Visual Polish AI Degenericizer v2
Goal
Remove the recognizable AI-generated look from frontend UI and replace it with compact, branded, intentional design details.
When to use
Use after a first UI pass, during redesign polish, or when the user says the page looks generic, boring, too big, too spaced out, or like a template.
Workflow
- Audit the UI for generic patterns: huge hero text, vague gradients, repeated card grids, weak imagery, excessive whitespace, flat backgrounds, and identical sections.
- Identify the brand motif or product-specific visual language that should replace generic decoration.
- Tighten spacing, type scale, and section rhythm without making the layout cramped.
- Add specificity through shapes, masks, borders, textures, local imagery, microcopy, icons, or component variants.
- Break repeated patterns with asymmetry, featured cards, editorial sections, or denser mobile layouts where appropriate.
- Preserve existing functionality and avoid rewriting everything when targeted polish is enough.
Quality bar
- Run available validation commands.
- Check mobile and desktop visual balance.
- Verify no interaction, form, or navigation behavior was broken.
Validation
- UI feels made for this brand and product, not a generic SaaS starter.
- Spacing and typography are proportional across screen sizes.
- Sections vary in rhythm while staying cohesive.
- Polish improves clarity and conversion, not only decoration.
Final response
- List the generic patterns removed and the specific design improvements applied.
1---2name: visual-polish-ai-degenericizer-v23description: Use this when an existing UI looks generic, AI-generated, too spacious, repetitive, template-like, poorly branded, or visually unfinished.4---56# Visual Polish AI Degenericizer v278## Goal910Remove the recognizable AI-generated look from frontend UI and replace it with compact, branded, intentional design details.1112## When to use1314Use after a first UI pass, during redesign polish, or when the user says the page looks generic, boring, too big, too spaced out, or like a template.1516## Workflow17181. Audit the UI for generic patterns: huge hero text, vague gradients, repeated card grids, weak imagery, excessive whitespace, flat backgrounds, and identical sections.192. Identify the brand motif or product-specific visual language that should replace generic decoration.203. Tighten spacing, type scale, and section rhythm without making the layout cramped.214. Add specificity through shapes, masks, borders, textures, local imagery, microcopy, icons, or component variants.225. Break repeated patterns with asymmetry, featured cards, editorial sections, or denser mobile layouts where appropriate.236. Preserve existing functionality and avoid rewriting everything when targeted polish is enough.2425## Quality bar2627- Run available validation commands.28- Check mobile and desktop visual balance.29- Verify no interaction, form, or navigation behavior was broken.3031## Validation3233- UI feels made for this brand and product, not a generic SaaS starter.34- Spacing and typography are proportional across screen sizes.35- Sections vary in rhythm while staying cohesive.36- Polish improves clarity and conversion, not only decoration.3738## Final response3940- List the generic patterns removed and the specific design improvements applied.
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