AI Visibility Scorecard
Qtto
qtto.substack.com · Education
Borderline visible. AI bots can crawl Qtto, 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 3 times
Claude · Apple Intelligence
#24,007 of 937,791 in Education for AI visibility
8
5
AEO Visibility
iBorderline · 4.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Qtto
from our crawl and measurement
Qtto is a business whose own site puts it this way: "Pure blooded and curious; my grad degree courses taught critical thinking and analysis. The kind where you look at all five, or more, sides of an issue! Click to read Qtto on Substack." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Strong
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
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 4.7/10, Qtto is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Qtto
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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 August 29, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/qtto-substack
Cite this score: Engagemii (2026). "AEO Score for Qtto." Retrieved from https://engagemii.com/aeo/brands/qtto-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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