AI Visibility Scorecard
harborlit.com · Technology
Borderline visible. AI bots can crawl Teal Nebula LLC, 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
#1,603,067 of 2,705,712 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
70
Muse Index Score
iAI agent readiness
Transactable · 70/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
HarborLit The Simplest Way to Track Your Books is a business whose own site puts it this way: "AI-powered book scanning and personal library management app for iOS and Android. Instantly identify books by pointing your camera at a shelf, track reading progress, get personalized AI." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
Our crawl found structured data on the page (MobileApplication, FAQPage), an llms.txt file for AI models and a sitemap.
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
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 4.4/10, Teal Nebula LLC 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 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/harborlit
Cite this score: Engagemii (2026). "AEO Score for Teal Nebula LLC." Retrieved from https://engagemii.com/aeo/brands/harborlit
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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