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AI Visibility Scorecard

Graylight Lab

Graylight Lab

Unclaimed

graylightlab.com · Food & Beverage

At 3/10, Graylight Lab is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

AI engines read this profile 2 times

Claude

#1,116,844 of 1,352,232 in Food & Beverage for AI visibility

3

/10

AEO Score

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About Graylight Lab

from our crawl and measurement

Graylight Lab describes itself simply: "Through research, case studies, and cultural analysis, we examine the communication patterns that shape organizations, brands, technology, and society.Our work explores the gap between." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.

On the page it is passable on a workable page structure, a partly stated business identity and basic crawler access. What holds it back is structured data describing the business, sitemaps and entity links AI can follow and credibility markers like credentials or reviews.

Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).

Industry · Food & Beverage
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

4

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

3

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 3/10, Graylight Lab is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Graylight Lab

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Graylight Lab: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Graylight Lab." Retrieved from https://engagemii.com/aeo/brands/graylightlab

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

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