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AI Visibility Scorecard

MEP Engineering Services | KO DESIGN | TX
  Envelope icon.Location marker.Black telephone handset icon.

MEP Engineering Services | KO DESIGN | TX Envelope icon.Location marker.Black telephone handset icon.

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kodesign-mep.com · Education

Borderline visible. AI bots can crawl MEP Engineering Services | KO DESIGN | TX Envelope icon.Location marker.Black telephone handset icon., 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 2 times

Claude · Apple Intelligence

#554,022 of 877,109 in Education for AI visibility

4.3

/10

AEO Score

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About MEP Engineering Services | KO DESIGN | TX Envelope icon.Location marker.Black telephone handset icon.

from our crawl and measurement

"KO Design Group delivers expert MEP engineering solutions with 20+ years of experience. Contact us for coordinated, permit-ready designs." That is how MEP Engineering Services introduces itself. When AI engines look at it, they find little to work with. It scores 4.3 out of 10.

On its own pages the site does well on a clearly stated business identity and crawler access and the files AI engines look for. It is passable on a few credibility markers. What holds it back is structured data describing the business, a heading structure that lays out what it offers and sitemaps and entity links AI can follow.

Off the page, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 110 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Education
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

2

Clear headings and answer-style content.

Entity Clarity

9

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

5

Experience, Expertise, Authority, Trust markers.

Technical AEO

9

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

AI Discoverability

2

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

6

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 4.3/10, MEP Engineering Services | KO DESIGN | TX Envelope icon.Location marker.Black telephone handset icon. is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for MEP Engineering Services | KO DESIGN | TX Envelope icon.Location marker.Black telephone handset icon.

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for MEP Engineering Services | KO DESIGN | TX Envelope icon.Location marker.Black telephone handset icon.: 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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Free signup unlocks the full article plus your personalized AEO fix list for MEP Engineering Services | KO DESIGN | TX Envelope icon.Location marker.Black telephone handset icon..

Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/kodesign-mep

Cite this score: Engagemii (2026). "AEO Score for MEP Engineering Services | KO DESIGN | TX Envelope icon.Location marker.Black telephone handset icon.." Retrieved from https://engagemii.com/aeo/brands/kodesign-mep

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

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