AI Visibility Scorecard
HVAC & Commercial Refrigeration Installation, Repair & Maintenance | Portland OR, Vancouver WA
referguy.com · Home & Living
Borderline visible. AI bots can crawl HVAC & Commercial Refrigeration Installation, Repair & Maintenance | Portland OR, Vancouver WA, 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 5 times
Claude · Meta AI · Apple Intelligence
#455,456 of 1,375,153 in Home & Living for AI visibility
5
AEO Visibility
iBorderline · 5/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About HVAC & Commercial Refrigeration Installation, Repair & Maintenance | Portland OR, Vancouver WA
from our crawl and measurement
HVAC & Commercial Refrigeration Installation, Repair & Maintenance describes itself simply: "HVAC & commercial refrigeration repair and installation. Portland metro area, serving Oregon and Washington. Fast, reliable service for all makes and models." Its AI visibility score is 5.0 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 5/10, HVAC & Commercial Refrigeration Installation, Repair & Maintenance | Portland OR, Vancouver WA is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
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Is this your brand?
The exact fixes for HVAC & Commercial Refrigeration Installation, Repair & Maintenance | Portland OR, Vancouver WA
Which AI engines already crawl you
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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 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/referguy
Cite this score: Engagemii (2026). "AEO Score for HVAC & Commercial Refrigeration Installation, Repair & Maintenance | Portland OR, Vancouver WA." Retrieved from https://engagemii.com/aeo/brands/referguy
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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