AI Visibility Scorecard
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.
AI engines read this profile 15 times
Meta AI · Claude · Apple Intelligence
#35,220 of 1,966,627 in Media & Entertainment for AI visibility
7
AEO Visibility
iVisible · 6.5/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
0
AI Adoption
iNone detected · 0/100
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 6.5 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
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 6.5/10, Scott Johnson has a working base to build on - fixable, and the signals above are where to start.
new to frogpants?
Welcome to Frogpants! Whether you’re here for the podcasts, the art, or you just took a wrong turn at a video game convention, I’m glad you made it. This is the official home for everything I do: From the daily show known as The Morning Stream and the deep dives on CORE to my latest illustrations and comics. Get info on all the current shows here!
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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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Scored by Engagemii on August 10, 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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