AI Visibility Scorecard
transphilosopher.com · Healthcare
At 2.42/10, Rachel Williams is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Entity Clarity and E-E-A-T Signals. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude
Top 25% in Healthcare for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Healthcare average 11
Top 55% of Healthcare
See what's behind this score →2.42
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Healthcare average 3. Claim your page and Engagemii is your first.
See what's behind this score →5
0
from our crawl and measurement
Rachel Williams describes itself simply: "Her skillful interweaving of autobiography and theory not only radically improves our understanding of sex and gender, but also manifests kindness and wisdom on every page." When AI engines look at it, they find little to work with. It scores 2.42 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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
-
Not yet measured.
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 read your site and name it in answers. At 2.42/10, Rachel Williams is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
What does “transgender” mean?
The term “transgender” has no universally agreed upon definition but most academics define it to mean “anyone who has a gender different from the gender they were assigned at birth”. For example, a trans girl might have been thought to be a “boy” at birth but her gender is actually that of a girl. There is debate within the trans community about how broad the trans umbrella is.
What is the difference between sex and gender?
“Sex” usually refers to biological/physiological characteristics of the body (“male” vs “female” vs “intersex”, etc.) whereas gender typically refers to a broader social-cultural phenomena involving expectations about social role, behavior, expression, power dynamics, processes of identification, public spaces (e.g.
What is the difference between “transgender” and “transsexual”?
When the term “transgender” was first coined it was defined in contrast to “transsexual”. “Transsexual” was a more limited term, specifically referring only to those trans people who seek out medical assistance via hormones, surgery, etc. “Transsexualism” was coined in the late 1940s and early 1950s by doctors David O. Cauldwell (a psychiatrist) and Harry Benjamin (endocrinologist).
What does “cisgender” mean?
The term “cisgender” comes from the Latin prefix “cis”, meaning “on this side of”, which is the opposite of “trans”, meaning “across from” or “on the other side of”. Basically, if you are cisgender you are not trans i.e. you identify as the gender you were assigned at birth.
How is sexual orientation different from gender identity?
Sexual orientation refers to who you are attracted to. Gender identity refers to your identification/comfort with a gender such as “man” or “woman”. These two things can vary independently. For example, a trans woman might identify as a woman but be attracted to other women (lesbian). Or a trans man might identify as a man but be attracted to more than one gender (bisexual/pansexual).
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/transphilosopher
Cite this score: Engagemii (2026). "AEO Score for Rachel Williams." Retrieved from https://engagemii.com/aeo/brands/transphilosopher
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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