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AI Visibility Scorecard
pfaffs.com · automotive
Somewhat visible. AI bots can read Auto Glass Winston-Salem NC | Pfaff's Auto Glass Double quotation marks.Quotation marks.Double quotation marks., but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
ChatGPT
#153,141 of 874,192 in Finance & Insurance for AI visibility
5.5
/10
AEO Score
from our crawl and measurement
"Service that involves removing and installing new glass in a vehicle when the windshield, windows, or rear glass are cracked, shattered, or damaged beyond repair." That is how Auto Glass Winston-Salem NC of Winston-Salem, NC 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.
On the page itself the strengths are clear: structured data describing the business, a clear heading structure, a clearly stated business identity, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow.
Away from its own site, other sites link to it. Beyond that, the domain does not yet read as established, 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. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited 2 times in our tracking, including GPTBot (ChatGPT).
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
5
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
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.
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, Auto Glass Winston-Salem NC | Pfaff's Auto Glass Double quotation marks.Quotation marks.Double quotation marks. has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Auto Glass Winston-Salem NC | Pfaff's Auto Glass Double quotation marks.Quotation marks.Double quotation marks.
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pfaffs
Cite this score: Engagemii (2026). "AEO Score for Auto Glass Winston-Salem NC | Pfaff's Auto Glass Double quotation marks.Quotation marks.Double quotation marks.." Retrieved from https://engagemii.com/aeo/brands/pfaffs
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