#176,602 OF 261,270 IN MANUFACTURING & INDUSTRIAL
SCORE HISTORY BEGINS 2026-09-21
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AI Visibility Scorecard
DFW Scientific Refrigeration
dfwsciref.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl DFW Scientific Refrigeration, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#176,602 of 261,270 in Manufacturing & Industrial for AI visibility
4
AEO Visibility
iBorderline · 4/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About DFW Scientific Refrigeration
from our crawl and measurement
"Our factory-trained technicians bring a wealth of experience to every service, ensuring top-quality repairs." That is how DFW Scientific Refrigeration of Arlington, TX introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (LocalBusiness), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
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 4/10, DFW Scientific Refrigeration is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 September 21, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/dfwsciref
Cite this score: Engagemii (2026). "AEO Score for DFW Scientific Refrigeration." Retrieved from https://engagemii.com/aeo/brands/dfwsciref
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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