Interview questions from a job description
Paste a job description and get the ten questions a panel for that role is most likely to ask, what each one is really checking, and how to answer it. Free, no sign-up. Made by PanelPrep AI, voice-first interview practice with a live AI panel.
How to use it
- Paste the full job description, including responsibilities and requirements. The more specific it is, the more specific the questions.
- Pick the round you are preparing for, or leave it on a mix.
- Answer each question out loud and time yourself. Written answers hide the pauses and filler an interviewer hears.
- Run a live panel for the role. Two AI interviewers ask questions like these and follow up on what you actually said.
Example
A real run, trimmed to three of the ten questions.
Job description: Senior Backend Engineer (Java) at a Bengaluru fintech. Design and own payment reconciliation services processing 20M transactions a day on Java 17, Spring Boot, Kafka and PostgreSQL on AWS. Own on-call for the ledger service, mentor two engineers, drive the migration from a monolith to event-driven services.
Describe how you have designed idempotent APIs for high-volume transaction processing in a Java/Spring Boot service.
What they are checking: Practical experience applying idempotency in a real, high-throughput system.
You will own on-call for a critical ledger service. How do you keep it reliable, and what would you put in place for monitoring and incident response?
What they are checking: How you prevent incidents, not just how you respond to them.
You are driving a migration from a monolith to event-driven services on Kafka. What are the key architectural risks and how would you phase it?
What they are checking: Understanding of event-driven patterns, consistency across services and migration strategy.
FAQ
How does the interview question generator work?
Paste a job description and pick a round. PanelPrep AI reads the responsibilities, stack and seniority in the JD and predicts the ten questions a real panel for that role is most likely to ask, in the order a panel would ask them. Each question comes with what the interviewer is really checking and a one-line tip on how to answer.
Is it free? Do I need an account?
It is free and needs no account. To keep it free for everyone, each network gets a limited number of runs per day.
Are these the exact questions I will be asked?
No one can promise that. These are the questions the job description points to: the skills it weighs most, the systems it mentions and the responsibilities it lists. Real panels ask follow-ups based on your answers, which is why practising out loud matters.
Do you store the job description I paste?
No. The job description is sent to Google Gemini to generate the questions and is not saved by PanelPrep AI. We only count how many times the tool is used.
What should I do with the questions?
Answer each one out loud and time yourself, then run a live panel. PanelPrep AI gives you two AI interviewers with their own voices who ask questions like these, follow up on what you actually said and score your answers.