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AI Visibility Scorecard
robfarnsworth.com · Education
Borderline visible. AI bots can crawl Rob Farnsworth for State 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
#667,645 of 918,386 in Education for AI visibility
4
/10
AEO Score
from our crawl and measurement
Rob Farnsworth for State Senate describes itself simply: "Rob Farnsworth for State Senate. The right choice for MN District 7, Rob will fight for Northland families and communities." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
On its own pages the site does well on sitemaps and entity links AI can follow. It is passable on some structured data, a workable page structure, a partly stated business identity and basic crawler access. What holds it back is credibility markers like credentials or reviews.
Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
It does link out to several social profiles, which helps engines tie the brand together.
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
6
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
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
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 4/10, Rob Farnsworth for State Senate is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Rob Farnsworth for State Senate
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/robfarnsworth
Cite this score: Engagemii (2026). "AEO Score for Rob Farnsworth for State Senate." Retrieved from https://engagemii.com/aeo/brands/robfarnsworth
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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