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AI Visibility Scorecard

Machine Folly

Machine Folly

Unclaimed

machinefolly.com · Media & Entertainment

Borderline visible. AI bots can crawl Machine Folly, 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 2 times

Claude · Meta AI

#913,806 of 1,879,651 in Media & Entertainment for AI visibility

4.7

/10

AEO Score

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About Machine Folly

from our crawl and measurement

Machine Folly is a business whose own site puts it this way: "Open to Work About Archive Photos Replies Apr 6, 2026 ∞ TikTok has been showing me Mexican food made in China." When AI engines look at it, they find little to work with. It scores 4.7 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.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Media & Entertainment
Last scored · Aug 2, 2026

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

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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 Trust

4

Established authority for your domain.

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 4.7/10, Machine Folly is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Machine Folly

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Machine Folly: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

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.

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Source & Attribution

Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Machine Folly." Retrieved from https://engagemii.com/aeo/brands/machinefolly

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

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