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AI Visibility Scorecard
Scott Johnson
frogpants.com · Media & Entertainment
Somewhat visible. AI bots can read Scott Johnson, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#28,692 of 1,864,764 in Media & Entertainment for AI visibility
6.7
/10
AEO Score
About Scott Johnson
from our crawl and measurement
Scott Johnson is a business whose own site puts it this way: "The official website and shop of Scott Johnson & Frogpants Studios. Find the latest podcasts, art from Scott, buy merch, and support your favorite weirdo." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.7 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity and crawler access and the files AI engines look for. It is passable on some structured data and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews.
Away from its own site, other sites link to it and AI engines recognise it as a distinct business. There is some, but not much, sign that the domain is only lightly established and it barely surfaces on Reddit. Beyond that, there is no press coverage to draw on and nobody is discussing it where AI engines look.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
1
Reddit mentions and discussion.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6.7/10, Scott Johnson has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Scott Johnson
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/frogpants
Cite this score: Engagemii (2026). "AEO Score for Scott Johnson." Retrieved from https://engagemii.com/aeo/brands/frogpants
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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