AI Visibility Scorecard
Mallard Plumbing & Mechanical Inc. | Licensed Plumbers | Warminster, PA
getmallard.com · Home & Living
Somewhat visible. AI bots can read Mallard Plumbing & Mechanical Inc. | Licensed Plumbers | Warminster, PA, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Meta AI · Claude · ShapBot
#143,511 of 1,375,078 in Home & Living for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Mallard Plumbing & Mechanical Inc. | Licensed Plumbers | Warminster, PA
from our crawl and measurement
"Contact Mallard Plumbing & Mechanical Inc. at (215) 394-8141 for quality plumbing and mechanical solutions tailored to your needs. Trusted Plumbers you can rely on." That is how Mallard Plumbing & Mechanical Inc. introduces itself. Its AI visibility score is 5.7 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 5.7/10, Mallard Plumbing & Mechanical Inc. | Licensed Plumbers | Warminster, PA has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mallard Plumbing & Mechanical Inc. | Licensed Plumbers | Warminster, PA
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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 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/getmallard
Cite this score: Engagemii (2026). "AEO Score for Mallard Plumbing & Mechanical Inc. | Licensed Plumbers | Warminster, PA." Retrieved from https://engagemii.com/aeo/brands/getmallard
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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