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AI Visibility Scorecard
Jenny Rae Le Roux for Congress
jennyraeca.com · Other
Somewhat visible. AI bots can read Jenny Rae Le Roux for Congress, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Meta AI · Claude · Apple Intelligence
5
AEO Visibility
iBorderline · 5.1/10
65
Muse Index Score
iAI agent readiness
Agent-ready · 65/100
0
AI Adoption
iNone detected · 0/100
About Jenny Rae Le Roux for Congress
from our crawl and measurement
Jenny Rae Le Roux for Congress is a business whose own site puts it this way: "Business leader, CAL DOGE Executive Director, and management consultant running for Congress in California's 47th District to fight government waste, root out corruption, and make." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Person, WebSite, FAQPage), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
3
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 5.1/10, Jenny Rae Le Roux for Congress has a working base to build on - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jennyraeca
Cite this score: Engagemii (2026). "AEO Score for Jenny Rae Le Roux for Congress." Retrieved from https://engagemii.com/aeo/brands/jennyraeca
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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