AI Visibility Scorecard
Table of Contents
saurik.com · Education
Somewhat visible. AI bots can read Table of Contents, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Claude · Meta AI · Apple Intelligence · Perplexity
#6,414 of 937,617 in Education for AI visibility
72
5
AEO Visibility
iBorderline · 5.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Table of Contents
from our crawl and measurement
Table of Contents describes itself simply: "I continue to give these talks--mostly at college courses and hackathons--and improve this content, but I haven't made a canonical final recording yet." Its AI visibility score is 5.4 out of 10: the engines can find it, but they do not have much to hold on to.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Weak
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
Fair
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
Strong
Forum and community discussion.
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 5.4/10, Table of Contents has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Table of Contents
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/saurik
Cite this score: Engagemii (2026). "AEO Score for Table of Contents." Retrieved from https://engagemii.com/aeo/brands/saurik
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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