours with Claude at the core of every step.