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AI Visibility Scorecard
Upper Deck's Montana Football League
upperdeckmfl.com · Sports & Recreation
At 3/10, Upper Deck's Montana Football League 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
#160,633 of 181,655 in Sports & Recreation for AI visibility
3
/10
AEO Score
About Upper Deck's Montana Football League
from our crawl and measurement
Upper Deck's Montana Football League is a business whose own site puts it this way: "***Informational New Player Meeting***Interested in just learning more about the MFL?Saturday, January 27th @ 5PM. We will hold this meet and greet at the Upper Deck indoor...." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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 3/10, Upper Deck's Montana Football League is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Upper Deck's Montana Football League
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Athletes Know What They Want. They Just Can't Find a Brand That Listens.
An athlete shopping for gear isn't browsing. They're problem-solving.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/upperdeckmfl
Cite this score: Engagemii (2026). "AEO Score for Upper Deck's Montana Football League." Retrieved from https://engagemii.com/aeo/brands/upperdeckmfl
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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