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AI Visibility Scorecard

Tom Product Design

Tom Product Design

Unclaimed

tomlukens.com · E-commerce

Borderline visible. AI bots can crawl Tom Product Design, 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

#274,696 of 614,070 in E-commerce for AI visibility

4.6

/10

AEO Score

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About Tom Product Design

from our crawl and measurement

"Tom Lukens Product Design and Development. We contracted product design services to develop your idea, to design and retail-package the actual product and to appoint an actual factory to." That is how Tom Product Design introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.

On the page itself the strengths are clear: crawler access and the files AI engines look for. It is passable on a partly stated business identity and partial sitemap and link coverage. What holds it back is structured data describing the business, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

Away from its own site, other sites link to it. Beyond that, 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.

There is not much on the page to read either, about 45 words. It does link out to several social profiles, which helps engines tie the brand together.

Industry · E-commerce
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

4

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

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

7

Inbound links from other sites.

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.

Reddit

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 4.6/10, Tom Product Design is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Tom Product Design

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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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/tomlukens

Cite this score: Engagemii (2026). "AEO Score for Tom Product Design." Retrieved from https://engagemii.com/aeo/brands/tomlukens

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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