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AI Visibility Scorecard
Andrew Lih
andrewlih.com · Media & Entertainment
Somewhat visible. AI bots can read Andrew Lih, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Meta AI
#108,657 of 1,915,736 in Media & Entertainment for AI visibility
6
AEO Visibility
iVisible · 6.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Andrew Lih
from our crawl and measurement
"National Archives Citizen Archivist of the Year award and a Knight Foundation grant for his work with Wikipedia and cultural institutions." That is how andrewlih.com introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.2 out of 10, readable in places and missing in others.
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 Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
5
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
0
No press coverage found yet.
Community
2
Forum and community discussion.
Social Mentions
0
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 6.2/10, Andrew Lih has a working base to build on - fixable, and the signals above are where to start.
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/andrewlih
Cite this score: Engagemii (2026). "AEO Score for Andrew Lih." Retrieved from https://engagemii.com/aeo/brands/andrewlih
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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