AI Visibility Scorecard
mbumo.com · Food & Beverage
Borderline visible. AI bots can crawl Brandon Cox, 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.
AI engines read this profile 1 times
Claude
#1,154,693 of 1,393,425 in Food & Beverage for AI visibility
3
AEO Visibility
iNear-invisible · 3.3/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"If you want to lose weight, it´s important to … Read more How to maintain new weight by Brandon Cox There has been a lot of publicity about how nearly 100% of diets end in failure." That is how Mbumo introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.3 out of 10.
Our crawl found structured data on the page (Person, WebSite, CollectionPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
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.
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 3.3/10, Brandon Cox is crawlable but under-signaled - fixable, and the signals above are where to start.
How to maintain new weight?
by Brandon Cox There has been a lot of publicity about how nearly 100% of diets end in failure. Just a few short … Read more
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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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Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mbumo
Cite this score: Engagemii (2026). "AEO Score for Brandon Cox." Retrieved from https://engagemii.com/aeo/brands/mbumo
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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