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AI Visibility Scorecard
Johnnie Ryan | Pure Cane Sugar Soda
johnnieryan.com · Food & Beverage
Somewhat visible. AI bots can read Johnnie Ryan | Pure Cane Sugar Soda, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#105,391 of 1,354,826 in Food & Beverage for AI visibility
5.7
/10
AEO Score
About Johnnie Ryan | Pure Cane Sugar Soda
from our crawl and measurement
Johnnie Ryan describes itself simply: "Vintage Glass Bottles We package our soda in classic glass bottles to preserve freshness, great taste and carbonation making it a real refresher!." Its AI visibility score is 5.7 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (BreadcrumbList, Organization, WebPage), an llms.txt file for AI models 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
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
2
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 5.7/10, Johnnie Ryan | Pure Cane Sugar Soda has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Johnnie Ryan | Pure Cane Sugar Soda
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnnieryan
Cite this score: Engagemii (2026). "AEO Score for Johnnie Ryan | Pure Cane Sugar Soda." Retrieved from https://engagemii.com/aeo/brands/johnnieryan
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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