AI Visibility Scorecard
mcqdog.com · Technology
At 2.8/10, MCQdog: your loyal primary-exam study companion is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 2 times
Claude · Apple Intelligence
#2,346,405 of 2,706,693 in Technology for AI visibility
3
AEO Visibility
iNear-invisible · 2.8/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
MCQdog: your loyal primary-exam study companion is a business whose own site puts it this way: "MCQdog is a focused MCQ trainer for the anaesthesia primary exam: hundreds of exam-recalled questions, tiered by reliability, with progress tracking across all your devices." As far as answer engines are concerned it may as well not exist yet: 2.8 out of 10.
The site 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).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
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.
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 2.8/10, MCQdog: your loyal primary-exam study companion is crawlable but under-signaled - fixable, and the signals above are where to start.
What is MCQdog?
A purpose built web app for ANZCA primary MCQ practice. Built from MCQ banks, past course papers, FRCA questions, and custom questions written to the ANZCA learning outcomes. The paid tier also includes a full CICM (intensive care) primary question set — switch between ANZCA, CICM, or both from one toggle. Each question is tiered by how closely it matches real ANZCA questions.
Is this your brand?
The exact fixes for MCQdog: your loyal primary-exam study companion
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mcqdog
Cite this score: Engagemii (2026). "AEO Score for MCQdog: your loyal primary-exam study companion." Retrieved from https://engagemii.com/aeo/brands/mcqdog
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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