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AI Visibility Scorecard

johnstampen.com

johnstampen.com

Unclaimed

johnstampen.com · Other

Borderline visible. AI bots can crawl johnstampen.com, 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

3.4

/10

AEO Score

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About johnstampen.com

from our crawl and measurement

"Little Big Things Musings on little things that aren't Skip to content Home ← Older posts Halfway to a Hundred…Place your bets!." That is how Little Big Things introduces itself. When AI engines look at it, they find little to work with. It scores 3.2 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 · Other
Last scored · Aug 17, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

6

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

5

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

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 3.4/10, johnstampen.com is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for johnstampen.com

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for johnstampen.com: 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 17, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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