AI Visibility Scorecard
beepandbob.com · Media & Entertainment
Borderline visible. AI bots can crawl Beep and Bob by Jonathan Roth, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 8 times
Meta AI · Claude · Apple Intelligence
#56,588 of 1,966,279 in Media & Entertainment for AI visibility
70
AI Naming Predictability
iNamed occasionally · 70/100
Media & Entertainment average 17
Top 3% of Media & Entertainment
See what's behind this score →5
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Basic · 0/100
Media & Entertainment average 15
See what's behind this score →0
from our crawl and measurement
Beep and Bob by Jonathan Roth describes itself simply: "Author, illustrator, and elementary school art teacher Jonathan Roth debut's his four book series, BEEP AND BOB, in March 2018 and his new series, ROVER AND SPECK, in 2022." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
On the page it is passable on a partly stated business identity. What holds it back is structured data describing the business, the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, a heading structure that lays out what it offers and 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. Beyond that, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 41 words.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Fair
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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 read your site and name it in answers. At 4.7/10, Beep and Bob by Jonathan Roth is crawlable but under-signaled - fixable, and the signals above are where to start.
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/beepandbob
Cite this score: Engagemii (2026). "AEO Score for Beep and Bob by Jonathan Roth." Retrieved from https://engagemii.com/aeo/brands/beepandbob
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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