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AI Visibility Scorecard
Assemblies Unlimited
assemblies.com · Food & Beverage
Somewhat visible. AI bots can read Assemblies Unlimited, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
ChatGPT · Claude · Apple Intelligence
#2,115 of 1,351,044 in Food & Beverage for AI visibility
6.7
/10
AEO Score
About Assemblies Unlimited
from our crawl and measurement
"Assemblies Unlimited is a turnkey contract packaging company and co-packer, offering solutions for food, powders, supplements, and liquid packaging." That is how Assemblies Unlimited of Bloomingdale, IL introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.7 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Article, WebPage, ImageObject), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 3 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
10
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
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.
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 6.7/10, Assemblies Unlimited has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Assemblies Unlimited
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Assemblies Unlimited.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/assemblies
Cite this score: Engagemii (2026). "AEO Score for Assemblies Unlimited." Retrieved from https://engagemii.com/aeo/brands/assemblies
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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