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AI Visibility Scorecard
collective-work.com · Professional Services
Borderline visible. AI bots can crawl Collective Work: Strategic and Cultural Advisory, 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 1 times
Claude
#315,429 of 488,910 in Professional Services for AI visibility
4
/10
AEO Score
from our crawl and measurement
Collective Work: Strategic and Cultural Advisory is a business whose own site puts it this way: "Collective Work is a strategic brand, partnerships, and curatorial consultancy serving museums, cultural institutions, and heritage brands." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.
On the page it is passable on basic crawler access. What holds it back is a clearly stated business identity, sitemaps and entity links AI can follow, structured data describing the business, a heading structure that lays out what it offers and credibility markers like credentials or reviews.
Away from its own site, other 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 65 words. The business dates to 2020.
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
4
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.
How the web signals your brand to AI
Backlinks
8
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.
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 4/10, Collective Work: Strategic and Cultural Advisory is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Collective Work: Strategic and Cultural Advisory
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/collective-work
Cite this score: Engagemii (2026). "AEO Score for Collective Work: Strategic and Cultural Advisory." Retrieved from https://engagemii.com/aeo/brands/collective-work
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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