AI Visibility Scorecard
Unico of New Berlin
uniconb.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Unico of New Berlin, 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 3 times
Claude · Meta AI
#146,600 of 270,432 in Manufacturing & Industrial for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Manufacturing & Industrial average 14
Top 66% of Manufacturing & Industrial
See what's behind this score →3.8
AEO Visibility
iNear-invisible · 3.8/10
Manufacturing & Industrial average 4.0
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Manufacturing & Industrial average 18
See what's behind this score →0
About Unico of New Berlin
from our crawl and measurement
Unico of New Berlin is a business whose own site puts it this way: "UNICO of New Berlin specializes in black oxide finishing for midwestern manufacturing, tool & die, automotive and stamping industries." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Unico of New Berlin
- Website ·
- uniconb.com
- Industry ·
- Manufacturing & Industrial
- Location ·
- New Berlin, Wisconsin
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 8, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 3.8/10, Unico of New Berlin is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Black Oxide?
Black oxide is a conversion coating formed by a chemical reaction produced when parts are immersed in the alkaline aqueous salt solution operated at approximately 285 degrees F. The reaction between the iron of the ferrous alloy and the hot oxide bath produces magnetite (Fe o4) on the actual surface of the part. It is possible to oxidize non-ferrous metals under suitable conditions to form black oxides.
Is this your brand?
The exact fixes for Unico of New Berlin
Which AI engines already crawl you
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/uniconb
Cite this score: Engagemii (2026). "AEO Score for Unico of New Berlin." Retrieved from https://engagemii.com/aeo/brands/uniconb
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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