AI Visibility Scorecard
Drew McMaster
drewmcmaster.com · Technology
Borderline visible. AI bots can crawl Drew McMaster, 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
#1,805,383 of 2,704,685 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.1/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Drew McMaster
from our crawl and measurement
Drew McMaster is a Belfast, County Antrim business whose own site puts it this way: "Freelance web developer based in the United Kingdom. Local business websites, Shopify builds, migrations and managed websites. 20 years experience." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
Our crawl found structured data on the page (ProfessionalService), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
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 4.1/10, Drew McMaster is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Sound familiar?
You're not alone. These are the most common problems I hear. Locked into a contract Paying Yell or another provider every month for a website that doesn't perform. You don't even own the content. Cancel and it disappears overnight.
Is this your brand?
The exact fixes for Drew McMaster
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 September 26, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/drewmcmaster
Cite this score: Engagemii (2026). "AEO Score for Drew McMaster." Retrieved from https://engagemii.com/aeo/brands/drewmcmaster
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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