AI Visibility Scorecard
Upper Deck's Montana Football League
upperdeckmfl.com · Sports & Recreation
Borderline visible. AI bots can crawl Upper Deck's Montana Football League, 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 2 times
Claude
#215,890 of 251,531 in Sports & Recreation for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
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 3.5 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
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 3.5/10, Upper Deck's Montana Football League is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Upper Deck's Montana Football League
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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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