AI Visibility Scorecard
Adrian Nykiel — Full-Stack Developer, Edinburgh
adrianswebdev.com · Technology
Borderline visible. AI bots can crawl Adrian Nykiel — Full-Stack Developer, Edinburgh, 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
#945,397 of 2,705,580 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
12
AI Adoption
iBasic · 12/100
About Adrian Nykiel — Full-Stack Developer, Edinburgh
from our crawl and measurement
Adrian Nykiel Full-Stack Developer, Edinburgh is a business whose own site puts it this way: "Full-Stack Developer based in Edinburgh. First Class Honours graduate with 18 months at Amazon. Experienced in Vue, React, Next.js, TypeScript, AWS, PostgreSQL, and AI integration." Its AI visibility score is 5.0 out of 10: the engines can find it, but they do not have much to hold on to.
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 once 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
Good
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
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.
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 5/10, Adrian Nykiel — Full-Stack Developer, Edinburgh is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Adrian Nykiel — Full-Stack Developer, Edinburgh
Which AI engines already crawl you
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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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/adrianswebdev
Cite this score: Engagemii (2026). "AEO Score for Adrian Nykiel — Full-Stack Developer, Edinburgh." Retrieved from https://engagemii.com/aeo/brands/adrianswebdev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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