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AI Visibility Scorecard
Hillary Scholten for Congress
hillaryscholten.com · Legal
Borderline visible. AI bots can crawl Hillary Scholten 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.
AI engines read this profile 4 times
Apple Intelligence · Meta AI
#237,337 of 363,271 in Legal for AI visibility
4.1
/10
AEO Score
About Hillary Scholten for Congress
from our crawl and measurement
Hillary Scholten for Congress is a Grand Rapids, MI business whose own site puts it this way: "Hillary is running for Congress because she’s got the experience and the vision to lead West Michigan forward, for all. She a former DOJ attorney, a wife and a mother of two,...." When AI engines look at it, they find little to work with. It scores 3.9 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap, a readable heading structure. It also found the gaps that keep answer engines guessing: an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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
1
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 4.1/10, Hillary Scholten for Congress is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Hillary Scholten for Congress
Which AI engines already crawl you
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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/hillaryscholten
Cite this score: Engagemii (2026). "AEO Score for Hillary Scholten for Congress." Retrieved from https://engagemii.com/aeo/brands/hillaryscholten
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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