AI Visibility Scorecard
developer.4d.com · Technology
Well-positioned for AI search. Its weakest signals, Structured Data, Content Structure and Entity Clarity, are where 4D Developer Center still has room to grow.
AI engines read this profile 10 times
Claude · Meta AI · Parallel · Apple Intelligence
Top 1% in Technology for AI visibility
91
AI Naming Predictability
iAI names companies like this often · 91/100
Technology average 28
Top 1% of Technology
See what's behind this score →8.32
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →0
from our crawl and measurement
4D Developer Center is a business whose own site puts it this way: "Join 4D Developer Community > Downloads Get products, release notes and demos." Measured against the on-page and off-page signals AI engines rely on, it scores 8.32 out of 10, a strong showing.
The page falls short on a heading structure that lays out what it offers, the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, structured data describing the business, a clearly stated business identity and credibility markers like credentials or reviews.
Off the page, other sites link to it and AI engines recognise it as a distinct business. There is some, but not much, sign that the domain is only lightly established and there is little discussion of it. Beyond that, there is no press coverage to draw on and it does not come up on Reddit.
AI crawlers have read this profile 10 times in our tracking, including ClaudeBot (Anthropic), Meta AI and ShapBot (Parallel). There is not much on the page to read either, about 148 words.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 8.32/10, 4D Developer Center is well placed; the signals above show what is left to gain.
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/developer-4d
Cite this score: Engagemii (2026). "AEO Score for 4D Developer Center." Retrieved from https://engagemii.com/aeo/brands/developer-4d
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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