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AI Visibility Scorecard
Tanner Higgin, Ph.D.
tannerhiggin.com · Education
Somewhat visible. AI bots can read Tanner Higgin, Ph.D., but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Meta AI
#65,611 of 904,095 in Education for AI visibility
6.2
/10
AEO Score
About Tanner Higgin, Ph.D.
from our crawl and measurement
Tanner Higgin, Ph.D. is a business whose own site puts it this way: "Writing and creative work focused on media culture, social justice, and learning." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.2 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure and sitemaps and entity links AI can follow. It is passable on a few credibility markers and basic crawler access. What holds it back is structured data describing the business and a clearly stated business identity.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established and it barely surfaces on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and nobody is discussing it where AI engines look. Those are earned elsewhere on the web, not fixed on the site itself.
It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
3
Reddit mentions and discussion.
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, Tanner Higgin, Ph.D. has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Tanner Higgin, Ph.D.
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tannerhiggin
Cite this score: Engagemii (2026). "AEO Score for Tanner Higgin, Ph.D.." Retrieved from https://engagemii.com/aeo/brands/tannerhiggin
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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