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AI Visibility Scorecard
johnbirdsall.substack.com · Food & Beverage
Somewhat visible. AI bots can read Shifting the Food Narrative, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#3,868 of 1,707,025 in Food & Beverage for AI visibility
6.7
/10
AEO Score
from johnbirdsall.substack.com
Queer and other less orthodox stories of food. Click to read Shifting the Food Narrative, by John Birdsall, a Substack publication with thousands of subscribers.
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.
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
8
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
10
Press and news coverage.
Community
10
Forum and community discussion.
0
No Reddit mentions found yet.
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 6.7/10, Shifting the Food Narrative has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Shifting the Food Narrative
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Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnbirdsall-substack
Cite this score: Engagemii (2026). "AEO Score for Shifting the Food Narrative." Retrieved from https://engagemii.com/aeo/brands/johnbirdsall-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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