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AI Visibility Scorecard
Car Design Research
cardesignresearch.com · Professional Services
Somewhat visible. AI bots can read Car Design Research, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
ChatGPT · Meta AI · Claude
#90,765 of 489,540 in Professional Services for AI visibility
5.4
/10
AEO Score
About Car Design Research
from our crawl and measurement
Car Design Research is a business whose own site puts it this way: "Founded in 2000, Car Design Research is uniquely an agency that works in the space between design, product and brand, undertaking research projects to usefully inform our clients’ creative." Its AI visibility score is 5.4 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 4 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
8
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
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.
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 5.4/10, Car Design Research has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Car Design Research
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cardesignresearch
Cite this score: Engagemii (2026). "AEO Score for Car Design Research." Retrieved from https://engagemii.com/aeo/brands/cardesignresearch
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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