Grounded in the real hiring process
Built from the employer's own process and public material, not candidate reports. Sign up and tell us what you were actually asked.
02 / Hiring process
Four stages, and one of them decides it
4 stages from application to offer. Coding screen is reported to be the one that decides it.
4stages
01
Recruiter screen 30 minutes, for referred or sourced candidates
Reported for candidates who came through a recruiter or referral, covering background and motivation before any technical evaluation. Cold applicants are reported to often skip straight to the coding screen instead.
02
Coding screen 1 hour, HackerRank or live
Reported as either a HackerRank assessment or a live coding conversation with an engineer, often the very first step for candidates who applied without a referral.
03
Onsite loop 4 rounds, entirely virtual
Reported to run four rounds covering two medium-to-hard coding problems, a system design discussion, and an object-oriented design round, with the entire loop conducted online and no in-person office visit at any stage.
04
Hiring manager alignment then a decision
A final conversation reported to focus on fit and alignment with the hiring manager, with the full process typically completing in around three weeks.
Ask before the interview: what will this round cover, who will I meet, and is there anything I should prepare?The question almost nobody asks
03 / Question library
Interview question practice library
The onsite loop, the fully virtual format, and the six named credos apply broadly across departments, so the core set below covers that ground. Each department then adds the depth specific to it.
62questions
Asked in every interviewAsked in every Scale AI interview
01 Why Scale AI, and why this department specifically? Why Scale AI Open guide
Find your angle. Checks whether a candidate picked the specific department, out of Scale AI's 18 real named ones, for a concrete reason rather than general excitement about AI.
Build your answer
- Name the actual department. Not just Scale AI generally.
- Tie it to something concrete you've done. A real experience pointing at this department.
- State what you'd want to own there specifically. Concrete, not vague ambition.
Bring the evidence
Give one specific reason the department you picked, not Scale AI in general, fits something real you've done.
What weakens it
AI is transforming everything and I want to be at the center of that transformation.
Likely follow upWhat would your first month in this specific department realistically involve?
Pro
Build this answer out of your own experience
The guide for this question: what the stage is scoring, three steps to structure the response, the evidence worth bringing, what weakens it, and the follow up. Then Pro drafts your version of it against your CV, so you walk in with your own answer rather than someone else's script.
Subscribe to Pro Unlimited preparation, every question, every company.02 Tell me about a time you had to prove yourself in a process where nobody vouched for you first. Cold outreach Open guide
Find your angle. Cold applicants are reported to be routed straight into a technical assessment with no prior conversation, testing whether a candidate can perform without the benefit of a warm introduction.
Build your answer
- Describe the process with no prior vouching. Concrete, not vague.
- Explain how you approached it differently, knowing you had no advantage going in. Specific.
- State the outcome. Honest.
Bring the evidence
Point to the specific thing you did differently because nobody was vouching for you going in.
What weakens it
I perform the same whether or not someone's already spoken up for me.
Likely follow upWhat would you have done if the lack of a prior introduction had clearly worked against you?
Pro
Build this answer out of your own experience
The guide for this question: what the stage is scoring, three steps to structure the response, the evidence worth bringing, what weakens it, and the follow up. Then Pro drafts your version of it against your CV, so you walk in with your own answer rather than someone else's script.
Subscribe to Pro Unlimited preparation, every question, every company.03 Describe a time you had to complete a demanding task within a strict time limit and no one there to check on your progress. Independence Locked
Pro
Build this answer out of your own experience
The guide for this question: what the stage is scoring, three steps to structure the response, the evidence worth bringing, what weakens it, and the follow up. Then Pro drafts your version of it against your CV, so you walk in with your own answer rather than someone else's script.
Subscribe to Pro Unlimited preparation, every question, every company.04 Tell me about a time you had to make a strong impression on someone entirely through a screen, without the benefit of being physically present. Independence Locked
Pro
Build this answer out of your own experience
The guide for this question: what the stage is scoring, three steps to structure the response, the evidence worth bringing, what weakens it, and the follow up. Then Pro drafts your version of it against your CV, so you walk in with your own answer rather than someone else's script.
Subscribe to Pro Unlimited preparation, every question, every company.05 Describe a time the real difficulty in something you built was how you structured the underlying objects or entities, not the surface behavior. Design Locked
Pro
Build this answer out of your own experience
The guide for this question: what the stage is scoring, three steps to structure the response, the evidence worth bringing, what weakens it, and the follow up. Then Pro drafts your version of it against your CV, so you walk in with your own answer rather than someone else's script.
Subscribe to Pro Unlimited preparation, every question, every company.06 Tell me about a time you had to trace an unexpected result back to a specific, subtle cause rather than an obvious bug. Debugging Locked
Pro
Build this answer out of your own experience
The guide for this question: what the stage is scoring, three steps to structure the response, the evidence worth bringing, what weakens it, and the follow up. Then Pro drafts your version of it against your CV, so you walk in with your own answer rather than someone else's script.
Subscribe to Pro Unlimited preparation, every question, every company.07 Describe a time an evaluator seemed more interested in how you got to an answer than whether the answer itself was correct. Communication Locked
Pro
Build this answer out of your own experience
The guide for this question: what the stage is scoring, three steps to structure the response, the evidence worth bringing, what weakens it, and the follow up. Then Pro drafts your version of it against your CV, so you walk in with your own answer rather than someone else's script.
Subscribe to Pro Unlimited preparation, every question, every company.08 Tell me about a time trust with a customer or user had to be earned through a specific delivery, not assumed from the start. Customer love Locked
Pro
Build this answer out of your own experience
The guide for this question: what the stage is scoring, three steps to structure the response, the evidence worth bringing, what weakens it, and the follow up. Then Pro drafts your version of it against your CV, so you walk in with your own answer rather than someone else's script.
Subscribe to Pro Unlimited preparation, every question, every company.09 Describe a time you were genuinely invested in another team's success, not just your own, and it changed how you helped them. Team Flow Locked
Pro
Build this answer out of your own experience
The guide for this question: what the stage is scoring, three steps to structure the response, the evidence worth bringing, what weakens it, and the follow up. Then Pro drafts your version of it against your CV, so you walk in with your own answer rather than someone else's script.
Subscribe to Pro Unlimited preparation, every question, every company.10 Tell me about a time you identified the specific fraction of effort that actually drove the outcome, rather than spreading effort evenly. Focus Locked
Pro
Build this answer out of your own experience
The guide for this question: what the stage is scoring, three steps to structure the response, the evidence worth bringing, what weakens it, and the follow up. Then Pro drafts your version of it against your CV, so you walk in with your own answer rather than someone else's script.
Subscribe to Pro Unlimited preparation, every question, every company.11 Describe a time you considered the consequences of the consequences of a decision, not just its immediate effect. Foresight Locked
Pro
Build this answer out of your own experience
The guide for this question: what the stage is scoring, three steps to structure the response, the evidence worth bringing, what weakens it, and the follow up. Then Pro drafts your version of it against your CV, so you walk in with your own answer rather than someone else's script.
Subscribe to Pro Unlimited preparation, every question, every company.12 Tell me about a time you had access to information that mattered a great deal if handled carelessly. Discretion Locked
Pro
Build this answer out of your own experience
The guide for this question: what the stage is scoring, three steps to structure the response, the evidence worth bringing, what weakens it, and the follow up. Then Pro drafts your version of it against your CV, so you walk in with your own answer rather than someone else's script.
Subscribe to Pro Unlimited preparation, every question, every company.13 Describe a time you had to collaborate closely with someone from a completely different field of expertise than your own. Domain expertise Locked
Pro
Build this answer out of your own experience
The guide for this question: what the stage is scoring, three steps to structure the response, the evidence worth bringing, what weakens it, and the follow up. Then Pro drafts your version of it against your CV, so you walk in with your own answer rather than someone else's script.
Subscribe to Pro Unlimited preparation, every question, every company.14 What's something about how you work that would show up in your first month here, not in this interview? Weakness Locked
Pro
Build this answer out of your own experience
The guide for this question: what the stage is scoring, three steps to structure the response, the evidence worth bringing, what weakens it, and the follow up. Then Pro drafts your version of it against your CV, so you walk in with your own answer rather than someone else's script.
Subscribe to Pro Unlimited preparation, every question, every company.Engineering6 to practise
6 questions
The questions this role actually gets asked
The core set above is asked whatever you applied for. These 6 are specific to Engineering, and they are usually what the decision turns on.
Create a free accountPublic Sector6 to practise
6 questions
The questions this role actually gets asked
The core set above is asked whatever you applied for. These 6 are specific to Public Sector, and they are usually what the decision turns on.
Create a free accountResearch6 to practise
6 questions
The questions this role actually gets asked
The core set above is asked whatever you applied for. These 6 are specific to Research, and they are usually what the decision turns on.
Create a free accountProduct and Design6 to practise
6 questions
The questions this role actually gets asked
The core set above is asked whatever you applied for. These 6 are specific to Product and Design, and they are usually what the decision turns on.
Create a free accountOperations6 to practise
6 questions
The questions this role actually gets asked
The core set above is asked whatever you applied for. These 6 are specific to Operations, and they are usually what the decision turns on.
Create a free accountSales6 to practise
6 questions
The questions this role actually gets asked
The core set above is asked whatever you applied for. These 6 are specific to Sales, and they are usually what the decision turns on.
Create a free accountHuman Frontier Collective6 to practise
6 questions
The questions this role actually gets asked
The core set above is asked whatever you applied for. These 6 are specific to Human Frontier Collective, and they are usually what the decision turns on.
Create a free accountPhysical AI6 to practise
6 questions
The questions this role actually gets asked
The core set above is asked whatever you applied for. These 6 are specific to Physical AI, and they are usually what the decision turns on.
Create a free accountWhat you get
Less than the cost of one lunch, for a great deal more confidence.- Unlimited tailored interview preparation
- A massive database of actual questions and answer guides
Role specific
Pick your role and the list narrows to what that role tends to get asked.
A guide for every answer
What the question is testing, three steps to build your answer, and the evidence to bring.
Prepared, not guessing
You walk in knowing the shape of the round and which of your own stories fits it.
04 / In the news
Worth mentioning in the room
The strongest answer to why this company is something that happened last month.
3stories
Free account
What happened at this employer this month
Stories screened from everything published about this employer, chosen because they can be used in the room rather than because they are recent.
- Each one carries a line on how to use it in the answer
- Crime, recalls, litigation and share price moves are excluded outright
- Refreshed daily, so it is different the week of your interview
05 / The six values
What is actually being scored
Scale AI calls these its Credos, a framework for making decisions rather than a generic values statement. Bring one real story for each rather than a general answer about wanting to work on frontier AI.
6stories
Earn Customer Love
A time trust with a customer or user had to be earned through a specific delivery or interaction, not assumed.
Team Flow
A time you were genuinely invested in another team's success, not just your own, and it changed how you helped them.
Quality is Our Cheat Code
A time delivering something to a genuinely higher quality bar than required changed the actual outcome, not just the reception.
Find the 20%
A time you identified the specific fraction of effort that actually drove the outcome, and focused there instead of spreading effort evenly.
Write the Market
A time you got ahead of a trend or problem before it became obvious to everyone else, rather than reacting to it.
Three Moves Ahead
A time you considered the consequences of the consequences of a decision, not just its immediate effect.
06 / Before you apply
Where candidates lose it
Pro
Where candidates lose this before anyone meets them
The part of the process that eliminates most people is not the interview. It is what happens around it, and almost none of it is written down anywhere.
- The assessment answers that read as dishonest rather than confident
- What the availability question is really deciding
- The application detail that cannot be edited once submitted
Interview in 48 Hours
Turn your experience into your advantage.Bring your own stories to the interview. Start with the role, build your preparation sheet.