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AI Visibility Scorecard
Roof Contractor in Pontiac, MI
arnoldroofing.com · Home & Living
Somewhat visible. AI bots can read Roof Contractor in Pontiac, MI, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#218,370 of 1,088,538 in Home & Living for AI visibility
5.3
/10
AEO Score
About Roof Contractor in Pontiac, MI
from our crawl and measurement
"Arnold Roofing & Construction, Inc is a trusted choice for Commercial & Residential Roofing in Pontiac, MI, & throughout SE Michigan. Call us for a free estimate!." That is how Roof Contractor in Pontiac, MI of Pontiac, MI introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, ProfessionalService) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
7
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
7
Inbound links from other sites.
Domain Trust
1
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 5.3/10, Roof Contractor in Pontiac, MI has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Roof Contractor in Pontiac, MI
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Weekly ChatGPT & Claude citation tracking
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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/arnoldroofing
Cite this score: Engagemii (2026). "AEO Score for Roof Contractor in Pontiac, MI." Retrieved from https://engagemii.com/aeo/brands/arnoldroofing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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