AI Visibility Scorecard
bryanfriedman.com · Technology
Somewhat visible. AI bots can read Bryan Friedman, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Claude · Meta AI · ShapBot
#393,528 of 2,707,329 in Technology for AI visibility
69
AI Naming Predictability
iLikely to be named · 69/100
6
AEO Visibility
iBorderline · 5.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
4
AI Adoption
iBasic · 4/100
from our crawl and measurement
Bryan Friedman works in Technology. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure and sitemaps and entity links AI can follow. It is passable on a few credibility markers and basic crawler access. What holds it back is a clearly stated business identity and structured data describing the business.
Away from its own site, other sites link to it. There is some, but not much, sign that there is little discussion of it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Fair
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.
How the web signals your brand to AI
Backlinks
Strong
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.
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 5.5/10, Bryan Friedman has a working base to build on - fixable, and the signals above are where to start.
# Why do we have types?
A type is just a label for what kind of thing a piece of data is: a number, a word, a date. Some programming languages make you label everything, while others let you skip it. To see why that matters, think about the difference between cooking and baking.
# Why isn't just knowing the type enough?
During the COVID years, I jumped on the sourdough bread bandwagon (like so many). It didn't last long because my patience ran thin, but while I was doing it, I learned that not all flour is created equal. All-purpose flour is not bread flour is not cake flour, etc. With sourdough bread, the bread flour was superior.
# Why aren't they all my types?
No cook grows their own wheat or churns their own butter. They buy ingredients that somebody else made and then assemble them. Software works the same way. If you're picturing someone building an application by typing out all of the code, that's not quite what happens.
# Why does any of this matter?
Types tell you what everything is and dependencies tell you where it came from.
# What About Developer Relations?
Another area I’ve worked in and around is Developer Relations, which I’d describe as at least adjacent to technical marketing.
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bryanfriedman
Cite this score: Engagemii (2026). "AEO Score for Bryan Friedman." Retrieved from https://engagemii.com/aeo/brands/bryanfriedman
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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