AI Visibility Scorecard
Andrew J. Roberto
andrewjroberto.com · Real Estate
Borderline visible. AI bots can crawl Andrew J. Roberto, 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 7 times
Claude · Meta AI · ShapBot
#92,771 of 721,786 in Real Estate for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Andrew J. Roberto
from our crawl and measurement
Andrew J. Roberto describes itself simply: "WELCOMEMeet AndrewBLOGACCOMPLISHMENTSRECEIVE UPDATES FROM ANDREWSUBSCRIBEIn 2017, you hired me to represent the second district and all of Knoxville on City Council." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
On the page it is passable on a few credibility markers. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, structured data describing the business, a heading structure that lays out what it offers and a clearly stated business identity.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
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 4/10, Andrew J. Roberto is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Andrew J. Roberto
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/andrewjroberto
Cite this score: Engagemii (2026). "AEO Score for Andrew J. Roberto." Retrieved from https://engagemii.com/aeo/brands/andrewjroberto
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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