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AI Visibility Scorecard
R&D Design and Associates, LLC
rndcollc.com · Other
Borderline visible. AI bots can crawl R&D Design and Associates, LLC, 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.
AI engines read this profile 2 times
Claude
4.1
/10
AEO Score
About R&D Design and Associates, LLC
from our crawl and measurement
R&D Design and Associates, LLC, based in Phoenix, New York, describes itself simply: "R&D Design is a polymer engineering solutions company." When AI engines look at it, they find little to work with. It scores 4.1 out of 10.
Under the hood there is structured data on the page (LocalBusiness) and a sitemap, but the score is capped by what is missing: an llms.txt file, a heading structure that lays out what it offers.
Our monitoring has logged 2 AI crawler visits here: the engines come, the question is what they find.
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
8
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
6
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
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 4.1/10, R&D Design and Associates, LLC is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for R&D Design and Associates, LLC
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for R&D Design and Associates, LLC.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/rndcollc
Cite this score: Engagemii (2026). "AEO Score for R&D Design and Associates, LLC." Retrieved from https://engagemii.com/aeo/brands/rndcollc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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