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.
AI engines read this profile 2 times
Claude · ShapBot
#842,251 of 937,618 in Education for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
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 3.5 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
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 3.5/10, 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
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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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