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AI Visibility Scorecard
Tinker Works
tinker-works.com · Food & Beverage
At 2.5/10, Tinker Works is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,228,091 of 1,354,826 in Food & Beverage for AI visibility
2.5
/10
AEO Score
About Tinker Works
from our crawl and measurement
Tinker Works describes itself simply: "We do custom industrial and architectural fabrication, create innovative products, and produce unique metal art." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.3 out of 10.
On the page itself the strengths are clear: a clear heading structure. It is passable on a partly stated business identity and basic crawler access. What holds it back is structured data describing the business, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
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
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 2.5/10, Tinker Works is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Tinker Works
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tinker-works
Cite this score: Engagemii (2026). "AEO Score for Tinker Works." Retrieved from https://engagemii.com/aeo/brands/tinker-works
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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