AI VISIBILITY SCOREAS OF 2026-08-08 · ENGAGEMII INDEX
3.4/ 10

#218,631 OF 263,619 IN MANUFACTURING & INDUSTRIAL

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

LD Engineered

LD Engineered

Unclaimed

ldengineered.com · Manufacturing & Industrial

Borderline visible. AI bots can crawl LD Engineered, 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

#218,631 of 263,619 in Manufacturing & Industrial for AI visibility

3

AEO Visibility

i

Near-invisible · 3.4/10

15

Muse Index Score

i

AI agent readiness

Basic · 15/100

0

AI Adoption

i

None detected · 0/100

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About LD Engineered

from our crawl and measurement

LD Engineered, based in Parrish, FL, describes itself simply: "Discover innovative manufacturing solutions with LD Engineered. Explore our tailored services and contact us for expert engineering support in New York." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.2 out of 10.

Our crawl found structured data on the page (WebSite, LocalBusiness) 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 8, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

4

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

Clear headings and answer-style content.

Entity Clarity

6

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 3.4/10, LD Engineered is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for LD Engineered: 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 8, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for LD Engineered." Retrieved from https://engagemii.com/aeo/brands/ldengineered

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

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