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AI Visibility Scorecard
Katherine Clark for Congress
clark4ma.com · Healthcare
Borderline visible. AI bots can crawl Katherine Clark for Congress, 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
#655,757 of 839,070 in Healthcare for AI visibility
3.8
/10
AEO Score
About Katherine Clark for Congress
from our crawl and measurement
Katherine Clark for Congress describes itself simply: "Our campaign is organizing on the ground and online to re-elect Katherine and build a coalition to support her and make sure everyone has fair shot." When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
Our crawl found structured data on the page (Organization, WebSite, BreadcrumbList). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
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
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 3.8/10, Katherine Clark for Congress is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Katherine Clark for Congress
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.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/clark4ma
Cite this score: Engagemii (2026). "AEO Score for Katherine Clark for Congress." Retrieved from https://engagemii.com/aeo/brands/clark4ma
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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