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AI Visibility Scorecard
MATH vs. VIBES
math-vs-vibes.com · Other
At 2.7/10, MATH vs. VIBES 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.
Monitoring for AI engine activity
In the Engagemii AEO index
2.7
/10
AEO Score
About MATH vs. VIBES
from our crawl and measurement
MATH vs. VIBES two friends argue about the future is a business whose own site puts it this way: "Every episode, one builds a math model, the other trusts his gut, and a scoreboard keeps it honest. Pick a side." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.7 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
1
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
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 2.7/10, MATH vs. VIBES is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MATH vs. VIBES
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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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Source & Attribution
Scored by Engagemii on August 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/math-vs-vibes
Cite this score: Engagemii (2026). "AEO Score for MATH vs. VIBES." Retrieved from https://engagemii.com/aeo/brands/math-vs-vibes
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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