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AI Visibility Scorecard

Iris Light

Iris Light

Unclaimed

irislighttech.com · nanotechnology

Somewhat visible. AI bots can read Iris Light, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 2 times

ChatGPT

#19,161 of 874,198 in Finance & Insurance for AI visibility

6.4

/10

AEO Score

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About Iris Light

from our crawl and measurement

Iris Light is a business whose own site puts it this way: "Iris Light develops photonic inks, opto-electronically active nanomaterials designed to make light-emitting components truly integrable with silicon." Its AI visibility score is 6.4 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on a clear heading structure, visible credibility markers and sitemaps and entity links AI can follow. It is passable on basic crawler access. What holds it back is a clearly stated business identity and structured data describing the business.

Off the page, other sites link to it and AI engines recognise it as a distinct business. There is some, but not much, sign that the domain is only lightly established. Beyond that, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · nanotechnology
Last scored · Jul 30, 2026
Employees · 1-10
Founded · 2018

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

8

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

7

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

9

Inbound links from other sites.

Domain Trust

3

Established authority for your domain.

Entity Presence

10

Recognized in AI knowledge graphs.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

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 6.4/10, Iris Light has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for Iris Light

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Weekly ChatGPT & Claude citation tracking

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Picked for Iris Light: AEO & AI Search

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.

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Source & Attribution

Scored by Engagemii on July 30, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Iris Light." Retrieved from https://engagemii.com/aeo/brands/irislighttech

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

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