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AI Visibility Scorecard
kodiakheating.com · construction
Somewhat visible. AI bots can read Kodiak HVAC and Electrical - Lethbridge HVAC and Electrical Services, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#8,781 of 749,797 in Home & Living for AI visibility
6.4
/10
AEO Score
from our crawl and measurement
Kodiak HVAC and Electrical is a business whose own site puts it this way: "Kodiak is proud to service Lethbridge with top-tier heating, ventilation, air conditioning (HVAC), and electrical solutions for your home and business." Its AI visibility score is 6.4 out of 10: the engines can find it, but they do not have much to hold on to.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
8
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
2
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.
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 6.4/10, Kodiak HVAC and Electrical - Lethbridge HVAC and Electrical Services has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Kodiak HVAC and Electrical - Lethbridge HVAC and Electrical Services
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Weekly ChatGPT & Claude citation tracking
Buying furniture online requires a leap of faith that most people aren't prepared to make.
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Scored by Engagemii on July 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kodiakheating
Cite this score: Engagemii (2026). "AEO Score for Kodiak HVAC and Electrical - Lethbridge HVAC and Electrical Services." Retrieved from https://engagemii.com/aeo/brands/kodiakheating
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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