AI Visibility Scorecard
MMRF | Bike, Hike, Marathon
run4roy.com · Nonprofits
Borderline visible. AI bots can crawl MMRF | Bike, Hike, Marathon, 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
#326,877 of 827,653 in Nonprofits for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About MMRF | Bike, Hike, Marathon
from our crawl and measurement
MMRF describes itself simply: "Join MMRF Team for Cures events and run, bike and get active with us. Discover impactful fundraising ideas and support multiple myeloma research with MMRF Team for Cures." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
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
Fair
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 4/10, MMRF | Bike, Hike, Marathon is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MMRF | Bike, Hike, Marathon
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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.
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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/run4roy
Cite this score: Engagemii (2026). "AEO Score for MMRF | Bike, Hike, Marathon." Retrieved from https://engagemii.com/aeo/brands/run4roy
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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