AI Visibility Scorecard
Fun Formula Book
funformulabook.com · Media & Entertainment
Borderline visible. AI bots can crawl Fun Formula Book, 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 11 times
Meta AI · Claude · Apple Intelligence · Perplexity
#239,788 of 1,966,320 in Media & Entertainment for AI visibility
24
AI Naming Predictability
iRarely named · 24/100
Media & Entertainment average 17
Top 19% of Media & Entertainment
See what's behind this score →4
-
Network Authority
iNot connected yet
Media & Entertainment average 0.0
0 relationships · Media & Entertainment average 3
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
About Fun Formula Book
from our crawl and measurement
Fun Formula Book is a business whose own site puts it this way: "In his latest book, The Fun Formula, New York Times bestselling author and social media entrepreneur Joel Comm reveals the secret to finding success in business: the pursuit of pleasure." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
On the page itself the strengths are clear: a clearly stated business identity and sitemaps and entity links AI can follow. It is passable on a workable page structure. What holds it back is structured data describing the business, credibility markers like credentials or reviews and the technical files AI engines look for, such as llms.txt or an open robots.txt.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, 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). It does link out to several social profiles, which helps engines tie the brand together.
- Company ·
- Fun Formula Book
- Website ·
- funformulabook.com
- Industry ·
- Media & Entertainment
- Location ·
- Nashville, TN
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 1, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Strong
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.2/10, Fun Formula Book is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Fun Formula Book
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Fun Formula Book.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/funformulabook
Cite this score: Engagemii (2026). "AEO Score for Fun Formula Book." Retrieved from https://engagemii.com/aeo/brands/funformulabook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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