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AI Visibility Scorecard
mbfe
mbfernandez.com · Professional Services
Somewhat visible. AI bots can read mbfe, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
ChatGPT
#130,905 of 478,224 in Professional Services for AI visibility
5.1
/10
AEO Score
About mbfe
from our crawl and measurement
"Michael and Brandee Fernandez, experienced professionals in leadership, conflict resolution, and global supply chain strategy." That is how mbfe introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
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
5
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 5.1/10, mbfe has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for mbfe
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 mbfe.
Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mbfernandez
Cite this score: Engagemii (2026). "AEO Score for mbfe." Retrieved from https://engagemii.com/aeo/brands/mbfernandez
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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