AI Visibility Scorecard
Official MLB Auctions: Authenticated Memorabilia
auctions.mlb.com · Sports & Recreation
Well-positioned for AI search. The breakdown below shows where Official MLB Auctions: Authenticated Memorabilia is still leaving points on the table.
AI engines read this profile 17 times
Meta AI · Perplexity · Amazon Alexa · Claude
#28 of 251,116 in Sports & Recreation for AI visibility
8
AEO Visibility
iVisible · 7.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Official MLB Auctions: Authenticated Memorabilia
from our crawl and measurement
Official MLB Auctions: Authenticated Memorabilia is a business whose own site puts it this way: "Bid on or buy AUTHENTICATED, autographed MLB memorabilia from the official, online auction site of Major League Baseball." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.5 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Good
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Good
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
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 7.5/10, Official MLB Auctions: Authenticated Memorabilia has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Official MLB Auctions: Authenticated Memorabilia
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/auctions-mlb
Cite this score: Engagemii (2026). "AEO Score for Official MLB Auctions: Authenticated Memorabilia." Retrieved from https://engagemii.com/aeo/brands/auctions-mlb
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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