AI Visibility Scorecard
Charles McQuain
charlesmcquain.dev · Technology
Borderline visible. AI bots can crawl Charles McQuain, 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
#1,351,579 of 2,706,565 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Charles McQuain
from our crawl and measurement
Charles McQuain is a business whose own site puts it this way: "Senior Software Engineer building side businesses in public: content sites, digital products, books, and the search for a useful software idea." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
Our crawl found structured data on the page (Person, ItemList), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 4.7/10, Charles McQuain is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
The day job is software.The bigger question iswhat else can I build?
I’m a Senior Software Engineer building side businesses around the edges of a full-time career.Some take the shape of books. Others are digital products or content websites. I’m also exploring what a useful software business could look like.↗I share the decisions, experiments, and lessons as they happen. The interesting part is the work between the launches. 03 — Notes from the processBuilding in public
Is this your brand?
The exact fixes for Charles McQuain
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Charles McQuain.
Source & Attribution
Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/charlesmcquain-dev
Cite this score: Engagemii (2026). "AEO Score for Charles McQuain." Retrieved from https://engagemii.com/aeo/brands/charlesmcquain-dev
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