Question bank · 132 questions
Walk into the interview knowing what to say.
Real interview questions for each AI-native role, with model answers in plain words and a note on what the interviewer is listening for. Each role also has questions about the Indian market, and every role gets the HR round: notice period, pay, fit and more.
- 1 · ReadPick a question. Do not look at the answer yet.
- 2 · Say it aloudAnswer for one minute in your own words. Record it if you can.
- 3 · CompareOpen the model answer. Mark it known, or review again.
Builds software by directing AI agents, and keeps the quality high.
Practice these →Timed mock interview available
24 questionsDesigns and runs teams of agents so the work arrives on time and well checked.
Practice these →Timed mock interview available
25 questionsWorks with a customer to turn a messy problem into an AI solution that runs in their world.
Practice these →Timed mock interview available
25 questionsDecides where an organisation should use AI, and turns that plan into funded projects.
Practice these →Timed mock interview available
24 questionsProves whether an AI system is good enough, and keeps checking after launch.
Practice these →Timed mock interview available
24 questionsProtects AI systems from attacks, data leaks and misuse.
Practice these →Timed mock interview available
24 questionsSets the rules for safe AI use and checks that people follow them.
Practice these →Timed mock interview available
24 questionsDecides what AI product to build, for whom, and how to measure it.
Practice these →Timed mock interview available
Hiring in India
A short guide to AI job hunting in India
Practical points on where roles are, how rounds go, how to prepare and how to handle offers. Every company is different, so treat this as a map, not a promise.
Where the jobs are
- IT services and consulting firms: client projects, often larger teams, strong focus on delivery and communication.
- Product companies and startups: broader roles, faster pace, more ownership.
- Global capability centers, called GCCs, of international companies in Indian cities: product and platform work with global teams.
- Banks, insurers and other regulated businesses: strong focus on compliance, security and audit.
- Consulting and research roles: strategy, governance and product positions.
How the rounds usually go
- Screening: a recruiter call or an online test, often on basics and reasoning.
- Technical rounds: concepts, a hands-on task or take-home, and a design or case discussion.
- Managerial round: how you work, own results and handle people and trade-offs.
- HR round: fit, notice period, location, pay and background checks.
- Rounds can happen over several days. Be ready to repeat your story clearly each time.
How to prepare
- Build two or three projects, like the labs here, and keep a short write-up for each: the problem, your choices, what failed and the result.
- Practice answering aloud with a timer. Recording yourself helps a lot.
- Learn to explain ideas in simple words. Interviewers across India often test whether you can explain clearly to non-technical people.
- Prepare one clear story for each of: a failure, a conflict, a time you led, and a time you learned something fast.
- Know the basics of the data protection law and the rules of the sector you apply to.
Resume and online presence
- Keep the resume to one or two pages. Lead with results and the projects you can explain in depth.
- Put links to your projects and write-ups. Make sure every link works.
- Keep your professional profile current, and keep it consistent with your resume.
- Only list skills you can discuss. Expect follow-up questions on every line.
Offers, notice period and negotiation
- Understand the package structure: fixed pay, variable pay, benefits and joining terms. Ask for it in writing.
- Check the notice period and any bond or agreement before you accept.
- Negotiate on the value you bring, with research and a polite tone. Do not misstate your current pay.
- Plan a professional exit: hand over well and keep relationships with your old team.
- Background verification is common. Make sure your details match your documents.
Language and communication
- Interviews are often in English, and you may switch to Hindi or a regional language with local teams. Be comfortable with both.
- Speak clearly and slowly, and structure answers: point, reason, example.
- It is fine to ask the interviewer to repeat or clarify a question.
- Use the same plain words you would use with a customer. It shows real understanding.
These are practice answers written by us. They are not what any particular company will ask or expect. Laws and rules mentioned change, so verify current details. Looking for deeper AI engineering topics? See the interview prep path.