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AI Visibility Scorecard
Cold Water Builders
coldwaterbuilders.com · Home & Living
Borderline visible. AI bots can crawl Cold Water Builders, 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 · Apple Intelligence
#860,249 of 1,244,256 in Home & Living for AI visibility
3.9
/10
AEO Score
About Cold Water Builders
from our crawl and measurement
"A construction company from Marquette, MI specializing in custom homes, remodeling, additions, and more." That is how Cold Water Builders introduces itself. When AI engines look at it, they find little to work with. It scores 3.9 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
6
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 3.9/10, Cold Water Builders is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Cold Water Builders
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Cold Water Builders.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/coldwaterbuilders
Cite this score: Engagemii (2026). "AEO Score for Cold Water Builders." Retrieved from https://engagemii.com/aeo/brands/coldwaterbuilders
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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