AI Visibility Scorecard
checkedthemath.com · Other
Borderline visible. AI bots can crawl Checked the Math, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
60
AI Naming Predictability
iLikely to be named · 60/100
5
AEO Visibility
iBorderline · 4.8/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Checked the Math describes itself simply: "Common investing advice, tested against real market data. I publish the code, the data, and the cases where the answer flips." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a readable heading structure. It is missing 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
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 4.8/10, Checked the Math is crawlable but under-signaled - fixable, and the signals above are where to start.
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Does Asset Allocation Really Explain 90% of Your Returns?
The 90% figure is real but answers a question nobody is asking — and it isn't a constant: on the same 17 funds it was 85% in one era and 93% in the next. September 2, 2026
Does CAPE Actually Predict Stock Returns?
CAPE explains 30% of 10-year returns in-sample, but goes sharply negative out-of-sample when tested honestly. Today's CAPE sits off the chart it was fit on. September 2, 2026
Does Momentum Investing Actually Work?
A real, replicable academic premium with a real way to lose 49% in three months. The buyable ETF version barely, not significantly, beats the market. September 2, 2026
Does Low-Volatility Investing Actually Work?
In a no-lookahead backtest, high-volatility stocks won on raw return and low-volatility stocks won on drawdown. Sharpe ratios were nearly identical. September 2, 2026
Is this your brand?
The exact fixes for Checked the Math
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The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Checked the Math.
Scored by Engagemii on October 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/checkedthemath
Cite this score: Engagemii (2026). "AEO Score for Checked the Math." Retrieved from https://engagemii.com/aeo/brands/checkedthemath
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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