AI Visibility Scorecard
Brian Roberg's Blog
brianroberg.com · Technology
Borderline visible. AI bots can crawl Brian Roberg's Blog, 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 4 times
Claude · Meta AI
#860,028 of 2,705,505 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
12
AI Adoption
iBasic · 12/100
About Brian Roberg's Blog
from our crawl and measurement
Home is a business whose own site puts it this way: "Thoughts on ideas concerning the church, society, and technology." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found a readable heading structure. It 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
Strong
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
Fair
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
Fair
Inbound links from other sites.
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 4.2/10, Brian Roberg's Blog is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What Is an AI Agent?
February 9, 2026 If you want to understand important AI concepts, you'll want to get familiar with AI "agents." In the fast-moving world of AI, this particular term has had quite the ride. At this time last year, "agent" was mostly a buzzword: lots of promise, but not yet much substance. But by the end of 2025, agents were delivering on all the hype, and then some.
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The exact fixes for Brian Roberg's Blog
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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 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/brianroberg
Cite this score: Engagemii (2026). "AEO Score for Brian Roberg's Blog." Retrieved from https://engagemii.com/aeo/brands/brianroberg
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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