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Growth · Software Engineer Interview Guide

How to Pass the MAGIC AI Software Engineer Interview in 2026

The MAGIC AI DNA (TL;DR)

The bar-raiser round at MAGIC AI evaluates innovation in connected fitness, specifically enhancing user engagement with the Smartest Home Gym Skip. Candidates must articulate a clear vision for expanding 'The World' of interactive exercise, demonstrating a strong bias for action and measurable impact.

The MAGIC AI Interview Loop

Your onsite loop will typically consist of 5 rounds.

  1. 1

    Round 1

    Recruiter Screen
    Motivation, role fit, logistics.
  2. 2

    Round 2

    Coding Screen
    LeetCode-medium algorithmic problems under time pressure.
  3. 3

    Round 3

    System Design
    Distributed systems, trade-offs at scale, architecture under constraints.
  4. 4

    Round 4

    Onsite Coding
    LeetCode-hard, debugging, code clarity, edge cases.
  5. 5

    Round 5

    Behavioral / Leadership
    Past evidence of ownership, influence, resolving conflict.

The Danger Zone: Top Reasons Candidates Fail

Based on our database of MAGIC AI interview outcomes, avoid these common traps:

  • Blaming the other party without taking responsibility for their own actions
  • Incorrectly calculating the 10% threshold, especially with small datasets.
  • Describing a task that was clearly within their defined responsibilities.
  • Overly simplistic recommendation logic ignoring complex medical interactions or contraindications.

Test Yourself: Real MAGIC AI Questions

Three real prompts pulled from our database.

Type · System Design

Imagine we need to build a recommendation engine for personalized treatment plans based on patient data and medical literature. Outline the high-level architecture. What data sources would you consider, and what are the key challenges?

Type · Ownership

Tell me about a time you took ownership of a challenging sales situation that wasn't strictly your responsibility. What did you do, and what was the outcome?

Type · Algorithmic

Implement a function that takes a list of drug efficacy scores (floats) and returns the average score, but only considering scores within the top 10% of all scores. Handle cases with fewer than 10 drugs.

+ many more questions, signals, and worked examples

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MAGIC AI Interview Question Bank

A sample from our database, grouped by round. Sign up to see the full set.

9 of 25 questions shown

1

Recruiter Screen

1
  1. 1

    Type · Motivation

    Why are you interested in working as a Software Engineer at MAGIC AI, specifically within the pharmaceutical industry?
2

Coding Screen

3
  1. 2

    Type · Algorithmic

    Given a list of patient treatment records, each with a start date, end date, and a unique patient ID, write a function to find the maximum number of patients undergoing treatment concurrently at any point in time. Assume dates are represented as integers.
  2. 3

    Type · Algorithmic

    Implement a function that takes a list of drug efficacy scores (floats) and returns the average score, but only considering scores within the top 10% of all scores. Handle cases with fewer than 10 drugs.
  3. + 1 more questions in this round (sign up to unlock)
3

System Design

4
  1. 4

    Type · System Design

    Design a system to monitor and alert healthcare providers in real-time about potential adverse drug reactions based on reported symptoms and patient history. Consider data ingestion, processing, anomaly detection, and notification mechanisms.
  2. 5

    Type · System Design

    How would you design a scalable API for a drug discovery platform that allows researchers to submit molecular structures and retrieve predicted properties? Discuss data storage, query handling, and potential bottlenecks.
  3. + 2 more questions in this round (sign up to unlock)
4

Onsite Coding

4
  1. 6

    Type · Debugging

    Here is a Python function that is supposed to calculate the time-weighted average dosage of a drug for a patient, but it contains a subtle bug. Find and fix the bug. Explain your reasoning.
  2. 7

    Type · Algorithmic

    Write a function to determine if a given sequence of patient vital signs (e.g., heart rate, blood pressure) falls within acceptable therapeutic ranges, considering potential interactions between different readings. The function should be efficient for long sequences.
  3. + 2 more questions in this round (sign up to unlock)
5

Behavioral / Leadership

13
  1. 8

    Type · Past Experience

    Tell me about a time you had to influence a senior stakeholder or a cross-functional team without direct authority to adopt your product vision or strategy.
  2. 9

    Type · Ownership

    Tell me about a time you took initiative to solve a problem that wasn't explicitly part of your job description, especially if it impacted a customer.
  3. + 11 more questions in this round (sign up to unlock)

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Interview tracks at MAGIC AI

How MAGIC AI's DNA translates across functions. Pick your role.

Compare MAGIC AI with similar employers

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