AI Visibility Scorecard
Ronnie Scott
dev-ron.com · Technology
Borderline visible. AI bots can crawl Ronnie Scott, 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 3 times
Claude
#1,975,610 of 2,707,329 in Technology for AI visibility
44
AI Naming Predictability
iSometimes named · 44/100
4
AEO Visibility
iNear-invisible · 3.8/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
8
AI Adoption
iBasic · 8/100
About Ronnie Scott
from our crawl and measurement
Ronnie Scott describes itself simply: "Ronnie Scott, full-stack software engineer. Explore featured projects, writing on AI-assisted development, and ways to get in touch." When AI engines look at it, they find little to work with. It scores 3.8 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 3 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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 3.8/10, Ronnie Scott is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Have an interesting problem to solve?
I'm open to conversations about full-stack projects, developer tooling, AI workflows, and technical consulting.Get in TouchMore About Medev-ronProjectsBlogAboutResumeNowUsesContact© 2026 Ronnie Scott. Built with Next.js & Tailwind CSS.
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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 October 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/dev-ron
Cite this score: Engagemii (2026). "AEO Score for Ronnie Scott." Retrieved from https://engagemii.com/aeo/brands/dev-ron
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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