AI Visibility Scorecard
machinicwork.com
machinicwork.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl machinicwork.com, 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
#156,860 of 268,088 in Manufacturing & Industrial for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About machinicwork.com
from our crawl and measurement
"MACHINIC, LLC provides art prototyping, design development and fabrication consulting from San Francisco. From concept sketch to production-ready drawings and vendor selection." That is how machinicwork.com of San Francisco, CA introduces itself. When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
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
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
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 4.4/10, machinicwork.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Have somethingyou need made?
Send a sketch, a photo or a CAD file, along with how many you need. We reply with a scope, a phase-by-phase price and an honest read on whether it is worth building. Email the Studio Call (415) 555-0176 Disclosure. Photographs on this page are illustrative of the type of work performed and do not depict client projects, client facilities or specific deliverables of MACHINIC, LLC.
Is this your brand?
The exact fixes for machinicwork.com
Which AI engines already crawl you
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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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Source & Attribution
Scored by Engagemii on October 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/machinicwork
Cite this score: Engagemii (2026). "AEO Score for machinicwork.com." Retrieved from https://engagemii.com/aeo/brands/machinicwork
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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