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AI Visibility Scorecard
mnmpros.com
mnmpros.com · Home & Living
Borderline visible. AI bots can crawl mnmpros.com, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#669,685 of 1,092,277 in Home & Living for AI visibility
4.2
/10
AEO Score
About mnmpros.com
from our crawl and measurement
Trusted Roofing Contractor in 91364, California describes itself simply: "Trusted roofing contractor in California providing same-day service. Family-owned since 1999, MNM Developers Inc guarantees satisfaction. Serving 91364 and surrounding areas." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
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
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
9
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 Trust
0
Little domain authority yet.
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 4.2/10, mnmpros.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for mnmpros.com
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Buying a Sofa Online Is Terrifying. Here's How AI Is Fixing That.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mnmpros
Cite this score: Engagemii (2026). "AEO Score for mnmpros.com." Retrieved from https://engagemii.com/aeo/brands/mnmpros
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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