AI Visibility Scorecard
horselesspress.org · Media & Entertainment
Borderline visible. AI bots can crawl Horse Less Press, 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 13 times
Meta AI · Claude · ShapBot
#48,051 of 1,966,366 in Media & Entertainment for AI visibility
2
AI Naming Predictability
iRarely named · 2/100
More likely to be named than 91% of Media & Entertainment companies
5
AEO Visibility
iBorderline · 4.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Horse Less Press describes itself simply: "All four of Magnificent Field’s full-length book titles (by Tony Mancus, Shelly Taylor, Alban Fischer, and Nathan Hauke) as well as all the full-length titles from horse less press are." 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 workable page structure, basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business, a clearly stated business identity and credibility markers like credentials or reviews.
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). 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
Good
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
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 4.7/10, Horse Less Press is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/horselesspress-org
Cite this score: Engagemii (2026). "AEO Score for Horse Less Press." Retrieved from https://engagemii.com/aeo/brands/horselesspress-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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