Overview
How might we design smart bookmarks so people can trust and act on AI output?
When to use
- Ideal for complex applications, productivity tools, and platforms where AI-suggested bookmarks improve navigation efficiency based on user behavior.
When to skip
- Apps with flat nav of five items only.
- Suggestions that expose private pages in shared profiles.
- Bookmarks that shuffle daily without user control.
Rules
Auto-pinning with no remove.
Suggestions identical for every user on a team plan.
Bookmark bar that hides primary nav.
No sync across devices for saved shortcuts.
Evidence
| Product | Implementation |
|---|---|
| Browser bookmarks | Frecency and topic clusters for speed dial. |
| Application shortcuts | Recent and suggested project pins in sidebar. |
| Dashboard widgets | AI-ranked modules on home based on role. |
| Quick access panels | Suggested files and chats in launcher. |