Backlight AI visibility score and rankings

Data as of Mar 20, 2026. Sign up free to see the latest daily data.

Parse Score

64.4

94.8

How well you compete

30.3

How broadly AI mentions you

46.2

How often AI cites you

Parse Score

64.4

94.8

How well you compete

30.3

How broadly AI mentions you

46.2

How often AI cites you

This week· sample

Mixed week — score steady, one competitor gained ground.

Score shiftGained ground on 3 prompts this week

CompetitorA competitor was added to a cited roundup page

CitationNew source citing this brand in 2 prompt answers

Add Backlightto see what's changing each week.

Tasks· sample

Reply to this cited Reddit thread

Reach out to this cited publication

Brand performance

How Backlight's AI visibility has changed over time

Preview of competitive strength history (coarsened).

Brands AI most often recommends alongside Backlight

Brand	Parse Score	Shared Niches
Sketch	62.8	1
GitLab	79.9	1
AI Design Consistency Scanner	52.1	1

Questions people ask AI where Backlight appears in the last 30 days

Prompt	Prompt visibility
What's a good "design system manager" tool for documenting our components and tracking their usage across different repos?	8.3
What is the best platform for managing and versioning our company's design system tokens and components?	0.0
Which tool is the best for creating and managing a design system for a product team?	0.0

Domains AI cites when recommending Backlight in the last 30 days

Domain	Citations	Prompts
backlight.dev Best tools for Design System Documentation \| Design System Mastery \| by Backlight.dev	2	1