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AI Visibility Scorecard
Madd Hatchery — Small
maddhatchery.com · E-commerce
At 2.6/10, Madd Hatchery — Small 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
#559,958 of 614,070 in E-commerce for AI visibility
2.6
/10
AEO Score
About Madd Hatchery — Small
from our crawl and measurement
Madd Hatchery Small describes itself simply: "Trish's urban farm: small-batch jams & jellies, farm-fresh eggs, baby chicks, tees and handmade goods. Order online, pick up at the farm, or find us at the market." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.6 out of 10.
Under the hood there is a readable heading structure, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
3
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
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, Madd Hatchery — Small is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Madd Hatchery — Small
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The $4.6 Trillion Problem Every E-Commerce Brand Ignores
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/maddhatchery
Cite this score: Engagemii (2026). "AEO Score for Madd Hatchery — Small." Retrieved from https://engagemii.com/aeo/brands/maddhatchery
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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