AI Visibility Scorecard
Roast28
roast28.com · Food & Beverage
Somewhat visible. AI bots can read Roast28, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Meta AI
#89,259 of 1,393,867 in Food & Beverage for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
80
Muse Index Score
iAI agent readiness
Transactable · 80/100
0
AI Adoption
iNone detected · 0/100
About Roast28
from our crawl and measurement
Roast28 describes itself simply: "Flavors: Vanilla, hazelnut, aged Scotch whiskeyRoast: MediumOrigin: Peru What we love most: Syrupy mouthfeel with a hazelnut aftertaste that lingers on the tongue." 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 (Organization, WebSite, Product), 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
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Fair
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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, Roast28 has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Roast28
Which AI engines already crawl you
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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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Roast28 lists 4 products, 4 in stock, priced 21.00 to 26.00.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/roast28
Cite this score: Engagemii (2026). "AEO Score for Roast28." Retrieved from https://engagemii.com/aeo/brands/roast28
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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