Interview prep · 31 roles · 29 countries · 39 guides

Know the bar before the interview.
Raise your odds in every round.

Interviews are won by candidates who know what's being graded. Each briefing gives you that for your role and level: what interviewers listen for, the questions you'll face, and the mistakes that cost strong candidates the offer. Free, no signup.

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AI company interview guides

The frontier-lab loops

Interview guides by role

31 briefings · 8 tracks
Software Engineering
Software Engineer roles · internship → IC6
Engineering Management
Manager and leadership roles · M1 → VP
Data & MLNEW
Data Science, ML, and Data Engineering · IC3 → IC4
MobileNEW
iOS and Android engineering · IC3 → IC4
InfrastructureNEW
SRE and Platform Engineering · IC3 → IC4
QualityNEW
QA and Test Automation · IC3
Product
Product manager roles · IC2 → VP
SolutionsNEW
Sales Engineering and Cloud Solutions Architecture · IC3 → IC4

Guides & playbooks

34 guides · every stage of the search

Tech interviews by country

Pay, security and visas · 29 markets
Middle East

Questions, answered

FAQ

Which guide should I read first?

Start with the guide that matches your CURRENT level rather than the role you're applying to. Companies calibrate against the bar one step above where you are now: a Senior applying for Staff is judged on Senior signals plus the scope gap to Staff. Read your current-level guide first to anchor your baseline; then read the target-level guide to see what they'll probe for the step-up.

How long should I prep before an onsite?

Depends on your role and how active you've been. Rough guide: SWE / PM 4–6 weeks if rusty, 2 weeks if you're already practising. Senior+ engineers need 6–8 weeks because system design + STAR-story drilling both take time. Staff and Director roles need 8–12 weeks, the highest-leverage prep there is a written 90-day plan plus a strategic POV on the company, both of which take weeks to think through and rehearse.

What if my interview process is different from what's listed?

Most variation is at the edges. Major tech companies (FAANG, scale-ups, mid-size SaaS) follow processes within 1–2 rounds of what each guide describes. Smaller startups often run fewer rounds (3–4) but the bar at each round is similar; less-tech-mature companies sometimes skip system design or behavioural rounds entirely. Ask the recruiter at the screen, they'll tell you what's coming.

What is the STAR method?

STAR stands for Situation, Task, Action, Result, a structure for behavioural interview answers that keeps your story concrete and outcome-driven. Lead with the situation in 1–2 sentences, name the specific task you owned, walk through your action, close with a measurable result. Each role guide tags behavioural questions explicitly and shows how STAR applies to that level's questions.

How does the free scan differ from these guides?

These guides cover the general bar at each level. The free scan reads your specific job description and returns a personalised report, predicted questions for that exact role + company, a calibrated compensation benchmark, experience-gap analysis (with your CV), an ATS resume check, and a PDF emailed to keep. Use the guides for context; use the free scan to prep for a real role you've applied to.

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These guides give you the bar.
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