AI Visibility Scorecard
Circular Reference
mattlew.com · Legal
Borderline visible. AI bots can crawl Circular Reference, 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.
AI engines read this profile 7 times
Claude · Meta AI · Amazon Alexa · ShapBot
#255,167 of 388,716 in Legal for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.6/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
4
AI Adoption
iBasic · 4/100
About Circular Reference
from mattlew.com
NBA's Collective Bargaining Agreement February 13, 2025 MJL Long gone are the days that being a General Manager in the NBA was all about finding talent.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Weak
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
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 3.6/10, Circular Reference is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Who’s going to tell him?
We would occasionally have people from international offices do rotations in the US. There was one guy who was rotating through and from the first moment he stepped foot in the office, EVERYONE could smell that his ‘personal hygiene’ was not up to the standards that we have in the US. It permeated throughout the whole floor - just brutal.
Did I avoid this depressing trap?
I am by no means perfect in anything - I have made many mistakes in the first half of my career - luckily I still have a second half. That being said, I do have freedom.
Is this your brand?
The exact fixes for Circular Reference
Which AI engines already crawl you
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mattlew
Cite this score: Engagemii (2026). "AEO Score for Circular Reference." Retrieved from https://engagemii.com/aeo/brands/mattlew
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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