AI Visibility Scorecard
leiterreports.com · Education
Borderline visible. AI bots can crawl Leiter Reports, 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 1 times
Claude
#377,869 of 936,946 in Education for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
4
AI Adoption
iBasic · 4/100
from our crawl and measurement
Leiter Reports describes itself simply: "News and views about philosophy, the academic profession, academic freedom, intellectual culture, and other topics. The world's most popular philosophy blog, since 2003." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.
On the page itself the strengths are clear: a clear heading structure and sitemaps and entity links AI can follow. It is passable on basic crawler access. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews and structured data describing the business.
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.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
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
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
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.9/10, Leiter Reports is crawlable but under-signaled - fixable, and the signals above are where to start.
Who were the invited guests at Alfred North Whitehead’s 70th birthday party in 1931?
July 28, 2026 There’s a website that answers this pressing question! It’s an interesting snapshot of philosophy and elite intellectual culture at the time.
Should you agree to let your books be used for LLM training?
July 16, 2026 Philosopher Daniel Wodak writes: I was wondering if you had any advice on the following issue, which might be a good topic for your blog. CUP asked me to sign an addendum authorizing them to in effect use the text of my Element in training LLMs, with the promise that I’d get 20% of unspecified…Read more
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The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leiterreports
Cite this score: Engagemii (2026). "AEO Score for Leiter Reports." Retrieved from https://engagemii.com/aeo/brands/leiterreports
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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