AI-Powered Financial Modeling Practice

Master 3-Statement
Financial Modeling

Practice with infinite AI-generated cases across 4 difficulty tiers and 8 topic areas. Get instant field-level auditing and physics-based pedagogical explanations.

Unlimited AI Cases
Instant Audit Feedback
Physics-Based Pedagogy

Welcome to FinLab

FinLab treats financial modeling as a system of conservation laws — the same intellectual framework that governs thermodynamics and fluid dynamics. Every dollar is a unit of energy. The Balance Sheet is a state function. The Income Statement is the force applied. The Cash Flow Statement is the resulting flow field.

Case Generator

The Three Conservation Laws of Accounting

Law 1 — Conservation of Value (Balance Sheet)

At any point in time, Total Assets = Total Liabilities + Total Equity. Like conservation of energy, value is never created or destroyed — only transformed between asset classes, debt, and ownership.

Law 2 — Conservation of Flow (Cash Flow Statement)

CFO + CFI + CFF = Net Change in Cash. Every dollar of cash movement must be classified into one of three channels. Like fluid continuity, what flows in must flow out or accumulate.

Law 3 — The Bridge Equation (IS → BS)

Ending Retained Earnings = Beginning RE + Net Income − Dividends. The IS is the "force" that changes the BS "state." Net Income is the work done on the system.

How It Works

Four steps from scenario to mastery. Each case takes 15-30 minutes — perfect for daily practice.

01

Choose Difficulty

Select from 4 tiers: Easy (AR/AP basics), Medium (Capex & D&A), Hard (Convertible Bonds & Leases), or Extreme Hard (M&A & NOLs).

02

Read the Scenario

Each case presents a unique company narrative with detailed transaction data and a starting balance sheet — just like a real modeling test.

03

Build the Statements

Fill in 39 fields across the Income Statement, Cash Flow Statement, and Balance Sheet. Tab between sheets like a real Excel model.

04

Get Instant Audit

Every field is graded in real-time. See exactly where your model breaks — which line items are wrong, and by how much.

Built for Serious Preparation

Everything you need to ace 3-statement modeling questions in IB interviews and on the job.

AI-Generated Cases

Every case is unique — generated by AI with internally consistent financial data. Never repeat the same problem twice.

4 Difficulty Tiers

From basic AR/AP to M&A step-ups and NOL carryforwards. Progress at your own pace through increasingly complex scenarios.

Field-Level Auditing

39 individual fields graded with pass/fail status. See the correct answer, your answer, and the delta for every line item.

Conservation Law Checks

Two fundamental checks: Balance Sheet balance (A = L + E) and Cash Flow reconciliation (CFO + CFI + CFF = Net Change).

Physics of Finance

Each case includes a deep pedagogical explanation mapping accounting to conservation laws, state functions, and flow systems.

Progress Tracking

Track your scores, streaks, and improvement over time. Review past cases and their correct answers anytime.

Who Is FinLab For?

IB Interview Candidates

Preparing for Goldman, Morgan Stanley, JP Morgan, or any bulge bracket? This is your daily drill.

Finance Students

Bridge the gap between textbook accounting and real-world modeling. Learn by doing, not by watching.

Career Switchers

Coming from engineering, consulting, or another field? Build financial intuition from first principles.

What Users Say

"FinLab was the only tool that actually made me build models from scratch. After 2 weeks of daily practice, I could link 3 statements in my sleep. Got the offer."

Alex M.
Incoming Analyst, Goldman Sachs

"The physics analogy clicked immediately for me as an ex-engineer. Understanding accounting as conservation laws made everything intuitive. The AI cases are incredibly realistic."

Sarah K.
MBA Student, Wharton

"I use FinLab to stay sharp. The Extreme Hard cases with M&A step-ups are genuinely challenging — better than any prep course I've tried."

James L.
Associate, Lazard

Frequently Asked Questions

Ready to Master Financial Modeling?

Join thousands of aspiring analysts practicing with AI-generated cases. Start free — upgrade when you're ready.

Welcome to FinLab

This is your financial modeling workbench. FinLab generates realistic 3-statement cases and checks your work against the correct answers. Let's walk through the key sections.

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