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AI Visibility Scorecard
2025 MCC Year in Review
mccimpactreport.com · Nonprofits
Borderline visible. AI bots can crawl 2025 MCC Year in Review, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#437,660 of 751,151 in Nonprofits for AI visibility
4.4
/10
AEO Score
About 2025 MCC Year in Review
from our crawl and measurement
2025 Year In Review, based in Lansing, MI, describes itself simply: "Annual Report | Michigan Community Capital | MCC is a 501(c)(3) nonprofit that exists to promote community and economic development, the creation of wealth and job opportunities, and to." When AI engines look at it, they find little to work with. It scores 4.3 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
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 4.4/10, 2025 MCC Year in Review is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for 2025 MCC Year in Review
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mccimpactreport
Cite this score: Engagemii (2026). "AEO Score for 2025 MCC Year in Review." Retrieved from https://engagemii.com/aeo/brands/mccimpactreport
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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