#468,537 OF 729,071 IN E-COMMERCE
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AI Visibility Scorecard
Fragments of Marketing
fragmentsofmarketing.com · E-commerce
Borderline visible. AI bots can crawl Fragments of Marketing, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#468,537 of 729,071 in E-commerce for AI visibility
4
AEO Visibility
iNear-invisible · 3.9/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About Fragments of Marketing
from our crawl and measurement
Welcome describes itself simply: "Turn occasional customers into predictable recurring revenue. | Fragments of Marketing is a project focused on structuring customer retention as the foundation for growth in small and." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
Our crawl found structured data on the page (BreadcrumbList, Organization, WebPage), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 3.9/10, Fragments of Marketing is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Fragments of Marketing
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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.
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Source & Attribution
Scored by Engagemii on September 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fragmentsofmarketing
Cite this score: Engagemii (2026). "AEO Score for Fragments of Marketing." Retrieved from https://engagemii.com/aeo/brands/fragmentsofmarketing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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