Marvin AI visibility score and rankings

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

Parse Score

54.3

93.1

How well you compete

27.3

How broadly AI mentions you

38.9

How often AI cites you

Parse Score

54.3

93.1

How well you compete

27.3

How broadly AI mentions you

38.9

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 Marvinto see what's changing each week.

Tasks· sample

Reply to this cited Reddit thread

Reach out to this cited publication

Brand performance

How Marvin's AI visibility has changed over time

Preview of competitive strength history (coarsened).

Brands AI most often recommends alongside Marvin

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

Prompt	Prompt visibility
What's the best tool for conducting and analyzing remote moderated usability tests?	0.0
Where can I buy an egress window?	0.0
I am renovating a historic home built in 1920. Who specializes in restoring original window sashes?	0.0