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AI Visibility Scorecard
MPA Collective — AI Appointment Booking for HVAC & Home Service Contractors
mpacollective.com · Home & Living
At 3/10, MPA Collective — AI Appointment Booking for HVAC & Home Service Contractors is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#728,816 of 804,235 in Home & Living for AI visibility
3
/10
AEO Score
About MPA Collective — AI Appointment Booking for HVAC & Home Service Contractors
from our crawl and measurement
MPA Collective — AI Appointment Booking for HVAC & Home Service Contractors is a business whose own site puts it this way: "AI voice agents that respond to every missed lead in 60 seconds and book appointments automatically. 10 appointments guaranteed in 30 days or you don't pay." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
2
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
0
No inbound links found yet.
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 3/10, MPA Collective — AI Appointment Booking for HVAC & Home Service Contractors is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MPA Collective — AI Appointment Booking for HVAC & Home Service Contractors
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mpacollective
Cite this score: Engagemii (2026). "AEO Score for MPA Collective — AI Appointment Booking for HVAC & Home Service Contractors." Retrieved from https://engagemii.com/aeo/brands/mpacollective
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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