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AI Visibility Scorecard

IonOpticks - HPLC columns for LC-MS

Name: IonOpticks - HPLC columns for LC-MS - AI Visibility Score
Creator: Engagemii
Published: 2026-08-04T02:25:46.179Z
License: https://creativecommons.org/licenses/by/4.0/

Unclaimed

· Technology

Borderline visible. AI bots can crawl IonOpticks - HPLC columns for LC-MS, 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.

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Monitoring for AI engine activity

In the Engagemii AEO index

#1,797,960 of 2,624,033 in Technology for AI visibility

4.1

/10

AEO Score

About IonOpticks - HPLC columns for LC-MS

from our crawl and measurement

aurorafrontier.com describes itself simply: "World's best chromatography columns for use in liquid chromatography-mass spectrometry (LC-MS), primarily in the field of proteomics." When AI engines look at it, they find little to work with. It scores 4.1 out of 10.

Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.

Industry · Technology

Last scored · Aug 4, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Clear headings and answer-style content.

Entity Clarity

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Experience, Expertise, Authority, Trust markers.

Technical AEO

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Inbound links from other sites.

Domain Trust

Little domain authority yet.

Entity Presence

Not in AI knowledge graphs yet.

News Mentions

No press coverage found yet.

Community

No community discussion yet.

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 4.1/10, IonOpticks - HPLC columns for LC-MS is crawlable but under-signaled - fixable, and the signals above are where to start.

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→

Picked for IonOpticks - HPLC columns for LC-MS: Tech & Electronics

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Tech buyers are the most research-intensive shoppers on the internet.

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Source & Attribution

Scored by Engagemii on August 4, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/aurorafrontier

Cite this score: Engagemii (2026). "AEO Score for IonOpticks - HPLC columns for LC-MS." Retrieved from https://engagemii.com/aeo/brands/aurorafrontier

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.