AI visibility score

4.3/ 10Fair

#168,338 of 267,381 in Manufacturing & Industrial

As of 2026-08-10 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

KATANA Lab Direct

Name: KATANA Lab Direct - AI Visibility Score
Creator: Engagemii
Published: 2026-08-10T01:45:54.875Z
License: https://creativecommons.org/licenses/by/4.0/

Unclaimed

ex3labdirect.com · Manufacturing & Industrial

Borderline visible. AI bots can crawl KATANA Lab Direct, 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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AI engines read this profile 1 times

Claude

#168,338 of 267,381 in Manufacturing & Industrial for AI visibility

AEO Visibility

Borderline · 4.3/10

Muse Index Score

AI agent readiness

Agent-ready · 45/100

AI Adoption

None detected · 0/100

About KATANA Lab Direct

from our crawl and measurement

Katana Lab Direct KATANA Lab Direct describes itself simply: "Purchase Katana discs directly from manufacturer." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.

Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.

Industry · Manufacturing & Industrial

Last scored · Aug 10, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Good

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Weak

Clear headings and answer-style content.

Entity Clarity

Good

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Strong

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

AI Discoverability

Good

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

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 4.3/10, KATANA Lab Direct is crawlable but under-signaled - fixable, and the signals above are where to start.

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→

Picked for KATANA Lab Direct: 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 10, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/ex3labdirect

Cite this score: Engagemii (2026). "AEO Score for KATANA Lab Direct." Retrieved from https://engagemii.com/aeo/brands/ex3labdirect

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