AI Visibility Scorecard
pathomaster.com · Other
At 1.5/10, PathoMaster 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 1 times
Claude
2
AEO Visibility
iNear-invisible · 1.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
PathoMaster describes itself simply: "Free MCQs and study guide for the NZ/AUS basic pathological sciences exam (BPS)." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.5 out of 10.
Under the hood there is a sitemap, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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 1.5/10, PathoMaster is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for PathoMaster
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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 August 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pathomaster
Cite this score: Engagemii (2026). "AEO Score for PathoMaster." Retrieved from https://engagemii.com/aeo/brands/pathomaster
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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