AI Visibility Scorecard
LI Soil Testing
lisoiltesting.com · Education
Borderline visible. AI bots can crawl LI Soil Testing, 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 3 times
Claude · Meta AI
#861,101 of 937,770 in Education for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Education average 14
Top 71% of Education
See what's behind this score →4
-
Network Authority
iNot connected yet
Education average 0.0
0 relationships · Education average 4
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Education average 13
See what's behind this score →0
About LI Soil Testing
from our crawl and measurement
LI Soil Testing is a business whose own site puts it this way: "CERTIFICATIONS LI Soil Testing is Certified through the National Drilling Association located in Ohio. RESULTS After the test hole is completed, we take with us our soil...." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found a readable heading structure. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a sitemap.
- Company ·
- LI Soil Testing
- Website ·
- lisoiltesting.com
- Industry ·
- Education
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 1, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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 read your site and name it in answers. At 3.5/10, LI Soil Testing is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for LI Soil Testing
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lisoiltesting
Cite this score: Engagemii (2026). "AEO Score for LI Soil Testing." Retrieved from https://engagemii.com/aeo/brands/lisoiltesting
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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