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AI Visibility Scorecard
Mad River Science
madriverscience.com · Beauty & Personal Care
At 2.8/10, Mad River Science 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
#156,683 of 171,192 in Beauty & Personal Care for AI visibility
2.8
/10
AEO Score
About Mad River Science
from our crawl and measurement
Mad River Science is a business whose own site puts it this way: "So, if you have considered introducing a water-based label into your line of cosmetics, you are in the right place." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 out of 10.
Our crawl found structured data on the page (Person). It also found the gaps that keep answer engines guessing: an llms.txt file, a sitemap, a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
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 2.8/10, Mad River Science is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mad River Science
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Skin Type Isn't One-Size-Fits-All. Neither Should Your Brand's Advice Be.
Beauty is personal in a way that almost no other category is.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Mad River Science.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/madriverscience
Cite this score: Engagemii (2026). "AEO Score for Mad River Science." Retrieved from https://engagemii.com/aeo/brands/madriverscience
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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