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AI Visibility Scorecard

koshko.com -- Rick Wiegmann Koshko's personal web site

koshko.com -- Rick Wiegmann Koshko's personal web site

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koshko.com · Media & Entertainment

Borderline visible. AI bots can crawl koshko.com -- Rick Wiegmann Koshko's personal web site, 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 3 times

Meta AI · Claude

#1,244,067 of 1,893,727 in Media & Entertainment for AI visibility

4.1

/10

AEO Score

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About koshko.com -- Rick Wiegmann Koshko's personal web site

from our crawl and measurement

"The personal web site of Rick Koshko (married name Rick Wiegmann Koshko)." That is how koshko.com introduces itself. When AI engines look at it, they find little to work with. It scores 4.1 out of 10.

The page falls short on the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, structured data describing the business, a heading structure that lays out what it offers, a clearly stated business identity and credibility markers like credentials or reviews.

Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 109 words. It does link out to several social profiles, which helps engines tie the brand together.

Industry · Media & Entertainment
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

2

Clear headings and answer-style content.

Entity Clarity

1

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

3

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

AI Discoverability

3

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

8

Inbound links from other sites.

Domain Authority

2

Established authority for your domain.

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, koshko.com -- Rick Wiegmann Koshko's personal web site is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for koshko.com -- Rick Wiegmann Koshko's personal web site

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for koshko.com -- Rick Wiegmann Koshko's personal web site: 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 July 31, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for koshko.com -- Rick Wiegmann Koshko's personal web site." Retrieved from https://engagemii.com/aeo/brands/koshko

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

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