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AI Visibility Scorecard

LK Collaborative

LK Collaborative

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lkcollaborative.com · Food & Beverage

Borderline visible. AI bots can crawl LK Collaborative, 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

#888,252 of 1,354,281 in Food & Beverage for AI visibility

3.7

/10

AEO Score

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About LK Collaborative

from our crawl and measurement

LK Collaborative, based in New York, NY, describes itself simply: "LK Collaborative (LKC) is an architecture firm based in NYC and Athens with a focus on Passive House, housing affordability, and prefabrication." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.7 out of 10.

On the page itself the strengths are clear: a clearly stated business identity and 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 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.

The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 2025.

Industry · Food & Beverage
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

4

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

4

Clear headings and answer-style content.

Entity Clarity

8

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

6

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 3.7/10, LK Collaborative is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for LK Collaborative

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for LK Collaborative: 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 August 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for LK Collaborative." Retrieved from https://engagemii.com/aeo/brands/lkcollaborative

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

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