AI Visibility Scorecard
Mark Roach
roachcreative.com · Media & Entertainment
Somewhat visible. AI bots can read Mark Roach, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Apple Intelligence
#222,256 of 1,964,804 in Media & Entertainment for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
65
Muse Index Score
iAI agent readiness
Agent-ready · 65/100
0
AI Adoption
iNone detected · 0/100
About Mark Roach
from our crawl and measurement
RoachCreative is a Austin, TX business whose own site puts it this way: "Energy industry analysis, comedy, and cultural commentary by Mark Roach. 28 books published, 25-book Awakening Chronicles series, 2 novels, plus The Gap. 30 years in upstream oil & gas." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places, missing in others.
Our crawl found crawler access and the files AI engines look for, structured data describing the business, sitemaps and entity links AI can follow. It also found the gaps that keep answer engines guessing: credibility markers like credentials or reviews.
Off the page there is almost nothing to corroborate it: 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. That half of the score is earned elsewhere on the web, not on the site itself.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
Weak
No inbound links found yet.
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 5.7/10, Mark Roach has a working base to build on - fixable, and the signals above are where to start.
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/roachcreative
Cite this score: Engagemii (2026). "AEO Score for Mark Roach." Retrieved from https://engagemii.com/aeo/brands/roachcreative
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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