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AI Visibility Scorecard
Frank Mummolo, Ph.D., P.E. – Founder, 6 Cylinder Success®
6cylindersucess.com · Professional Services
Borderline visible. AI bots can crawl Frank Mummolo, Ph.D., P.E. – Founder, 6 Cylinder Success®, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#163,115 of 497,053 in Professional Services for AI visibility
5
AEO Visibility
iBorderline · 5/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
?
AI Adoption
iNone detected · -/100
About Frank Mummolo, Ph.D., P.E. – Founder, 6 Cylinder Success®
from our crawl and measurement
"Optimize strategy, systems, sales, operations, people & finance for profitability. Achieve profitability and growth in 30, 45 days with 6 Cylinder Success®." That is how 6 Cylinder Success® introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.0 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (ProfessionalService, Organization, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
10
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5/10, Frank Mummolo, Ph.D., P.E. – Founder, 6 Cylinder Success® is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Frank Mummolo, Ph.D., P.E. – Founder, 6 Cylinder Success®
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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 September 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/6cylindersucess
Cite this score: Engagemii (2026). "AEO Score for Frank Mummolo, Ph.D., P.E. – Founder, 6 Cylinder Success®." Retrieved from https://engagemii.com/aeo/brands/6cylindersucess
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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