AI Visibility Scorecard
yellowbookdirectory.com · Home & Living
Borderline visible. AI bots can crawl Yellow Book Directory, 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 6 times
Meta AI · Claude · ChatGPT · Perplexity
#220,725 of 1,377,992 in Home & Living for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Yellow Book Directory is a business whose own site puts it this way: "Find & connect with trusted local businesses & service providers nationwide with Yellow Book Directory, your go-to source for verified business listings." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
On the page, the fundamentals are in place: structured data on the page (WebPage, ImageObject, BreadcrumbList), an llms.txt file for AI models, a sitemap.
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
Strong
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4/10, Yellow Book Directory 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 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/yellowbookdirectory
Cite this score: Engagemii (2026). "AEO Score for Yellow Book Directory." Retrieved from https://engagemii.com/aeo/brands/yellowbookdirectory
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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