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AI Visibility Scorecard
MetFab Heating & Cooling
metfab-heating.com · Home & Living
Somewhat visible. AI bots can read MetFab Heating & Cooling, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Meta AI · Claude
#204,663 of 1,257,820 in Home & Living for AI visibility
5.4
/10
AEO Score
About MetFab Heating & Cooling
from our crawl and measurement
MetFab Heating & Cooling describes itself simply: "HVAC Repair and Service contractor in Vancouver WA. Clark County's trusted HVAC Repair since 1981 | Clark County's Best In Business HVAC Service. Reliable Heating and AC repair." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places, missing in others.
Under the hood there is structured data on the page (WebPage, BreadcrumbList, WebSite) and substantial page content, but the score is capped by what is missing: an llms.txt file, a sitemap, a heading structure that lays out what it offers.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
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
0
Little domain authority yet.
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 5.4/10, MetFab Heating & Cooling has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MetFab Heating & Cooling
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 MetFab Heating & Cooling.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/metfab-heating
Cite this score: Engagemii (2026). "AEO Score for MetFab Heating & Cooling." Retrieved from https://engagemii.com/aeo/brands/metfab-heating
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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