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AI Visibility Scorecard

unmakelab

unmakelab

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unmakelab.org · Nonprofits

Borderline visible. AI bots can crawl unmakelab, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#417,783 of 764,039 in Nonprofits for AI visibility

4.6

/10

AEO Score

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About unmakelab

from our crawl and measurement

"top of pageunmake labnewsaboutongoing projectselected worksFORKING ROOM 구입하기 잠재공간 속의 생태학: 재난, 생성신경망, 그리고 비미래 ​ 글과 엮음 _ 언메이크랩 ​글 _ 곽영빈, 김승일, 백희원, 윤원화, 이계상, 심효원 ​출판 _ 미디어버스 ​디자인 _ 오늘의 풍경 출간." That is how unmakelab introduces itself. When AI engines look at it, they find little to work with. It scores 4.4 out of 10.

On its own pages the site does well on crawler access and the files AI engines look for. It is passable on partial sitemap and link coverage. What holds it back is structured data describing the business, a heading structure that lays out what it offers, a clearly stated business identity and credibility markers like credentials or reviews.

Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, 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. None of that can be fixed on the page: it has to be earned.

Industry · Nonprofits
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

4

Clear headings and answer-style content.

Entity Clarity

3

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

9

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

AI Discoverability

5

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

4

Established authority for your domain.

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 4.6/10, unmakelab is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for unmakelab: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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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/unmakelab-org

Cite this score: Engagemii (2026). "AEO Score for unmakelab." Retrieved from https://engagemii.com/aeo/brands/unmakelab-org

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

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