AI Visibility Scorecard
Magic Analytics
magic-analytics.com · Technology
At 2.5/10, Magic Analytics 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,401,196 of 2,707,521 in Technology for AI visibility
3
AEO Visibility
iNear-invisible · 2.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
2
AI Adoption
iBasic · 2/100
About Magic Analytics
from our crawl and measurement
Magic Analytics describes itself simply: "Python Life is short (You need Python) -- Bruce EckelPython is very easy to use, has a great ecosystem, and data science friendly." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.5 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.
The 6 signals AI reads
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
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 2.5/10, Magic Analytics is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Data Science?
Data Science is not born out of nowhere, ever since the time we have the basic algebra, we start to apply the algorithm (1+1=2, oh yeah!), combined with our data (how many lands are there?), to generate important insights (which crops to grow next year).
Is this your brand?
The exact fixes for Magic Analytics
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Magic Analytics.
Source & Attribution
Scored by Engagemii on October 6, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/magic-analytics
Cite this score: Engagemii (2026). "AEO Score for Magic Analytics." Retrieved from https://engagemii.com/aeo/brands/magic-analytics
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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