AI visibility score
4.4/ 10Fair

#1,604,137 of 2,707,789 in Technology

As of 2026-10-04 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

MADInterview

MADInterview

Unclaimed

madinterview.com · Technology

Borderline visible. AI bots can crawl MADInterview, 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

#1,604,137 of 2,707,789 in Technology for AI visibility

4

AEO Visibility

i

Borderline · 4.4/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

6

AI Adoption

i

Basic · 6/100

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About MADInterview

from our crawl and measurement

Crack the Machine Learning and Data Science Interview is a business whose own site puts it this way: "Real data science and machine learning interview questions and answers from ex-Meta Staff DS/ML Scientists. A/B, Stats, SQL, ML, Metrics, ML coding, Hands on, System design." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.

Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.

Industry · Technology
Last scored · Oct 4, 2026

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

Weak

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

Fair

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Strong

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, MADInterview is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

What makes MAD interview better than its alternatives?

I created MAD as a side project out of my own frustration during transitioning from academia to industry and while preparing for interviews.

Why did you leave Meta?

Meta was my first industry role. I joined directly from academia as an IC6 Research Data Scientist (Applied Scientist) in the infrustructure org. My work was quite interesting: I was building ML algorithms for ranking Android code before it was shipped (as it happens, the order of the shipped code affects latency).

Why does it take so long to complete the platform?

I do this for fun, which means I don't work on it every day. My job is quite intense, and I have two young kids. At most, I find 4-5 hours a week to work on this. A challenging solution can take several hours to write up, so I end up adding a few new questions every week. The same goes for updating the front end or adding functionality on the platform.

How much money can I make as a PDS/DS/AS/MLE?

A lot. To get some ideas check on levels. Applied scientists and MLEs tend to make more than DS and PDS. In most cases, they make the same or more than SWEs. DS and PDS tend to make a little less. At Meta, Research Data Scientists were making 85%-90%% of SWE, whereas Product data scientists were making 65% of SWEs. In my current company, applied scientists are part of the Eng org, and make the same as SWEs.

Can I send you an interview question to get a solution? How can I contact you?

Absolutely. If you have seen an interview quwestion you are not certain about its solution (or you don't trust chatgpt) feel free to email me at [email protected]

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Picked for MADInterview: How-To

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.

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Source & Attribution

Scored by Engagemii on October 4, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/madinterview

Cite this score: Engagemii (2026). "AEO Score for MADInterview." Retrieved from https://engagemii.com/aeo/brands/madinterview

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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