AI Visibility Scorecard
shambolicanalytics.com · Technology
Borderline visible. AI bots can crawl shambolic analytics, 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
#2,421,467 of 2,704,660 in Technology for AI visibility
6
AI Naming Predictability
iRarely named · 6/100
Technology average 28
Top 86% of Technology
See what's behind this score →3
-
Network Authority
iNot connected yet
Technology average 0.0
0 relationships · Technology average 4
See what's behind this score →5
0
from our crawl and measurement
"This page has project summaries and links to reports and github pages where the jupyter notebook files are hosted.read more, > 2026.04.08 Tidy Data: what is it and how do I use it?." That is how shambolic analytics introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.4 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.
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
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 3.4/10, shambolic analytics is crawlable but under-signaled - fixable, and the signals above are where to start.
Tidy Data: what is it and how do I use it?
Tidy data, a concept by Hadley Wickham, simplifies dataset manipulation by structuring data efficiently. These are my notes on his paper with a couple simplified examples for how to restructure the datasets with pandas instead of R.read more –> 2026.04.08
Wait, wait which graph do I want again?
When working on data analysis projects, there are a few things I do each time to get a sense of the data that I’m working wtih. One of those things is plotting. Before I plot something, I ask myself these questions to make sure the plot I’m using will help me get the answer I…read more –> 2026.04.07
Is this your brand?
The exact fixes for shambolic analytics
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for shambolic analytics.
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/shambolicanalytics
Cite this score: Engagemii (2026). "AEO Score for shambolic analytics." Retrieved from https://engagemii.com/aeo/brands/shambolicanalytics
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform