Type · API Design

Growth · Software Engineer Interview Guide
How to Pass the TherapyChat Software Engineer Interview in 2026
The TherapyChat DNA (TL;DR)
The TherapyChat Interview Loop
Your onsite loop will typically consist of 5 rounds.
- 1
Round 1
Recruiter ScreenMotivation, role fit, logistics. - 2
Round 2
Coding ScreenLeetCode-medium algorithmic problems under time pressure. - 3
Round 3
System DesignDistributed systems, trade-offs at scale, architecture under constraints. - 4
Round 4
Onsite CodingLeetCode-hard, debugging, code clarity, edge cases. - 5
Round 5
Behavioral / LeadershipPast evidence of ownership, influence, resolving conflict.
The Danger Zone: Top Reasons Candidates Fail
Based on our database of TherapyChat interview outcomes, avoid these common traps:
- Not providing data or evidence to support their recommendation.
- Incorrectly associating sentiment with the wrong medication.
- Failing to articulate their proactive role or the 'extra mile' they went.
- Defining a matching score that is overly simplistic or computationally expensive.
Test Yourself: Real TherapyChat Questions
Three real prompts pulled from our database.
Type · Code Clarity & Edge Cases
Type · Algorithms
+ many more questions, signals, and worked examples
Sign up to unlock the JobMentis grading rubric
TherapyChat Interview Question Bank
A sample from our database, grouped by round. Sign up to see the full set.
9 of 21 questions shown
Recruiter Screen
1- 1
Type · Motivation
Why are you interested in working at TherapyChat, specifically within the pharmaceutical industry, and what excites you about our mission to improve patient outcomes through technology?
Coding Screen
3- 2
Type · Data Structures
Given a stream of patient health records, design a data structure to efficiently find the N most frequent conditions reported in the last hour. Assume records arrive at a high rate. - 3
Type · Algorithms
TherapyChat uses a system to match patients with therapists based on various criteria (specialty, availability, insurance). Implement a function that, given a patient's profile and a list of therapists, returns the top K therapists that best match the patient's needs. Define your own matching score. - + 1 more questions in this round (sign up to unlock)
System Design
3- 4
Type · API Design
Design the API for a feature that allows therapists to securely upload session notes. Consider aspects like authentication, data format, error handling, and potential rate limiting. - 5
Type · Database Design
TherapyChat needs to store and query patient-therapist interaction logs for auditing and analytics. Design a database schema (SQL or NoSQL) that can handle potentially billions of records efficiently, supporting queries like 'find all interactions for patient X in the last month' and 'find all therapists who interacted with patient Y'. - + 1 more questions in this round (sign up to unlock)
Onsite Coding
3- 6
Type · Algorithm (Hard)
Implement a rate limiter for API requests. The system should support different limits per user and per API endpoint, and should be accurate even under high concurrency. Consider using algorithms like token bucket or leaky bucket. - 7
Type · Debugging
A critical patient data synchronization process between our mobile app and the backend is failing intermittently, causing data discrepancies. Users report seeing outdated information. Debug this issue. Here's a simplified log snippet and the relevant code. - + 1 more questions in this round (sign up to unlock)
Behavioral / Leadership
11- 8
Type · Conflict Resolution
Tell me about a time you had a significant disagreement with a cross-functional team member (e.g., engineer, designer, marketer) about a product decision. How did you approach it, and what was the outcome? - 9
Type · Ownership
Tell me about a time you took initiative to solve a problem that wasn't explicitly assigned to you. What was the situation, what did you do, and what was the outcome? - + 9 more questions in this round (sign up to unlock)
Unlock the full TherapyChat question bank
Free signup, no credit card. You get every question + the framework, grading signals, and worked answer for each.
Interview tracks at TherapyChat
How TherapyChat's DNA translates across functions. Pick your role.
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Practice TherapyChat interviews end-to-end
TherapyChat Mock Interview
Run a live mock interview with our AI interviewer using TherapyChat-style prompts. Get scored on structure, signal, and answer length — exactly how the real loop grades you.
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STAR Stories for TherapyChat Behavioral Rounds
Build a Story Bank of your past wins, mapped to the leadership signals TherapyChat interviewers grade on. Reuse them across every behavioral round.
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TherapyChat Interview Prep Hub
The frameworks behind every TherapyChat round: CIRCLES for product sense, hypothesis-driven debugging for analytical, STAR for behavioral. Learn each one in 10 minutes.
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Interview Frameworks
CIRCLES, STAR, AARRR, RICE, MECE. The exact frameworks that make TherapyChat interviewers nod instead of frown. Step-by-step playbooks with the moves and the pitfalls.
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