Who this is for

Engineers preparing for a specific interview loop (FAANG/MAANG, a hot startup, or a level-up), AI/ML candidates who need someone who actually understands the systems, and anyone who keeps getting rejected without knowing why. If you want signal on where you really stand — not vague encouragement — that's the work.

Hiring, not job-hunting?

If you're a company that wants to hire an expert interviewer or build a hiring loop, see Hire a Technical Interviewer & build your team →

100s
Candidates interviewed at Amazon
MS + AMZN
Cleared as a candidate
1:1
Live, personalised sessions
15+
Years in production engineering

Session Types

Pick a single mock, or a multi-session track toward a specific loop

DSA & algorithms

A realistic, timed coding round — real problem-solving, live. Then feedback on approach, edge cases, complexity, and how you communicated under pressure.

System design

A senior-level design round: scoping requirements, trade-offs, data models, scaling, and failure modes — plus a framework for structuring any design answer.

AI / ML & LLM

Machine learning, RAG, agentic AI, and ML-system-design questions from someone shipping these systems now — so your prep is current, not a dated syllabus.

Java & Spring / backend

Backend depth: concurrency, JVM, Spring Boot, API and system design — the fundamentals interviewers probe for senior backend roles.

Behavioral & leadership

STAR-structured behavioral rounds, including Amazon-leadership-principle-style questions — turn your experience into crisp, high-signal stories.

Full-loop track

A multi-session plan across every round in your target loop, with a written assessment and a focused study plan after each session.

How It Works

1 · Tell me the target

A free intro call to understand your target role, level, timeline, and where you think you're weakest.

3 · Feedback & plan

An honest debrief and a written assessment: your signal per competency, where you lost points, and a concrete plan for what to practise next.

Why practise with me

Most mock interviews are run by people who've never actually decided a candidate's fate. I have — hundreds of times. At Amazon I interviewed with bar-raising rigor; as an engineering leader at startups I built hiring loops and trained interviewers. I've also cleared Microsoft and Amazon interviews as a candidate, so I coach the strategy as well as critique the answer. And because I still ship production AI systems (Yuvan — a live voice-first AI tutor on LangGraph, RAG, and OpenAI Realtime), the AI/ML and system-design feedback is current and real.

Frequently Asked Questions

What is a mock interview session like?

A realistic, timed round that mirrors the real thing — DSA, system design, AI/ML, or behavioral — followed by honest, structured feedback and a written assessment with a concrete plan.

Which interviews can you help me prepare for?

DSA/algorithms, system design, ML/LLM/agentic-AI and ML-system design, Java/Spring backend, and behavioral / leadership-principles rounds — junior through staff+.

Are you a real interviewer or just a coach?

Both. Hundreds of interviews at Amazon and hiring-loop design as an engineering leader — plus I've cleared Microsoft and Amazon as a candidate, so I coach strategy, not just critique.

Do you cover AI/ML and system design specifically?

Yes — core areas, and current, because I ship production AI systems today.

How much does it cost and how do I book?

Hourly, rate on request depending on the round and whether you want a single mock or a track. Book a free intro call to get a recommendation.

Related

Hire a Technical Interviewer →

For companies: interview-as-a-service and building your hiring loop from scratch.

AI Architecture Mentoring →

Go beyond interview prep — 1:1 mentoring on real AI system design.

Agentic AI Training →

Build genuine depth in the agent stack, 1:1 or team.

All Training →

Full catalog of AI and backend training tracks.

Experience & Resume →

15+ years across Amazon, Agoda, CoinSwitch, and startups.

Book a Session →

Tell me your target role and timeline.

Ready to find out where you really stand?

Book a free 30-minute intro call and let's plan your prep.