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AI Visibility Scorecard

ML Custom Knives

Name: ML Custom Knives - AI Visibility Score
Creator: Engagemii
Published: 2026-08-07T17:00:47.226Z
License: https://creativecommons.org/licenses/by/4.0/

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mlcustomknives.com · E-commerce

Borderline visible. AI bots can crawl ML Custom Knives, 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

#233,499 of 594,105 in E-commerce for AI visibility

4.8

/10

AEO Score

About ML Custom Knives

from our crawl and measurement

"Orders will be shipped on 10th of August I'm on vacation until 9.8." That is how ML Custom Knives introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.

Our crawl found structured data on the page (Organization), an llms.txt file for AI models and a sitemap.

Industry · E-commerce

Last scored · Aug 7, 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 4.8/10, ML Custom Knives is crawlable but under-signaled - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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From the blog

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Source & Attribution

Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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