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AI Visibility Scorecard
The Guilty Bystander
mickeymercier.com · Education
At 2.7/10, The Guilty Bystander 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 2 times
Claude · Meta AI
#826,579 of 877,013 in Education for AI visibility
2.7
/10
AEO Score
About The Guilty Bystander
from our crawl and measurement
"Non-fiction writer from Clayton 1000 Islands and then Syracuse University, New Haven, Belgrade RS. Now working as an arts journalist in Bentonville and Northwest Arkansas." That is how The Guilty Bystander introduces itself. As far as answer engines are concerned it may as well not exist yet: 2.7 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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
3
Established authority for your domain.
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 2.7/10, The Guilty Bystander is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Guilty Bystander
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mickeymercier
Cite this score: Engagemii (2026). "AEO Score for The Guilty Bystander." Retrieved from https://engagemii.com/aeo/brands/mickeymercier
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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