AI Visibility Scorecard
In Search of Lost Zeros - Adventures in amateur machine building
lostzeros.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl In Search of Lost Zeros - Adventures in amateur machine building, 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 1 times
Claude
#147,829 of 267,381 in Manufacturing & Industrial for AI visibility
5
AEO Visibility
iBorderline · 4.5/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About In Search of Lost Zeros - Adventures in amateur machine building
from our crawl and measurement
In Search of Lost Zeros describes itself simply: "Build log documenting construction of benchtop CNC milling machine using government surplus Intelitek Benchmill 6000 trainer mill and hand scraped Sieg 2.7 import mill castings." When AI engines look at it, they find little to work with. It scores 4.5 out of 10.
Our crawl found structured data on the page (BreadcrumbList, CollectionPage, Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Weak
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 4.5/10, In Search of Lost Zeros - Adventures in amateur machine building is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to Remove the Front of Knee and Disassemble the Feed Distribution Gearbox on a Kearney & Trecker 2HL?
May 4, 2024 / Circularfish From our initial diagnosis we know that our Kearney & Trecker (Milwaukee) 2HL Vertical mill has issues with power feed at any speed over 7 or so inches per minute. To figure out what is going on, we’ll need to remove the front of the knee and disassemble the feed distribution gearbox.
Is this your brand?
The exact fixes for In Search of Lost Zeros - Adventures in amateur machine building
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lostzeros
Cite this score: Engagemii (2026). "AEO Score for In Search of Lost Zeros - Adventures in amateur machine building." Retrieved from https://engagemii.com/aeo/brands/lostzeros
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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