AI Visibility Scorecard
drinkmad.com
drinkmad.com · E-commerce
Somewhat visible. AI bots can read drinkmad.com, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#159,848 of 737,084 in E-commerce for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
40
Muse Index Score
iAI agent readiness
Transactable · 40/100
0
AI Adoption
iNone detected · 0/100
About drinkmad.com
from our crawl and measurement
Mad Coffee describes itself simply: "12 MadCups, 3 coffees, endless moods. Bold Americano, rich Vanilla Caramel, and smooth Classic Cold Brew, instant variety, in one ready-to-go box. No machine needed." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Product), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 5.3/10, drinkmad.com has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Mad Coffee?
Our patented LyoExtract™ crystals deliver barista-level taste in 3 seconds—no machine, no mess, just instant clarity.
What our customers say?
5.0 Must-Have Coffee for Every Camping Trip This coffee variety pack has become an indispensable part of my camping trips. When preparing for an outdoor adventure, space and weight in my backpack are at a premium, and the compact, lightweight packaging of this pack fits right in without taking up much room. Once at the campsite, the real fun begins.
Is this your brand?
The exact fixes for drinkmad.com
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for drinkmad.com.
Source & Attribution
Scored by Engagemii on September 26, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/drinkmad
Cite this score: Engagemii (2026). "AEO Score for drinkmad.com." Retrieved from https://engagemii.com/aeo/brands/drinkmad
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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