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AI Visibility Scorecard
McCabes Pharmacy
mccabespharmacy.com · E-commerce
Somewhat visible. AI bots can read McCabes Pharmacy, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#5,979 of 510,772 in E-commerce for AI visibility
6.6
/10
AEO Score
About McCabes Pharmacy
from our crawl and measurement
McCabes Pharmacy is a business whose own site puts it this way: "Discover what makes McCabes Pharmacy, Ireland's leading online digital pharmacy. We offer an extensive range of services and products that you won't find anywhere else." Its AI visibility score is 6.6 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure and crawler access and the files AI engines look for. It is passable on some structured data, a partly stated business identity and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established, press coverage is thin and it barely surfaces on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business and nobody is discussing it where AI engines look.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
1
Press and news coverage.
Community
0
No community discussion yet.
3
Reddit mentions and discussion.
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 6.6/10, McCabes Pharmacy has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for McCabes Pharmacy
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The $4.6 Trillion Problem Every E-Commerce Brand Ignores
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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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/mccabespharmacy
Cite this score: Engagemii (2026). "AEO Score for McCabes Pharmacy." Retrieved from https://engagemii.com/aeo/brands/mccabespharmacy
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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