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AI Visibility Scorecard
Molly Cook for Texas Senate
molly4tx.com · Education
Borderline visible. AI bots can crawl Molly Cook for Texas Senate, 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
#601,849 of 876,918 in Education for AI visibility
4.1
/10
AEO Score
About Molly Cook for Texas Senate
from our crawl and measurement
Molly Cook for Texas Senate, based in Houston, TX, describes itself simply: "Molly Cook is a community-focused Democrat running for Texas Senate in District 15. Are you registered to vote in the March 1 primary? Do you live in District 15." When AI engines look at it, they find little to work with. It scores 3.8 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 4.1/10, Molly Cook for Texas Senate is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Molly Cook for Texas Senate
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 August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/molly4tx
Cite this score: Engagemii (2026). "AEO Score for Molly Cook for Texas Senate." Retrieved from https://engagemii.com/aeo/brands/molly4tx
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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