AI Visibility Scorecard
Co Lab Productions
marcuslehman.com · Fashion & Apparel
Borderline visible. AI bots can crawl Co Lab Productions, 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.
AI engines read this profile 7 times
Meta AI · Claude · Perplexity
#168,014 of 246,333 in Fashion & Apparel for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
Fashion & Apparel average 14
Top 81% of Fashion & Apparel
See what's behind this score →4
-
Network Authority
iNot connected yet
Fashion & Apparel average 0.0
0 relationships · Fashion & Apparel average 4
See what's behind this score →30
Muse Index Score
iAI agent readiness
Basic · 30/100
Fashion & Apparel average 24
See what's behind this score →0
About Co Lab Productions
from our crawl and measurement
Co Lab Productions, based in New York, NY, describes itself simply: "Co Lab Productions is a boutique production company with offices in New York & Munich. Owned and operated by Justine Simonson and Marcus Lehmann, Co Lab creates innovative and emotional." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 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 some structured data. What holds it back is sitemaps and entity links AI can follow, 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.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 28 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.
- Company ·
- Co Lab Productions
- Website ·
- marcuslehman.com
- Industry ·
- Fashion & Apparel
- Location ·
- New York, NY
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 1, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 3.6/10, Co Lab Productions is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Co Lab Productions
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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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/marcuslehman
Cite this score: Engagemii (2026). "AEO Score for Co Lab Productions." Retrieved from https://engagemii.com/aeo/brands/marcuslehman
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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