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AI Visibility Scorecard
MBC
mbc31.com · Beauty & Personal Care
Borderline visible. AI bots can crawl MBC, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#110,791 of 191,639 in Beauty & Personal Care for AI visibility
4.1
/10
AEO Score
About MBC
from our crawl and measurement
"Welcome to mbc.com A chemical free, all natural brand, to make your skin glow forever. Muna beauty cosmetics is offering you products, tested and blended with the virtues of nature and." That is how Home introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.
Our crawl found structured data on the page (BreadcrumbList, Organization, WebPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
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 4.1/10, MBC is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MBC
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 MBC.
Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mbc31
Cite this score: Engagemii (2026). "AEO Score for MBC." Retrieved from https://engagemii.com/aeo/brands/mbc31
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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