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AI Visibility Scorecard
Mag O'Brien
maggielobrien.com · Food & Beverage
At 2.4/10, Mag O'Brien is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 8 times
Claude · Meta AI · Apple Intelligence
#1,239,169 of 1,362,516 in Food & Beverage for AI visibility
2.4
/10
AEO Score
About Mag O'Brien
from our crawl and measurement
Mag O'Brien is a business whose own site puts it this way: "Mag O’Brien (they/them) is a nonbinary, queer femme writer. Their work centers on the minutia of intimacies, grief, mental health, and the expansive nature of queer love." As far as answer engines are concerned it may as well not exist yet: 2.4 out of 10.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
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
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
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 2.4/10, Mag O'Brien is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mag O'Brien
Which AI engines already crawl you
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/maggielobrien
Cite this score: Engagemii (2026). "AEO Score for Mag O'Brien." Retrieved from https://engagemii.com/aeo/brands/maggielobrien
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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