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AI Visibility Scorecard
Matthew Kandefer Plumbing & Heating
mkandeferplumbing.com · Home & Living
Somewhat visible. AI bots can read Matthew Kandefer Plumbing & Heating, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Apple Intelligence
#148,788 of 1,267,893 in Home & Living for AI visibility
6
AEO Visibility
iBorderline · 5.6/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About Matthew Kandefer Plumbing & Heating
from our crawl and measurement
Matthew Kandefer Plumbing & Heating, based in Buffalo, NY, describes itself simply: "Matthew Kandefer Plumbing & Heating in Buffalo, NY & surrounding areas provides reliable plumbing, HVAC, and generator services. Trust our experience and call 716-893-8376!." Its AI visibility score is 5.6 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 (WebSite, LocalBusiness), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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 5.6/10, Matthew Kandefer Plumbing & Heating has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Matthew Kandefer Plumbing & Heating
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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/mkandeferplumbing
Cite this score: Engagemii (2026). "AEO Score for Matthew Kandefer Plumbing & Heating." Retrieved from https://engagemii.com/aeo/brands/mkandeferplumbing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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