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AI Visibility Scorecard
Penn Fixture & Supply
shoppennfixture.com · Food & Beverage
Somewhat visible. AI bots can read Penn Fixture & Supply, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#312,513 of 1,354,830 in Food & Beverage for AI visibility
5.1
/10
AEO Score
About Penn Fixture & Supply
from our crawl and measurement
"Penn Fixture & Supply, commercial kitchen equipment and supplies serving Pittsburgh restaurants since 1951. Call (412) 261-0848." That is how Penn Fixture & Supply of Pittsburgh, PA introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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 Authority
1
Established authority for your domain.
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 5.1/10, Penn Fixture & Supply has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Penn Fixture & Supply
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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/shoppennfixture
Cite this score: Engagemii (2026). "AEO Score for Penn Fixture & Supply." Retrieved from https://engagemii.com/aeo/brands/shoppennfixture
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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