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AI Visibility Scorecard

Jon David Huffman - Fraud Isn’t Random. It Follows Patterns.

Jon David Huffman - Fraud Isn’t Random. It Follows Patterns.

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jondavidhuffman.com · Legal

Borderline visible. AI bots can crawl Jon David Huffman - Fraud Isn’t Random. It Follows Patterns., 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 4 times

Meta AI · Claude

#238,631 of 365,396 in Legal for AI visibility

4

AEO Visibility

i

Borderline · 4.1/10

30

Muse Index Score

i

AI agent readiness

Basic · 30/100

0

AI Adoption

i

None detected · 0/100

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About Jon David Huffman - Fraud Isn’t Random. It Follows Patterns.

from our crawl and measurement

Jon David Huffman describes itself simply: "Jon David Huffman helps business owners and investors understand how fraud actually works, from manipulation and deception to litigation and asset recovery." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.

Our crawl found structured data on the page (BreadcrumbList, Organization, WebPage), a sitemap and a readable heading structure. It is missing an llms.txt file.

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

Industry · Legal
Last scored · Aug 8, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

Clear headings and answer-style content.

Entity Clarity

7

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

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 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 4.1/10, Jon David Huffman - Fraud Isn’t Random. It Follows Patterns. is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Jon David Huffman - Fraud Isn’t Random. It Follows Patterns.: 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 8, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Jon David Huffman - Fraud Isn’t Random. It Follows Patterns.." Retrieved from https://engagemii.com/aeo/brands/jondavidhuffman

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

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