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AI Visibility Scorecard

Garde Engineering Studio, PLLC

Garde Engineering Studio, PLLC

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gardeengineeringstudio.com · Professional Services

At 3/10, Garde Engineering Studio, PLLC 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.

AI engines read this profile 3 times

Claude · Apple Intelligence

#438,188 of 501,026 in Professional Services for AI visibility

3

AEO Visibility

i

Near-invisible · 3/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About Garde Engineering Studio, PLLC

from our crawl and measurement

"Garde Engineering Studio is an Oklahoma-based Mechanical & Plumbing engineering consulting firm focused on high-complexity infrastructure." That is how Garde Engineering Studio, PLLC introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.

The site gets some of it right: it has a sitemap. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.

AI crawlers have visited the site 2 times in our tracking, so the engines are already looking.

Industry · Professional Services
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

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

4

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, Garde Engineering Studio, PLLC is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Garde Engineering Studio, PLLC: 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 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Garde Engineering Studio, PLLC." Retrieved from https://engagemii.com/aeo/brands/gardeengineeringstudio

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

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