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AI Visibility Scorecard
meredithleonard.com · Food & Beverage
At 1.8/10, Meredith Leonard, MMSt., MSc. Ed., OCT 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
#1,310,874 of 1,347,501 in Food & Beverage for AI visibility
1.8
/10
AEO Score
from our crawl and measurement
Meredith Leonard, MMSt., MSc. Ed., OCT is a business whose own site puts it this way: "I’m committed to accessibility, inclusion and innovation to create services and experiences that build connection, community and capacity." As far as answer engines are concerned it may as well not exist yet: 1.8 out of 10.
Our crawl found structured data on the page (WebSite), a sitemap, a readable heading structure. It also found the gaps that keep answer engines guessing: an llms.txt file.
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
5
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
5
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
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.
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 1.8/10, Meredith Leonard, MMSt., MSc. Ed., OCT is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Meredith Leonard, MMSt., MSc. Ed., OCT
Which AI engines already crawl you
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/meredithleonard
Cite this score: Engagemii (2026). "AEO Score for Meredith Leonard, MMSt., MSc. Ed., OCT." Retrieved from https://engagemii.com/aeo/brands/meredithleonard
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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