AI Visibility Scorecard
Learning by Testing
learningbytesting.mathume.com · Technology
Borderline visible. AI bots can crawl Learning by 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 · ChatGPT
#1,603,903 of 2,707,328 in Technology for AI visibility
76
AI Naming Predictability
iLikely to be named · 76/100
4
AEO Visibility
iBorderline · 4.4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Learning by Testing
from our crawl and measurement
Learning by Testing is a business whose own site puts it this way: "It focuses on an audience for testing on mainframes but most parts are arch-independent." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
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 4.4/10, Learning by Testing is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
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Is this your brand?
The exact fixes for Learning by Testing
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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 Learning by Testing.
Source & Attribution
Scored by Engagemii on October 19, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/learningbytesting-mathume
Cite this score: Engagemii (2026). "AEO Score for Learning by Testing." Retrieved from https://engagemii.com/aeo/brands/learningbytesting-mathume
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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