AI Visibility Scorecard
Miller Place Auto Upholstery
mpauinc.com · Automotive
Somewhat visible. AI bots can read Miller Place Auto Upholstery, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Meta AI · Claude · ShapBot
#40,142 of 365,653 in Automotive for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 94% of Automotive companies
6
AEO Visibility
iBorderline · 5.6/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Miller Place Auto Upholstery
from our crawl and measurement
Miller Place Auto Upholstery is a business whose own site puts it this way: "Miller Place Auto Upholstery has built a reputation for great work and great service. Our reviews speak for themselves." 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 an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Good
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
Fair
Inbound links from other sites.
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 5.6/10, Miller Place Auto Upholstery has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Miller Place Auto Upholstery
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/mpauinc
Cite this score: Engagemii (2026). "AEO Score for Miller Place Auto Upholstery." Retrieved from https://engagemii.com/aeo/brands/mpauinc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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