AI Visibility Scorecard
Robison
robisonoil.com · Home & Living
Somewhat visible. AI bots can read Robison, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#396,425 of 1,375,151 in Home & Living for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
4
AI Adoption
iBasic · 4/100
About Robison
from our crawl and measurement
Robison is a Port Chester, NY business whose own site puts it this way: "Experience top-notch home comfort with Robison, offering heating, cooling, plumbing, and more to Westchester & Putnam counties. Trusted for over 100 years." 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 (WebSite, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
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 5.1/10, Robison has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
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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 August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/robisonoil
Cite this score: Engagemii (2026). "AEO Score for Robison." Retrieved from https://engagemii.com/aeo/brands/robisonoil
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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