AI Visibility Scorecard
Buzz Roberts
buzzroberts245038.substack.com · Other
Borderline visible. AI bots can crawl Buzz Roberts, 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 2 times
Claude
62
AI Naming Predictability
iRarely named · 62/100
Average 15
Top 4% of Other
See what's behind this score →5
-
0
?
0
About Buzz Roberts
from buzzroberts245038.substack.com
U. Click to read Buzz Roberts on Substack. Launched 2 years ago.
- Company ·
- Buzz Roberts
- Website ·
- buzzroberts245038.substack.com
- Industry ·
- Other
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Sep 9, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Fair
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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
Strong
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.7/10, Buzz Roberts is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Buzz Roberts
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Buzz Roberts.
Source & Attribution
Scored by Engagemii on September 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/buzzroberts245038-substack
Cite this score: Engagemii (2026). "AEO Score for Buzz Roberts." Retrieved from https://engagemii.com/aeo/brands/buzzroberts245038-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform