AI Visibility Scorecard
MachinistData
machinistdata.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl MachinistData, 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
#239,609 of 268,060 in Manufacturing & Industrial for AI visibility
3
AEO Visibility
iNear-invisible · 3.3/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About MachinistData
from our crawl and measurement
Tap Drill Size Calculator is a business whose own site puts it this way: "Look up tap drill sizes for common threads. Free tap drill charts for UNC, UNF, metric and NPT pipe threads with the formula behind each size." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.3 out of 10.
Our crawl found structured data on the page (WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
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
Good
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
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 3.3/10, MachinistData is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is a tap drill size?
The tap drill is the hole you drill before running a tap to cut threads. An undersized hole can increase cutting load; an oversized hole reduces thread height. Follow the hole tolerance specified for the tap and application.Approximate cutting-tap hole: inch = majorØ − 1/TPI · metric = majorØ − pitchFor NPT pipe threads, use the published pipe-drill reference and the tap maker’s hole-preparation instructions.
Is this your brand?
The exact fixes for MachinistData
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for MachinistData.
Source & Attribution
Scored by Engagemii on October 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/machinistdata
Cite this score: Engagemii (2026). "AEO Score for MachinistData." Retrieved from https://engagemii.com/aeo/brands/machinistdata
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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