#160,550 OF 920,303 IN EDUCATION
SCORE HISTORY BEGINS 2026-08-04
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AI Visibility Scorecard
M&A Source
masource.org · Education
Somewhat visible. AI bots can read M&A Source, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 38 times
Meta AI · Claude · Apple Intelligence
#160,550 of 920,303 in Education for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
0
AI Adoption
iNone detected · 0/100
About M&A Source
from our crawl and measurement
M&A Source is a business whose own site puts it this way: "M&A Source is your source for all things in the lower middle market. Whether you're an advisor that's ready to join our community of professionals or a PEF searching for new opportunities." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, BreadcrumbList, 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
10
Clear headings and answer-style content.
Entity Clarity
10
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
9
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 Authority
2
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
1
Press and news coverage.
Community
0
No community discussion yet.
Social Mentions
0
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 5.7/10, M&A Source has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for M&A Source
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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 4, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/masource-org
Cite this score: Engagemii (2026). "AEO Score for M&A Source." Retrieved from https://engagemii.com/aeo/brands/masource-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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