AI visibility score
4.2/ 10Fair

▼ 0.8 since Jul 2026

#178,056 of 267,466 in Manufacturing & Industrial

As of 2026-08-01 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

retrobound

retrobound

Unclaimed

retrobound.com · Manufacturing & Industrial

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.

AI engines read this profile 1 times

Claude

#178,056 of 267,466 in Manufacturing & Industrial for AI visibility

4

AEO Visibility

i

Borderline · 4.2/10

0

Muse Index Score

i

AI agent readiness

Basic · 0/100

0

AI Adoption

i

None detected · 0/100

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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 4.2 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.

Industry · Manufacturing & Industrial
Last scored · Aug 1, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Fair

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Fair

Experience, Expertise, Authority, Trust markers.

Technical AEO

Good

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Good

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 4.2/10, retrobound is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

What are clients saying?

“Retrobound has been an incredible partner in bringing novel designs and prototypes to life. Dane’s tireless work and commitment to excellence helped us not just deliver a beautiful prototype, but one that was functional, manufacturable, and that truly represented our vision.

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Picked for retrobound: How-To

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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Free signup unlocks the full article plus your personalized AEO fix list for retrobound.

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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