# Chunk library tagging

Judges: content chunk. Questions: choice:role - proof/objection/offer/explainer/cta/bio; choice:stage - early/mid/late. Action: Tags chunks for page assembly engine.

Grade: A — A clean typed decision \(yes/no, a pick from a list, or a level on a scale\) that is concrete, repeats routinely, and has meaningful value.. Score: 4.03.

Vertical: Software & tech.

Function: Personalization & CRO.

Status: Idea.

Volume: routine.

Value: meaningful.

Risk: low.

Evidence: null.

Flags: None.

- [Vertical](/verticals/saas_tech/)
- [Function](/functions/personalization_cro/)
- [In-app notification routing](/use-cases/in-app-notification-routing/)
- [AI link prefetching library for Nuxt and Next.js](/use-cases/ai-link-prefetching-library-for-nuxt-and-next-js/)
- [Documentation search ranking](/use-cases/documentation-search-ranking/)
- [Onboarding video auto-play decision](/use-cases/onboarding-video-auto-play-decision/)
- [Filter Hacker News stories by your interests](/use-cases/filter-hacker-news-stories-by-your-interests/)
- [Mobile app onboarding skipping](/use-cases/mobile-app-onboarding-skipping/)