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Interview Prep Hub

Interview Prep for Every Career Path

Whether you are targeting Wall Street or Silicon Valley, get 1:1 coaching from professionals who have worked at top-tier firms and sat on the other side of the interview table.

1,000+ candidates coached17 career tracks

Finance Interview Prep

PE, IB, Hedge Funds, Equity Research

Quant Interview Prep

Three different jobs share one label, and firms interview them differently. Trading is decisions under time pressure, research is statistical judgement, development is systems. Preparing for the wrong one is the most common way strong candidates fail.

Mental arithmetic at speed, an...Probability: conditional, Baye...Expected value and variance, a...
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Sales & Trading Interview Prep

S&T recruiting looks like banking from the outside and behaves nothing like it once you are in the process. You are assessed on speed, on how you handle being wrong, and on whether you have an actual view, and you are hired by a desk, not just a firm.

Mental arithmetic and probabil...Markets awareness: what moved,...The trade pitch — a view, a st...
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Venture Capital Interview Prep

VC hiring is the least structured process in finance. There is usually no cycle, no deadline, and no obvious front door, and the assessment is whether you can find companies other people have not, and say something about them that is not obvious.

Sourcing: how funds find compa...Market sizing that survives ch...The investment memo and the ta...
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Private Equity Interview Prep

Master LBO modeling, paper LBOs, and PE case studies with coaching from professionals who have sat on the other side of the table. Get the insider edge that separates offers from dings.

Paper LBO walkthroughs and tim...Full Excel LBO model builds fr...PE case studies and investment...
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Investment Banking Interview Prep

Get ready for IB interviews with coaching from professionals who have worked the desk at Rothschild, Morgan Stanley, Citigroup, and Bank of America. We teach you what actually gets tested, not textbook theory.

DCF modeling from first princi...Comparable company and precede...M&A and merger model fundament...
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Hedge Funds Interview Prep

Hedge fund interviews are unlike any other in finance. They test how you think, not what you have memorised. We coach you on stock pitches, investment theses, and the analytical frameworks PMs actually use.

Stock pitch preparation and de...Investment memo writing and th...Long/short equity analysis and...
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Equity Research Interview Prep

Equity research interviews test your ability to form and defend an investment opinion. We coach you on building earnings models, writing compelling stock pitches, and speaking to sector trends with authority.

Stock pitch construction and d...Earnings model building (reven...Initiating coverage report str...
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Corp Dev / M&A Interview Prep

Buying companies for an operator rather than advising on the transaction. The modelling overlaps with banking; the judgement does not, because you live with the result.

Build, buy or partner: framing...Synergy analysis that survives...Accretion/dilution and the fin...
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Corporate Strategy Interview Prep

Where a company decides which businesses to be in and where the capital goes. Adjacent to corporate development, but the question is which direction to walk rather than what to buy.

Market sizing, segmentation an...Competitive analysis and build...Portfolio strategy: what to in...
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Tech Interview Prep

Product Management, Software Engineering

Data & ML Interview Prep

The modelling questions are the easy half. What separates candidates is whether they can say how a model fails, who it fails for, and how they would know before a customer does.

SQL beyond joins: window funct...Statistics that come up in the...Framing a problem, which is wh...
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APM Programs Interview Prep

Associate Product Manager programmes are the most competitive graduate route into big tech, and the least well explained. Here is how the rounds work, what each one is actually testing, and how to prepare for them.

Product sense: designing for a...Execution and metrics: choosin...Analytical rounds: estimation,...
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BizOps / Strategy & Ops Interview Prep

The in-house consulting seat at a tech company: half analysis, half getting the thing actually done. Less structured than banking recruiting, and far less well documented — here is what the process looks like.

Case interviews with a company...SQL and analytics screens: wha...Unit economics, contribution m...
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Product Management Interview Prep

PM interviews at top tech companies test how you think about products, users, and trade-offs, not how well you have memorised frameworks. We coach you to think like a PM, not just answer like one.

Product sense cases (design a ...Execution and metrics cases (h...Strategy and prioritisation fr...
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Software Engineering Interview Prep

Software engineering interviews at top tech companies are a specific skill you can train for. We coach you on system design, algorithms, and the communication patterns that turn good answers into offers.

Data structures and algorithms...System design for L4-L6+ candi...Coding interview patterns and ...
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AI Product Interview Prep

AI product interviews have separated from ordinary product interviews. The round rewards judgement about what a model can and cannot be trusted to do, and no framework you memorise will carry you through it.

The AI product sense round, an...Deciding what a model should d...Evaluation: how you would know...
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AI Engineering Interview Prep

AI engineering is a distinct discipline from machine learning research and from ordinary backend work. The interview tests whether you can build something reliable on top of a component that is not.

Retrieval design: chunking, em...Evaluation: building a set, sc...Agents and tool use, and the f...
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ML Research Interview Prep

The research track is the narrowest and most credential-gated route into AI. It is worth being clear-eyed about what it asks for before you spend a year preparing for it.

Training fundamentals: optimis...Scaling behaviour, and reading...Experiment design: ablations, ...
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Your Coach: Surojit Chakraverti

Citi · Rothschild & Co · Redline Capital · Third Wave Capital

Surojit has worked across investment banking, advisory, and corporate finance at five of the world's leading financial institutions. He has personally coached over 1,000 candidates into roles at Goldman Sachs, Blackstone, KKR, Google, McKinsey, and dozens of other top-tier firms.

Every session is tailored to your specific target, whether that is a PE megafund, a boutique bank, a FAANG company, or a high-growth startup. No generic advice. Just the insider knowledge that separates offers from rejections.

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Not Sure Where to Start?

Book a free introductory call and we will help you identify the right prep path based on your background, timeline, and target firms.

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