AI Visibility Scorecard
Pattern Beneath
patternbeneath.com · Media & Entertainment
Borderline visible. AI bots can crawl Pattern Beneath, 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 9 times
Meta AI · Claude · Perplexity · ShapBot
#848,558 of 1,966,337 in Media & Entertainment for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Pattern Beneath
from our crawl and measurement
Pattern Beneath describes itself simply: "A licensed marriage and family therapist, executive coach, author, and speaker, Margie developed Pattern Discovery." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 9 times in our tracking, including ClaudeBot (Anthropic), Meta AI and PerplexityBot.
The 6 signals AI reads
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
Good
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
Good
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
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.
What this score means
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, Pattern Beneath is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
WHAT IS PATTERN DISCOVERY?
Understanding the problem is different from understanding what may be driving it. Pattern Discovery is a structured coaching process for understanding what keeps repeating, why it may make sense in the context of your story, and what may help you respond differently now. We don’t begin by trying to assign you a type or fit you into a category. We begin with you.
IS PATTERN DISCOVERY RIGHT FOR ME?
Pattern Discovery may be a good fit if you find yourself thinking: “I know I do this.
Is this your brand?
The exact fixes for Pattern Beneath
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Pattern Beneath.
Source & Attribution
Scored by Engagemii on October 25, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/patternbeneath
Cite this score: Engagemii (2026). "AEO Score for Pattern Beneath." Retrieved from https://engagemii.com/aeo/brands/patternbeneath
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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