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AI Visibility Scorecard
Martin Mechanical
martinmechanicaltx.com · Home & Living
Somewhat visible. AI bots can read Martin Mechanical, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#175,114 of 1,272,496 in Home & Living for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About Martin Mechanical
from our crawl and measurement
"Martin Mechanical is Houston's top AC company for HVAC repair and replacement services. Get an instant Air Conditioning and Heat estimate today!." That is how Martin Mechanical of Sugar Land, TX introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite, ImageObject), 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
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
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 5.5/10, Martin Mechanical has a working base to build on - fixable, and the signals above are where to start.
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/martinmechanicaltx
Cite this score: Engagemii (2026). "AEO Score for Martin Mechanical." Retrieved from https://engagemii.com/aeo/brands/martinmechanicaltx
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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