AI Visibility Scorecard
stuart crust · stuart crust
stuartcrust.com · Technology
Borderline visible. AI bots can crawl stuart crust · stuart crust, 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
#2,302,727 of 2,704,755 in Technology for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
-
Network Authority
iNot connected yet
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About stuart crust · stuart crust
from our crawl and measurement
"stuart crust a constant work in progress 03 Jan 2019 Lints, Syntax Parsing, and You under open sourcerustclippy In my previous post I ran into a number of issues and confusion around." That is how stuart crust · stuart crust introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
The site gets some of it right: it has a sitemap, a readable heading structure. What holds it back is what is absent, including structured data describing the business, an llms.txt file.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
- Company ·
- stuart crust · stuart crust
- Website ·
- stuartcrust.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- AI reads ·
- 2
- Last scored ·
- Aug 1, 2026
- Verified connections ·
- None yet
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
Weak
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.
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 3.5/10, stuart crust · stuart crust is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for stuart crust · stuart crust
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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/stuartcrust
Cite this score: Engagemii (2026). "AEO Score for stuart crust · stuart crust." Retrieved from https://engagemii.com/aeo/brands/stuartcrust
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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