AI Visibility Scorecard
testingidiot.com · Media & Entertainment
At 2.7/10, Testing Idiot is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 3 times
Claude
#1,833,941 of 1,966,627 in Media & Entertainment for AI visibility
22
AI Naming Predictability
iRarely named · 22/100
3
AEO Visibility
iNear-invisible · 2.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Testing idiotTaking this whole learning in public thing a bit too seriouslyWhy?." That is how Testing Idiot introduces itself. As far as answer engines are concerned it may as well not exist yet: 2.7 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Weak
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 2.7/10, Testing Idiot is crawlable but under-signaled - fixable, and the signals above are where to start.
Why? Just why?
Dec 24, 2019For better or worse, I make new years resolutions every. single. year. And usually what happens is that I have great plans in january. In february I might even have started some of said plans. And by the time it is march, I've all but forgotten about what I vowed to do in the new year. This year...Proudly published with Prismic
Is this your brand?
The exact fixes for Testing Idiot
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/testingidiot
Cite this score: Engagemii (2026). "AEO Score for Testing Idiot." Retrieved from https://engagemii.com/aeo/brands/testingidiot
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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