# Map queries to the page that should rank

Judges: one query plus candidate list of the client's page titles. Questions: choice:best\_page - supplied page menu plus none; score:fit - 1-5 how well page answers query. Action: queries with none become content briefs; low fit triggers page updates.

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: 3.93.

Vertical: Cross-industry.

Function: SEO & AI search.

Status: Idea.

Volume: routine.

Value: meaningful.

Risk: moderate.

Evidence: null.

Flags: None.

- [Vertical](/verticals/cross_industry/)
- [Function](/functions/seo_ai_search/)
- [Search result semantic ranking](/use-cases/search-result-semantic-ranking/)
- [Programmatic SEO page categorization](/use-cases/programmatic-seo-page-categorization/)
- [DataForSEO affiliate/spam domain detection](/use-cases/dataforseo-affiliate-spam-domain-detection/)
- [Gracker programmatic intent understanding](/use-cases/gracker-programmatic-intent-understanding/)
- [Jev system one decision for SEO routing](/use-cases/jev-system-one-decision-for-seo-routing/)
- [LLMPulse AI citation tracking dashboard](/use-cases/llmpulse-ai-citation-tracking-dashboard/)