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AI Visibility Scorecard

MOSA Contracting LLC. ROC LIC #352628

MOSA Contracting LLC. ROC LIC #352628

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mosaaz.com · E-commerce

Borderline visible. AI bots can crawl MOSA Contracting LLC. ROC LIC #352628, 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

Claude · Meta AI · Apple Intelligence

#440,538 of 640,101 in E-commerce for AI visibility

3.8

/10

AEO Score

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About MOSA Contracting LLC. ROC LIC #352628

from our crawl and measurement

MOSA Contracting LLC. ROC LIC #352628 describes itself simply: "General Contracting specialized in Grocery/Supermarket and C-Store industries. Mosa-AZ also has a full service department for all your building needs." When AI engines look at it, they find little to work with. It scores 3.8 out of 10.

On its own pages the site does well on a clear heading structure and crawler access and the files AI engines look for. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews, sitemaps and entity links AI can follow and structured data describing the business.

Off the page there is only faint evidence that only a handful of 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). The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · E-commerce
Last scored · Jul 30, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

4

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

9

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 3.8/10, MOSA Contracting LLC. ROC LIC #352628 is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for MOSA Contracting LLC. ROC LIC #352628

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for MOSA Contracting LLC. ROC LIC #352628: 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 July 30, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for MOSA Contracting LLC. ROC LIC #352628." Retrieved from https://engagemii.com/aeo/brands/mosaaz

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

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