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AI Visibility Scorecard
Derivative
derivative.ca · Technology
Somewhat visible. AI bots can read Derivative, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#112,245 of 2,640,789 in Technology for AI visibility
6.4
/10
AEO Score
About Derivative
from our crawl and measurement
Derivative describes itself simply: "Derivative is a software company that offers TouchDesigner, a visual development platform." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.8 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a partly stated business identity. What holds it back is credibility markers like credentials or reviews and structured data describing the business.
Away from its own site, the domain reads as established and people discuss it in places AI engines read. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
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
5
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
0
No press coverage found yet.
Community
5
Forum and community discussion.
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 6.4/10, Derivative has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Derivative
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
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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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/derivative-ca
Cite this score: Engagemii (2026). "AEO Score for Derivative." Retrieved from https://engagemii.com/aeo/brands/derivative-ca
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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