---
name: lookalike-categories
description: Organize resemblance suggestions by visual category and time period.
---

# Lookalike Categories

Offer optional categories such as actors, musicians, athletes, presenters, fictional characters, or regional cinema, based on the user's stated preference. Use public-figure names only as illustrative possibilities, never as identity claims. Separate face-framing cues from styling cues and avoid ranking people by attractiveness. Ask for a category or region when it would materially improve relevance.