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AI Visibility Scorecard
retrobound
retrobound.com · Technology
Borderline visible. AI bots can crawl retrobound, 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
#2,159,552 of 2,836,849 in Technology for AI visibility
3.8
/10
AEO Score
About retrobound
from our crawl and measurement
retrobound describes itself simply: "Retrobound provides professional industrial design services, helping businesses develop innovative products from concept to functional prototype with thoughtful design and engineering." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.
On the page itself the strengths are clear: a clear heading structure and crawler access and the files AI engines look for. It is passable on a partly stated business identity, a few credibility markers and partial sitemap and link coverage. What holds it back is structured data describing the business.
Off the page, almost no other sites link to it, 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.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.8/10, retrobound is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for retrobound
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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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/retrobound
Cite this score: Engagemii (2026). "AEO Score for retrobound." Retrieved from https://engagemii.com/aeo/brands/retrobound
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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