AI visibility score
4.3/ 10Fair

▼ 0.7 since Jun 2026

#721,276 of 1,393,668 in Food & Beverage

As of 2026-08-01 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

engin8

engin8

Unclaimed

engin8.com · Food & Beverage

Borderline visible. AI bots can crawl engin8, 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 · Meta AI

#721,276 of 1,393,668 in Food & Beverage for AI visibility

4

AEO Visibility

i

Borderline · 4.3/10

0

Muse Index Score

i

AI agent readiness

Basic · 0/100

0

AI Adoption

i

None detected · 0/100

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About engin8

from our crawl and measurement

engin8 is a business whose own site puts it this way: "Engin8 is Las Vegas Based engineering firm specializing in mechanical, structural and plumbing. Soren Peterson founded Engin8 in 2019 and built a team that is quickly becoming the top local." 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 crawler access and the files AI engines look for. It is passable on a partly stated business identity and partial sitemap and link coverage. What holds it back is structured data describing the business, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

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.

It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2019.

Industry · Food & Beverage
Last scored · Aug 1, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Weak

Clear headings and answer-style content.

Entity Clarity

Fair

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

Good

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

AI Discoverability

Fair

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Good

Inbound links from other sites.

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, engin8 is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for engin8: 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 engin8.

Source & Attribution

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

Source URL: https://engagemii.com/aeo/brands/engin8

Cite this score: Engagemii (2026). "AEO Score for engin8." Retrieved from https://engagemii.com/aeo/brands/engin8

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

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