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AI Visibility Scorecard

The Pipeknife Co

Name: The Pipeknife Co - AI Visibility Score
Creator: Engagemii
Published: 2026-08-10T03:49:19.717Z
License: https://creativecommons.org/licenses/by/4.0/

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vdk-tools.com · E-commerce

Borderline visible. AI bots can crawl The Pipeknife Co, 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.

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Monitoring for AI engine activity

In the Engagemii AEO index

#386,441 of 553,661 in E-commerce for AI visibility

3.8

/10

AEO Score

About The Pipeknife Co

from our crawl and measurement

"VD-K.Tools engineers the best auto glass replacement tools on the market. Designed by an experienced auto glass technician for auto technicians." That is how VD-K Tools Auto Glass Replacement introduces itself. When AI engines look at it, they find little to work with. It scores 3.6 out of 10.

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

Industry · E-commerce

Last scored · Aug 10, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Clear headings and answer-style content.

Entity Clarity

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Experience, Expertise, Authority, Trust markers.

Technical AEO

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

AI Discoverability

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Inbound links from other sites.

Domain Trust

Little domain authority yet.

Entity Presence

Not in AI knowledge graphs yet.

News Mentions

No press coverage found yet.

Community

No community discussion yet.

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 3.8/10, The Pipeknife Co is crawlable but under-signaled - fixable, and the signals above are where to start.

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From the blog

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Source & Attribution

Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/vdk-tools

Cite this score: Engagemii (2026). "AEO Score for The Pipeknife Co." Retrieved from https://engagemii.com/aeo/brands/vdk-tools

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