OpenAI Interview Intelligence
LIVE — Questions refreshed Feb 9, 2026

The OpenAI interview
cheat code nobody talks about

Right now, there are 17 verified questions from the last 14 days sitting in our database — the same questions OpenAI is asking candidates this week. Most applicants will never see them.

17
Fresh Questions
14d
Max Question Age
$780K
Median Offer at Stake
Questions rotate every 14 days. Current batch expires soon.

You're not failing because you can't code

OpenAI doesn't interview like Google or Meta. They ask practical, production-style problems most engineers have never seen before. They test mission alignment. They make you present your past work to senior leadership.

Engineers who succeed don't just practice more — they practice the right questions. The ones actually being asked right now. That's the gap, and that's why we built GothamLoop.

87%
Rejection rate
3.2×
Better odds with GothamLoop
What candidates actually do vs. what works
Everyone Else
GothamLoop Users
Grind random LeetCode
Study exact questions from this week
Generic system design prep
OpenAI-specific design problems
No idea about mission questions
Know the behavioral prompts ahead
Hope for the best
Walk in knowing what's coming

What OpenAI is asking right now

Sourced and verified from real candidates who interviewed at OpenAI in the last 14 days. Updated every two weeks.

📋 Questions from the Last 14 Days

17 VERIFIED
CODING Implement a complete key-value store from scratch with get() and put() operations, supporting TTL expiration. 🔓
SYSTEM DESIGN Design a real-time collaborative document editing system like Google Docs with conflict resolution. 🔒
ML/AI Explain the attention mechanism in transformers. What is the complexity of self-attention and how can it be optimized? 🔒
CODING Here is a PyTorch training script that isn't converging. Find and fix the bugs. (Common: optimizer.zero_grad(), loss function) 🔒
SYSTEM DESIGN Design an online multiplayer game system supporting hundreds of thousands of concurrent users with low latency. 🔒
BEHAVIORAL Tell me about a time you made a mistake that impacted production. How did you handle it and what did you learn? 🔒
ML/AI How would you train a model that doesn't fit on a single GPU? Discuss Data Parallelism vs Model Parallelism. 🔒
CODING Implement an LRU cache with O(1) get and put operations. Then extend it to support TTL-based expiration. 🔒
🔒

16 More Questions Available

Get the exact questions OpenAI is asking this week. Don't walk in blind.

Unlock All 17 Questions

These rotate every 14 days. Candidates who see them before interviewing pass at 3.2× the normal rate.

Get Full Access →

Why this actually works

We built GothamLoop around a simple insight: the best preparation is knowing what's actually being asked — not what might be asked.

🕵️

Real questions, not guesses

Every question in our database comes from an engineer who actually sat in the chair at OpenAI. Sourced, verified, and time-stamped within the last 14 days.

⏱️

Fresh every 2 weeks

Interview questions change. We update our database every 14 days so you're never studying stale problems. What you see is what's being asked right now.

🎯

Covers every round

Coding, system design, ML fundamentals, behavioral, technical presentations, AI safety — we capture questions across all 4-6 interview rounds so nothing catches you off guard.

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100+ companies

OpenAI is just one of 100+ companies we track. If you're also interviewing at Anthropic, DeepMind, Google, or Meta — we have their questions too.

📊

Difficulty & pattern data

We don't just show you the question — we tag difficulty, interview round, and question category so you know exactly how to allocate your prep time.

🔒

Candidate-verified only

No AI-generated filler. No recycled forum posts. Every question has been reported directly by a candidate and cross-verified against multiple data points.

Engineers don't use us because it's clever. They use us because it works.

3.2×
Higher pass rate
100+
Companies tracked
14d
Max question age
12K+
Engineers using this
"I got my system design question almost word-for-word from GothamLoop. Offer in hand within a week of my onsite. The ROI is insane when you think about what's at stake."
MK
Senior SWE
Google → OpenAI · $730K TC
"I was grinding LeetCode for months and failing onsites. GothamLoop showed me OpenAI asks completely different stuff — practical coding, debugging, real systems. Changed my entire prep."
AP
Software Engineer
Meta → OpenAI · $420K TC
"The behavioral questions were the real surprise. GothamLoop had the exact mission-alignment prompts they asked me. I would have bombed those without prep."
RL
Staff Engineer
Amazon → OpenAI · $980K TC
"I used it for OpenAI and Anthropic simultaneously. Got offers from both. Having the actual questions let me practice with precision instead of guessing."
JT
ML Engineer
Startup → OpenAI · $540K TC

This is a $780K decision

OpenAI pays the highest total compensation in tech. The difference between passing and failing this interview is life-changing money.

Level Title Experience Total Comp
L2Software Engineer0–2 yrs~$249K
L3Software Engineer2–4 yrs~$436K
L4Senior Software Engineer4–8 yrs~$727K
L5Staff Software Engineer8–12 yrs~$981K
L6Principal Engineer12+ yrs~$1.27M
💡
A single failed interview costs you $780K/year on average. GothamLoop costs less than a single dinner out. The math isn't even close.

Stop studying the wrong questions.
Start studying the right ones.

Get instant access to all 17 verified OpenAI questions from the last 14 days — plus 100+ other companies. Updated every two weeks.

Verified from real candidates
Refreshed every 14 days
100+ companies covered
Get Full Access Now

Common Questions

How are the questions sourced?

Directly from engineers who completed their OpenAI interview loop. Every question is time-stamped and cross-verified. We don't scrape forums or use AI to guess — these are real, confirmed questions.

How often are questions updated?

Every 14 days. OpenAI rotates their question pool, and we track those changes in real-time. You'll always have the freshest data available.

Will I get the exact same questions?

Companies reuse questions across candidates within a given cycle. While we can't guarantee an exact match, our users report a high overlap rate — especially for system design and behavioral rounds.

Is this just for OpenAI?

No. GothamLoop covers 100+ companies including Anthropic, Google DeepMind, Meta, Apple, and more. Your subscription unlocks questions across all of them.

What types of questions are included?

Everything: coding challenges, system design problems, ML/AI technical questions, behavioral prompts, technical presentation topics, and AI safety questions. All labeled by round and difficulty.

How hard is the OpenAI interview?

Harder than typical FAANG. OpenAI focuses on practical engineering, not LeetCode patterns. They test debugging real code, building production systems, and mission alignment — which is why generic prep fails.

Do I need ML experience?

For SWE roles, you'll face high-level ML questions but don't need deep expertise. Research Engineer and MLE roles require strong ML fundamentals. GothamLoop tags each question by role type so you know what applies to you.

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