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AI Visibility Scorecard
Beth McLaughlin for Texas House District 97
bethfor97.com · Education
Borderline visible. AI bots can crawl Beth McLaughlin for Texas House District 97, 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 1 times
Claude
#370,402 of 876,918 in Education for AI visibility
5
/10
AEO Score
About Beth McLaughlin for Texas House District 97
from our crawl and measurement
Beth McLaughlin for Texas House District 97 is a Fort Worth, TX business whose own site puts it this way: "and we’re turning Texas BLUE Beth Llewellyn McLaughlin Democrat for State Representative Texas House District 97 Flip the seat.Do some good." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
4
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
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
5
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 5/10, Beth McLaughlin for Texas House District 97 is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Beth McLaughlin for Texas House District 97
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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bethfor97
Cite this score: Engagemii (2026). "AEO Score for Beth McLaughlin for Texas House District 97." Retrieved from https://engagemii.com/aeo/brands/bethfor97
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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