AI Visibility Scorecard
resonantcolumn.com · Education
Borderline visible. AI bots can crawl Resonant Column Test, 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 2 times
Claude · Apple Intelligence
#861,100 of 937,778 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
from our crawl and measurement
Resonant Column Test describes itself simply: "The resonant column test is used by geotechnical engineers to determine the shear modulus of a soil at small to medium strain values." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Under the hood there is a readable heading structure and substantial page content, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a sitemap.
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
Weak
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
Good
Sitemaps and entity links AI can follow.
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.
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, Resonant Column Test is crawlable but under-signaled - fixable, and the signals above are where to start.
What Does a Resonant Column Specimen Look Like?
Typical specimens used in the resonant column test should have a uniform circular cross section with ends perpendicular to the axis of the specimen. The minimum diameter of the test specimens should be 33 mm (1.3 in.) and should be at least ten times the diameter of the largest particle.
How are Soil Characteristics Determined?
From this test, multiple soil characteristics can be determined. As the loading frequency is gradually changed, a maximum response (strain amplitude) can be found. The lowest frequency at which the strain amplitude is maximized is the fundamental frequency of the soil specimen and the driving system.
What are Damping Properties?
Damping Properties (D) describe how oscillations in a system decay after a disturbance. Often, a system exhibits oscillatory behavior when an external force disturbs the system from its original position of static equilibrium. For example, imagine a system consisting of a spring attached to a ceiling on one end and attached to a weight on the other end.
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The exact fixes for Resonant Column Test
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/resonantcolumn
Cite this score: Engagemii (2026). "AEO Score for Resonant Column Test." Retrieved from https://engagemii.com/aeo/brands/resonantcolumn
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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