AI Visibility Scorecard
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
4
AEO Visibility
iBorderline · 4.2/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
12
AI Adoption
iBasic · 12/100
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.
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.
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.
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.
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
Is this your brand?
The exact fixes for It Came From the Workshop
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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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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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