#179,649 OF 266,887 IN MANUFACTURING & INDUSTRIAL
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AI Visibility Scorecard
D4 Collaborative
d4collaborative.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl D4 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
#179,649 of 266,887 in Manufacturing & Industrial for AI visibility
4
AEO Visibility
iBorderline · 4/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About D4 Collaborative
from our crawl and measurement
"D4 is a collaboration between product design, engineering and creative consultancies leveraging decades of experience across a variety of industrial and commercial sectors." That is how D4 Collaborative of Southampton introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (Organization) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4/10, D4 Collaborative is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 September 25, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/d4collaborative
Cite this score: Engagemii (2026). "AEO Score for D4 Collaborative." Retrieved from https://engagemii.com/aeo/brands/d4collaborative
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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