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AI Visibility Scorecard
booktoasters.com · E-commerce
Borderline visible. AI bots can crawl Thermal Book Repair | Fix Book Spines & Loose Pages, 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
#320,488 of 675,994 in E-commerce for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Thermal Book Repair, based in Seekonk, MA, describes itself simply: "Repair detached spines, loose pages, and damaged covers with professional thermal binding machines and glue strips. Shop now or learn how it works." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 4.4/10, Thermal Book Repair | Fix Book Spines & Loose Pages 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 September 16, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/booktoasters
Cite this score: Engagemii (2026). "AEO Score for Thermal Book Repair | Fix Book Spines & Loose Pages." Retrieved from https://engagemii.com/aeo/brands/booktoasters
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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