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AI Visibility Scorecard

Langhorst Custom Fixtures

Langhorst Custom Fixtures

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langhorstcustomfixtures.com · Manufacturing & Industrial

At 3/10, Langhorst Custom Fixtures is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

Monitoring for AI engine activity

In the Engagemii AEO index

#219,155 of 239,109 in Manufacturing & Industrial for AI visibility

3

/10

AEO Score

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About Langhorst Custom Fixtures

from our crawl and measurement

"Langhorst Custom Fixtures specializes in affordable, reliable machining fixtures for small to medium production runs, ensuring reduced scrap rates and predictable cash flow for your." That is how Langhorst Custom Fixtures introduces itself. When AI engines look at it, they find little to work with. It scores 3.0 out of 10.

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

Industry · Manufacturing & Industrial
Last scored · Aug 28, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

3

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

4

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 3/10, Langhorst Custom Fixtures is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Langhorst Custom Fixtures

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Langhorst Custom Fixtures: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

Scored by Engagemii on August 28, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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