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AI Visibility Scorecard

The Geometry of Malignancy

The Geometry of Malignancy

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geometryofmalignancy.com · Healthcare

Borderline visible. AI bots can crawl The Geometry of Malignancy, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#658,240 of 734,387 in Healthcare for AI visibility

3.3

/10

AEO Score

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About The Geometry of Malignancy

from our crawl and measurement

"A landscape so deformed that any cell, following the simplest path, ends up somewhere it was never meant to go." That is how The Geometry of Malignancy introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.3 out of 10.

Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.

Industry · Healthcare
Last scored · Aug 7, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

2

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

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

4

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

5

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

0

No inbound links found yet.

Domain Trust

0

Little domain authority yet.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 3.3/10, The Geometry of Malignancy is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for The Geometry of Malignancy

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for The Geometry of Malignancy: Health & Wellness

Trust Is the Product. AI Is How You Build It at Scale.

In health and wellness, you're not just selling a product. You're asking someone to trust you with their body.

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Source & Attribution

Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/geometryofmalignancy

Cite this score: Engagemii (2026). "AEO Score for The Geometry of Malignancy." Retrieved from https://engagemii.com/aeo/brands/geometryofmalignancy

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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