AI interview copilots in 2026, and what interviewers can detect
What AI interview copilots like Final Round AI and Cluely do, what they cost, how often interviewers catch them, and the practice-first alternative.
7 min read
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Preparation
MLOps and ML engineer interview questions, and what each predicts (2026)
A scored guide to MLOps and ML engineer interview questions, rated on what each one signals about production work, with a trivia-tax flag for pure memorization.
17 min read
What a cross-functional panel interview is looking for
The panel round is run by people you'd work with, not people who'd manage you. What they score, why candidates underprepare, and how it shifts by role.
7 min read
What the hiring manager interview is really deciding
The hiring manager round is the only one where a single person can hire you. Here's what it scores, how it differs by role, and how to prepare for it.
9 min read
How an onsite interview loop actually works
The onsite is four to six rounds that each score something different. What each round is for, how the decision gets made afterward, and how to prepare.
7 min read
How to pass a recruiter screen in any role
The recruiter screen is where most candidates get cut and almost nobody prepares. What it scores, how it shifts by role, and how to pass it.
9 min read
How to prepare for a SQL interview
SQL rounds test whether you can turn a vague business question into a correct query out loud. What gets scored, and how the round differs by role.
8 min read
How to handle a take-home assignment
Take-homes are scored on judgment under a time budget, not on completeness. What reviewers actually look for, and how the round differs by role.
7 min read
Internship interview questions and what each one screens for
A guide to internship interview questions that names what each one is testing, so you can build your own answers instead of memorizing someone else's.
9 min read
UX researcher interview questions: what each one predicts on the job
A guide to the questions in UX research loops. What each one is scoring, what a strong answer signals, and the blind spot a weak one reveals.
13 min read
JavaScript interview questions: what each one predicts on the job
The JavaScript interview questions that keep showing up, what each family screens for, and the ones that only reward memorizing trivia.
11 min read
Data structures interview questions: what each one predicts on the job
A guide to the data structures that show up in coding interviews. What each one screens for, the on-the-job behavior it predicts, and the signal you send in your first three sentences.
9 min read
Python interview questions: what each one actually predicts on the job (2026)
A scored guide to Python interview questions for 2026. Each question rated on what it signals about real on-the-job skill, with a trivia-tax flag for the ones that only reward memorization.
24 min read
Is using AI in an interview cheating? What hiring managers actually do about it
The interview-cheating question, answered from the side that decides. What tips a panel off that you're reading from a screen, what we do about it, and why the copilot doesn't get you the job you actually want.
8 min read
ChatGPT for interview prep vs dedicated tools: which actually works?
ChatGPT can run a passable mock interview for free. Dedicated tools cost $20 to $150 a month. Here's where each one helps, where each one fails, and how to decide.
10 min read
How to explain a gap in your resume (and what to do during one)
A practical guide to talking about employment gaps and using the time itself to come back stronger. With current data on hiring manager attitudes and a script you can adapt.
12 min read
Dedicated finance interview prep platforms vs general-purpose AI tools: a 2026 comparison
IB, PE, and ER candidates compare dedicated finance prep platforms (WSP, BIWS, WSO) against general-purpose AI tools for technicals and behavioral practice. Where each one wins, and how to stack them.
10 min read
Why we don't build interview copilots
Real-time AI copilots promise to feed you answers during a live interview. Four-Leaf does the opposite. Here's why preparation beats real-time assistance every time.
9 min read
The interview cheating epidemic and what job seekers need to know
AI interview cheating is everywhere. Here is what tools exist, how companies detect them, and the real career risk for candidates who use them.
10 min read
Real preparation vs real-time cheating, how to tell the difference
AI is everywhere in interview prep. Here is a clear framework for evaluating any tool: does it build skill before the interview, or fake skill during it?
9 min read
Best mock interview platforms in 2026, 8 compared by price
The 8 best mock interview platforms in 2026, compared by role and price. Free options, AI voice mocks, live FAANG engineers. No affiliate links.
17 min read
Your next mock interview should feel like a real conversation
Four-Leaf's new conversational interview mode simulates real back-and-forth dialogue with follow-up questions based on your actual answers. Choose your duration, speak naturally, and get a comprehensive debrief when you're done.
5 min read
Beyond STAR: how to tell interview stories that actually land
The STAR method is a starting point, not a ceiling. Here's how to tell behavioral interview stories that are structured, specific, and genuinely memorable.
11 min read
Best AI interview prep tools in 2026, 10 compared
Ten AI interview prep tools compared on price, voice practice, and feedback quality, from free to $150 a month. No affiliate links.
14 min read
How to prepare for your first technical interview (a no-experience guide)
Your first technical interview is terrifying. Here's exactly how to prepare when you don't have years of experience to fall back on, from coding rounds to behavioral questions.
11 min read
What to do after a job interview: the 24-hour checklist
A step-by-step checklist for the first 24 hours after a job interview. Follow-up emails, self-assessment, and next steps.
7 min read
10 questions to ask at the end of a job interview (and why they matter)
The best questions to ask your interviewer, organized by category. Plus which questions to avoid and how to pick the right ones for each stage.
6 min read
The most common product manager interview questions (with answers)
15+ real PM interview questions organized by category with detailed answers. Learn what interviewers evaluate and how to structure your responses.
13 min read
How to prepare for a data science interview: SQL, stats, and case questions
A complete guide to data science interview prep covering SQL, statistics, machine learning, case questions, and behavioral rounds with specific topics to study.
10 min read
How to prepare for a case interview: frameworks that actually work
A practical guide to case interview preparation. Learn the 4 main case types, why frameworks alone fail, and how to practice effectively.
10 min read
How to prepare for a technical interview: complete 2026 guide
Complete 2026 guide to technical interview preparation. Covers coding challenges, system design, take-homes, and the behavioral questions most engineers forget.
8 min read
Remote interview tips: how to ace a video interview from home
Practical tips for acing remote video interviews including technical setup, body language on camera, and handling common virtual interview problems.
8 min read
How to handle interview anxiety and actually perform well
Evidence-based strategies for managing interview anxiety including cognitive reframing, breathing techniques, and preparation methods that build real confidence.
8 min read
How to explain a career change in an interview
Learn how to answer career change interview questions with confidence. Frameworks, scripts, and tips for common transition scenarios.
7 min read
The STAR Method: A Complete Guide with Examples for Every Role
How to use the STAR method without sounding scripted. Real examples, common mistakes, and why practicing out loud changes everything.
8 min read
How to Prepare for Behavioral Interviews: A Complete Guide
Master the STAR method and learn how to answer behavioral interview questions with confidence. Includes common questions and practice strategies.
5 min read
How to practice for a job interview by yourself (solo prep that works)
Solo interview practice techniques that actually work in 2026. Build confidence, reduce anxiety, and rehearse without a practice partner.
10 min read