Teams move from source link to approved output through a visible, verifiable process for generation, review, and next actions.
AI-NATIVE CASE STUDY / Live Product
SellShorts
Moves supported marketplace links through AI-assisted production, human review, channel choice, and controlled publishing.
AI speeds up synthesis, iteration, and repeatable production while product direction remains accountable.
Direction, risk, review, and release decisions stay clear and owned.
AI-NATIVE CASE STUDY
Product delivery flow
- 01
Business context
A marketplace link must become a script, video, caption, and channel-ready post quickly, while every public output remains reviewable.
- 02
Opportunity
AI can support creation, but scattered states make it hard to know what is generating, what needs review, and what is safe to publish.
- 03
My contribution
I designed the AI-assisted product path, human review gates, statuses, and publishing decisions from link intake through delivery.
- 04
Key decisions
- Show AI progress, review ownership, and handoff state at every stage.
- Keep commercial controls and human content approval in one working path.
- 05
Delivered
A live product that accepts supported marketplace links, prepares content with AI assistance, pauses for review, then publishes or downloads the approved result.
- AI-assisted product-link intake, human content review, and controlled publishing choices
This portfolio view covers the live path from supported product link to approved publish or download.


