AI Visibility Scorecard
cesletterflip.com · Nonprofits
Borderline visible. AI bots can crawl Letter to the CES Letter, 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
Claude · Perplexity · ChatGPT · Apple Intelligence
#332,971 of 827,708 in Nonprofits for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Nonprofits average 9
Top 43% of Nonprofits
See what's behind this score →4
-
Network Authority
iNot connected yet
Nonprofits average 0.0
0 relationships · Nonprofits average 2
See what's behind this score →35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
Nonprofits average 14
See what's behind this score →0
from our crawl and measurement
"An analysis of the CES Letter, its rhetorical methods, and its impact on faith among members of the Church of Jesus Christ of Latter-day Saints." That is how Letter to the CES Letter introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (Person, Organization, WebSite), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.
AI crawlers have visited 7 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Applebot (Siri).
Strong · Good · Fair · Weak
Structured Data
Fair
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4/10, Letter to the CES Letter is crawlable but under-signaled - fixable, and the signals above are where to start.
When Was the CES Letter Written?
The first draft of the CES letter was written in 2012 and early 2013 and was first published publicly online in April 2013, after which it was revised multiple times by its author. Read more about the origin of the CES Letter.
What is the Motive for The CES Letter?
Jeremy has claimed that the CES Letter was written to help explain to his children why he left the Church, even though his oldest child was very young at the time. From my perspective, the letter seems more focused on justifying his departure and reinforcing his decision to leave.
How is the CES Letter a Business?
With the widespread success of the CES Letter, and the boost it received from platforms like Mormon Stories, Jeremy found a way to make it profitable, very profitable. Beyond the influence of having the letter shared repeatedly and persuading others, he also found a way to generate income from it.
Is the CES Letter Factual?
The CES Letter contains a mix of factual information, selective sourcing, and interpretation. Many historical events and quotations referenced in the document are real, but they are often presented without full context, alternative explanations, or acknowledgment of scholarly disagreement.
Where does the information found in the CES letter originate from?
Much of the information in the CES Letter is drawn from earlier critical and anti-LDS sources rather than original research.
Is this your brand?
The exact fixes for Letter to the CES Letter
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
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 Letter to the CES Letter.
Scored by Engagemii on October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cesletterflip
Cite this score: Engagemii (2026). "AEO Score for Letter to the CES Letter." Retrieved from https://engagemii.com/aeo/brands/cesletterflip
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform