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AI Visibility Scorecard
Bit by Bit Pedagogy
bitbybitmd.com · Education
Somewhat visible. AI bots can read Bit by Bit Pedagogy, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#325,125 of 890,476 in Education for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
90
Muse Index Score
iAI agent readiness
Transactable · 90/100
0
AI Adoption
iNone detected · 0/100
About Bit by Bit Pedagogy
from our crawl and measurement
"Free, mechanism-first prep for the MCAT and USMLE Step 1. Built by a US-IMG." That is how MCAT, USMLE Step 1, CBSE Prep: Free Schedule Builder, 700+ High-Yield Tidbits, Triage Flow introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite, Dataset), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.1/10, Bit by Bit Pedagogy has a working base to build on - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on September 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bitbybitmd
Cite this score: Engagemii (2026). "AEO Score for Bit by Bit Pedagogy." Retrieved from https://engagemii.com/aeo/brands/bitbybitmd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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