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AI Visibility Scorecard

McNulty Construction LLC

McNulty Construction LLC

Unclaimed

mcnultyllcsh.com · Home & Living

Somewhat visible. AI bots can read McNulty Construction LLC, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 1 times

Claude

#276,123 of 1,244,263 in Home & Living for AI visibility

5.2

/10

AEO Score

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About McNulty Construction LLC

from our crawl and measurement

"It is McNulty Construction's attention to detail and our ability to create unique spaces for each client that sets us apart from the rest." That is how McNulty Construction LLC of South Haven, Michigan introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.

Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Home & Living
Last scored · Aug 9, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

7

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

Clear headings and answer-style content.

Entity Clarity

10

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

5

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

8

Inbound links from other sites.

Domain Authority

1

Established authority for your domain.

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 5.2/10, McNulty Construction LLC has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for McNulty Construction LLC

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Weekly ChatGPT & Claude citation tracking

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Picked for McNulty Construction LLC: 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 9, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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