AI Visibility Scorecard
LabTechSurplus
labtechsurplus.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl LabTechSurplus, 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
#114,686 of 268,147 in Manufacturing & Industrial for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About LabTechSurplus
from our crawl and measurement
LabTechSurplus: Replacement Hardware for the Equipment Labs Still Rely On describes itself simply: "Aftermarket replacement parts and tested genuine surplus for lab equipment that's discontinued or hard to source. Bench-measured, documented QC, 30-day fit guarantee." When AI engines look at it, they find little to work with. It scores 4.8 out of 10.
Our crawl found structured data on the page (Organization), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
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 4.8/10, LabTechSurplus is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Can't findyour part?
Tell us the manufacturer, the instrument, and what broke. If we believe other labs need the same component, LabTechSurplus may cover some or all of the reverse-engineering cost in exchange for adding it to our catalog.
Is this your brand?
The exact fixes for LabTechSurplus
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 LabTechSurplus.
Source & Attribution
Scored by Engagemii on October 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/labtechsurplus
Cite this score: Engagemii (2026). "AEO Score for LabTechSurplus." Retrieved from https://engagemii.com/aeo/brands/labtechsurplus
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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