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AI Visibility Scorecard
Common Start Coalition
commonstartma.org · Education
Somewhat visible. AI bots can read Common Start Coalition, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
ChatGPT · Claude · Apple Intelligence
#133,261 of 876,918 in Education for AI visibility
5.8
/10
AEO Score
About Common Start Coalition
from our crawl and measurement
Common Start Coalition is a business whose own site puts it this way: "Our goal is to ensure that all families have the care solutions they need and that all children in our Commonwealth have the same, strong start and enter school on a level playing field." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.8 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 3 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
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 5.8/10, Common Start Coalition has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Common Start Coalition
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Common Start Coalition.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/commonstartma-org
Cite this score: Engagemii (2026). "AEO Score for Common Start Coalition." Retrieved from https://engagemii.com/aeo/brands/commonstartma-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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