AI Visibility Scorecard
by Katlyn Roberts
poorsteward.com · Education
Borderline visible. AI bots can crawl by Katlyn Roberts, 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 2 times
Claude · Meta AI
#231,221 of 937,751 in Education for AI visibility
6
AI Naming Predictability
iRarely named · 6/100
Education average 14
Top 51% of Education
See what's behind this score →4.1
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →10
0
About by Katlyn Roberts
from our crawl and measurement
by Katlyn Roberts is a business whose own site puts it this way: "Katlyn Roberts is an American freelance writer living and wrangling existential contemplations in Barcelona, Spain. She writes about history, travel, and culture... with some snark." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
On the page, the fundamentals are in place: structured data on the page (WebSite), an llms.txt file for AI models, a sitemap.
- Company ·
- by Katlyn Roberts
- Website ·
- poorsteward.com
- Industry ·
- Education
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Aug 1, 2026
The 6 on-page signals AI reads
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
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
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
Weak
No community discussion yet.
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 read your site and name it in answers. At 4.1/10, by Katlyn Roberts is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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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/poorsteward
Cite this score: Engagemii (2026). "AEO Score for by Katlyn Roberts." Retrieved from https://engagemii.com/aeo/brands/poorsteward
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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