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AI Visibility Scorecard
Beloved Memory Work
marciablack.com · Food & Beverage
At 2.6/10, Beloved Memory Work 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,201,167 of 1,346,875 in Food & Beverage for AI visibility
2.6
/10
AEO Score
About Beloved Memory Work
from our crawl and measurement
Beloved Memory Work is a business whose own site puts it this way: "I am a proud fourth-generation Detroiter, Black queer feminist, oral historian, archivist, and memory worker." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.6 out of 10.
Our crawl found structured data on the page (WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
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
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 2.6/10, Beloved Memory Work is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Beloved Memory Work
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your Ingredient Label Has a Story. Is Anyone Telling It?
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/marciablack
Cite this score: Engagemii (2026). "AEO Score for Beloved Memory Work." Retrieved from https://engagemii.com/aeo/brands/marciablack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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