AI Visibility Scorecard
Roche & Associates
winiroche.com · Professional Services
Somewhat visible. AI bots can read Roche & Associates, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 12 times
Meta AI · Claude · Apple Intelligence · Amazon Alexa
#90,221 of 526,979 in Professional Services for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Roche & Associates
from our crawl and measurement
"Roche & Associates is a consulting firm specializing in tourism/hospitality through brand marketing, promotion, event planning, and tourism development." That is how Roche & Associates of Havre de Grace, MD introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 5 times in our tracking, including ClaudeBot (Anthropic), Applebot (Siri) and AmazonBot (Alexa AI).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 5.5/10, Roche & Associates has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Roche & Associates
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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 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/winiroche
Cite this score: Engagemii (2026). "AEO Score for Roche & Associates." Retrieved from https://engagemii.com/aeo/brands/winiroche
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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