AI visibility score
4.2/ 10Fair

#111,925 of 937,618 in Education

As of 2026-08-01 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

It Came From the Workshop

It Came From the Workshop

Unclaimed

itcamefromtheworkshop.com · Education

Borderline visible. AI bots can crawl It Came From the Workshop, 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 5 times

Claude · Amazon Alexa

#111,925 of 937,618 in Education for AI visibility

<1

AI Naming Predictability

i

Rarely named · <1/100

Top 16% of Education

4

AEO Visibility

i

Borderline · 4.2/10

10

Muse Index Score

i

AI agent readiness

Basic · 10/100

12

AI Adoption

i

Basic · 12/100

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About It Came From the Workshop

from our crawl and measurement

It Came From the Workshop is a business whose own site puts it this way: "Skip to content It Came From the Workshop Latest Posts VR’s Potential to Help Reach Lucid Dreaming Here’s a link to a short older piece I wrote up for Hackaday that I’d like to highlight." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.

On its own pages the site does well on a clear heading structure and crawler access and the files AI engines look for. It is passable on partial sitemap and link coverage. What holds it back is a clearly stated business identity, structured data describing the business and credibility markers like credentials or reviews.

Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Education
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

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Strong

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

AI Discoverability

Fair

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Strong

Inbound links from other sites.

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, It Came From the Workshop is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

What’s useful about it?

The carrier prints easily on a filament-based printer without needing printer settings to be tweaked. Prints without supports. It isn’t picky about filament type, so it’s a good print to use up spare filament. The two leaf springs aren’t under a lot of stress, so they should last. While I would prefer zero assembly required, this is a reasonable compromise.

What’s it actually for?

It’s an experiment in printing a combination shipping / carrier case for Blood Spatter Tokens (which I designed, make, and sell online.) April 10, 2026

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Picked for It Came From the Workshop: How-To

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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/itcamefromtheworkshop

Cite this score: Engagemii (2026). "AEO Score for It Came From the Workshop." Retrieved from https://engagemii.com/aeo/brands/itcamefromtheworkshop

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

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