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AI Visibility Scorecard

Collected Lab

Name: Collected Lab - AI Visibility Score
Creator: Engagemii
Published: 2026-07-31T02:08:13.761Z
License: https://creativecommons.org/licenses/by/4.0/

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collectedlab.com · E-commerce

Borderline visible. AI bots can crawl Collected Lab, 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

#228,560 of 533,082 in E-commerce for AI visibility

4.7

/10

AEO Score

About Collected Lab

from our crawl and measurement

"Discover useful, playful and thoughtful finds for home, travel and everyday life at CollectedLab." That is how Collected Lab introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.

Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.

Industry · E-commerce

Last scored · Jul 31, 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

No inbound links found yet.

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 4.7/10, Collected Lab is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Collected Lab

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Which AI engines already crawl you

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Weekly ChatGPT & Claude citation tracking

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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→

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Source & Attribution

Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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