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AI Visibility Scorecard
Milton Frank Plumbing & Cooling
miltonfrankplumbing.com · consumer services
Somewhat visible. AI bots can read Milton Frank Plumbing & Cooling, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Claude · ChatGPT
#19,625 of 789,868 in Home & Living for AI visibility
6.2
/10
AEO Score
About Milton Frank Plumbing & Cooling
from our crawl and measurement
Milton Frank Plumbing & Cooling, based in Spring, TX, describes itself simply: "Your go-to for expert Plumbing, Heating & Cooling Services in Tomball and Spring, TX. Trust our HVAC professionals for quality service and reliability." Its AI visibility score is 6.2 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on structured data describing the business, a clear heading structure, a clearly stated business identity, visible credibility markers and sitemaps and entity links AI can follow. It is passable on basic crawler access.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together. The business dates to 1984.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
9
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
10
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
1
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.
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 6.2/10, Milton Frank Plumbing & Cooling has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Milton Frank Plumbing & Cooling
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/miltonfrankplumbing
Cite this score: Engagemii (2026). "AEO Score for Milton Frank Plumbing & Cooling." Retrieved from https://engagemii.com/aeo/brands/miltonfrankplumbing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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