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AI Visibility Scorecard
LeadMunk
leadmunk.com · Home & Living
Borderline visible. AI bots can crawl LeadMunk, 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
#688,650 of 813,123 in Home & Living for AI visibility
3.3
/10
AEO Score
About LeadMunk
from our crawl and measurement
"We run your ads. Our AI system follows up and books qualified homeowners on your HVAC calendar. You only pay after we deliver." That is how LeadMunk Booked HVAC appointments introduces itself. When AI engines look at it, they find little to work with. It scores 3.1 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
3
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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 3.3/10, LeadMunk is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for LeadMunk
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Buying a Sofa Online Is Terrifying. Here's How AI Is Fixing That.
Buying furniture online requires a leap of faith that most people aren't prepared to make.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leadmunk
Cite this score: Engagemii (2026). "AEO Score for LeadMunk." Retrieved from https://engagemii.com/aeo/brands/leadmunk
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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