The deeper lesson here was that creators don't want AI to do more — they want AI to do less, faster. Anonymized for now; the patterns are generalizable across most AI-augmented creator tools.
AI × Content editingShipped
Reducing post-capture friction for creators
Creators have plenty of capture tools. The real bottleneck is the post-capture workflow — cutting, scoring, captioning, exporting. AI can collapse a 90-minute edit into 9 minutes if it ships in the right shape.
My role
Product scoping for the AI features, plus design on the editor surface.
The insight
AI-in-the-editor only works when the AI's suggestions are *commitable in one click* and *reversible in one click*. Adding confidence scores didn't matter. Adding "accept all / accept this / undo" did.
Scale signal
Creator-tool space; mobile + desktop.
Updates
- Nov 2024Shipped the first auto-cut feature with a one-click accept/reject flow.
- Apr 2025Replaced confidence percentages with an AI-confidence good/uncertain two-state signal. Adoption tripled.