AI Visibility Scorecard
Mark Roseman's Web Site
markroseman.com · Healthcare
Somewhat visible. AI bots can read Mark Roseman's Web Site, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Claude · Apple Intelligence
#73,378 of 923,499 in Healthcare for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Mark Roseman's Web Site
from our crawl and measurement
"Web pages for Mark Roseman, a Canadian independent software developer." That is how Mark Roseman's Web Site introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places and missing in others.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
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
Fair
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Fair
Forum and community discussion.
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 5.9/10, Mark Roseman's Web Site has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mark Roseman's Web Site
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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 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/markroseman
Cite this score: Engagemii (2026). "AEO Score for Mark Roseman's Web Site." Retrieved from https://engagemii.com/aeo/brands/markroseman
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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