Fin Maverick
Foundations VocabularyAccounting & ReportingEconomics & MacroQuant Methods & ProgrammingBusiness & Company AnalysisCorporate Finance & ValuationBehavioural Finance
Banking & Market InfrastructureFixed Income & RatesDerivatives & Structured ProductsPublic EquitiesTransactions & DealsPortfolio ConstructionFunds & AMCs
Private Markets & AlternativesRisk, Treasury & ControlAI & Digital FinanceStochastic Calculus & PricingWealth & Personal FinanceIndian Markets & RegulationProfessional Practice
Explore NISM prep
Series-VIII · Equity DerivativesSeries-XII · Securities Markets FoundationSeries-V-A · Mutual Fund DistributorsSeries-XV · Research AnalystSeries-XIX-E · Category III AIF ManagersSeries-XIX-D · Category I & II AIF ManagersSeries-XIX-C · Alternative Investment Fund ManagersSeries-XVI · Commodity DerivativesSeries-VI · Depository OperationsSeries-II-A · Registrars & Transfer AgentsSeries-I · Currency DerivativesSeries-VII · Securities Operations & Risk Management
Explore Bootcamps
Equity ResearchPortfolio ManagementMutual Fund MasteryInvestment Banking Analyst
Private Equity AnalystQuant & Hedge Fund AnalystBreaking Into VCFinancial Analyst Program
Risk Management ProgramPrivate Wealth ManagementDebt Capital MarketsDerivatives Foundation
Explore Free Courses

Equity Research6

Writing an Investment ThesisBuilding a Discounted Cash FlowReading an Annual Report FastReading a Sector Before a CompanySpotting Quality of Earnings Red FlagsBuilding a Revenue Forecast From Drivers

Portfolio Management3

Rebalancing: When, Why and What It CostsStrategic and Tactical Asset AllocationMeasuring Risk in a Portfolio

Mutual Fund Mastery3

Comparing Funds Without Being FooledHow a NAV Is Struck and Which Day You GetReading a Fund Factsheet Properly

Derivatives Unlocked4

Hedging a Real ExposureThe Greeks, PracticallyFutures, the Basis and What Moves ItReading an Option Payoff

AI For Finance2

Retrieval and Grounding for FinanceDocument Extraction in Finance

Breaking Into Quants4

Backtesting a StrategyHypothesis TestingCleaning Financial DataRegression for Finance

Breaking Into VC3

Sizing a MarketReading a Term Sheet as a FounderHow a Venture Round Actually Works

Financial Analyst Program4

Common Size and Trend AnalysisReading a Cash Flow StatementRatio Analysis That Says SomethingBuilding a Working Capital Schedule

Risk Management Program2

Credit Exposure and How It Is ReducedValue at Risk and What It Hides

Investment Banking Analyst3

Precedent Transactions and Why They DifferReading a Term Sheet StructurallyBuilding a Comparable Companies Table

Private Wealth Management3

Tax Aware Portfolio DecisionsBuilding a Client Risk ProfileGoal Based Planning Arithmetic

Debt Capital Markets3

Analysing an Issuer's CreditDuration and What It Does Not Tell YouBond Pricing and Yield Mechanics

Private Equity Analyst2

Fund Waterfalls and CarryThe LBO in Structure

Hedge Funds Analyst2

Short Selling MechanicsLong Short Mechanics
QuarksCourses
Explore Interview Preparation
Investment BankingEquity ResearchVenture CapitalistPrivate EquityHedge Funds
QuantFinancial AnalysisPrivate Wealth ManagementDebt Capital MarketsRisk Management
Derivatives FoundationPortfolio ManagementMutual Fund Mastery
PartnershipsShowdown
Log inSign up
Interview tracksAll
1Investment Banking
Question bankPuzzlesCase studies
2Equity Research
Question bankPuzzlesCase studies
3Venture Capital
Question bankPuzzlesCase studies
4Private Equity
Question bankPuzzlesCase studies
5Hedge Funds
Question bankPuzzlesCase studies
6Quant
Question bankPuzzlesCase studies
7Financial Analysis
Question bankPuzzlesCase studies
8Private Wealth Management
Question bankPuzzlesCase studies
9Debt Capital Markets
Question bankPuzzlesCase studies
10Risk Management
Question bankPuzzlesCase studies
11Derivatives Foundation
Question bankPuzzlesCase studies
12Portfolio Management
Question bankPuzzlesCase studies
13Mutual Fund Mastery
Question bankPuzzlesCase studies
022

Case 022Financial statement analysisCore

Compare an AI model company burning cash with a mature software company. Which multiple fits each, and what revenue multiple gap is justified?

EvercoreNew York · 2026EvercoreNew York · 2026

1The situation

Nabhra AI sells access to its language models. Revenue is Rs 2,000 crore, growing 80%, but every query runs on rented GPUs, so gross margin is 45% and the EBIT margin is minus 30%. Setubandh Software sells accounting software to mid-sized firms on subscription: revenue Rs 6,000 crore growing 12%, gross margin 85%, EBIT margin 30%.

A client asks why a fund is valuing Nabhra at 10x revenue when Setubandh trades at about 5x, and whether that gap makes sense.

2Your task

Compare the two business models per rupee of revenue, choose a multiple for each and say why, and give the EV to revenue gap you can defend.

Quick check

Nabhra grows 80% a year, Setubandh 12%. Which deserves the higher EV to revenue multiple?

Worked solution

Try it on paper, then open one step at a time.

30-second answerThe answer to give first

Value Setubandh on earnings and Nabhra on what it can earn once it stops burning; on that basis Setubandh deserves about 5.4x revenue and Nabhra about 3.7x, so 10x for Nabhra is not defensible. Setubandh keeps Rs 85 of every Rs 100 before operating cost and earns Rs 30 of EBIT; Nabhra keeps Rs 45 and loses Rs 30. Growth adds rupees of revenue; gross margin decides what each is worth. On gross profit Nabhra does earn the higher multiple, 8.2x against 6.4x, and that is the honest way to pay for its growth.

Step 1What does each business keep from a rupee of revenue?

Put both on Rs 100 of revenue. Nabhra pays Rs 55 for compute and delivery before it has sold anything, then Rs 75 of operating cost, so EBIT is minus Rs 30. Setubandh pays Rs 15 to deliver, Rs 55 to run, and keeps Rs 30. Nabhra's cost of delivering grows with every customer, like a restaurant that buys ingredients for every plate; Setubandh's grows hardly at all, like a cookbook that is written once and sold many times. That is what a gross marginRevenue less the direct cost of delivering it, as a share of revenue. For Nabhra the direct cost is GPU time per query; for Setubandh it is hosting and support. of 45% against 85% means, and it is structural until Nabhra owns cheaper compute or charges more per query.

Where each Rs 100 of revenue goes: the gross margin gap is the whole storyNabhra AIrevenue Rs 2,000 crore, growing 80%100revenue55 compute and delivery75 operating expense-30 EBIT: costs exceed revenuecostsgross margin 45%, EBIT margin -30%Setubandh Softwarerevenue Rs 6,000 crore, growing 12%100revenue15 delivery cost55 operating expense30 EBITcostsgross margin 85%, EBIT margin +30%Nabhra burns Rs 600 crore a year; Setubandh earns Rs 1,800 crore
Of each Rs 100 of revenue Nabhra spends Rs 55 on compute and Rs 75 on operations and loses Rs 30, while Setubandh spends Rs 15 and Rs 55 and keeps Rs 30, so the gross margin gap decides what a rupee of revenue is worth.
Step 2Which multiple fits each, and what do they say?

Setubandh has stable earnings, so use EV to EBIT. At 18x, a reasonable mark for 12% growth with 30% margins, its enterprise value is Rs 32,400 crore, 5.4x revenue and 6.4x gross profit. Nabhra has no earnings, so a revenue multiple is used because it is the only line that is positive, which is a reason to be careful, not a reason to pay. Forecast it to the point where it earns: revenue growth of 80%, 50% and 30% takes revenue to Rs 7,020 crore in year 3, and if operating cost falls from 75% of revenue to 35%, the EBIT margin reaches 10%, Rs 702 crore. At the same 18x that is Rs 12,636 crore in year 3; discount three years at 15% for the risk and subtract the burn of Rs 720 crore in year 1 and Rs 378 crore in year 2 that someone must fund, and the value today is about Rs 7,396 crore, 3.7x revenue and 8.2x gross profit.

LineNabhra AISetubandh Software
Revenue, Rs crore2,0006,000
Revenue growth80%12%
Gross margin45%85%
Gross profit, Rs crore9005,100
EBIT margin-30%+30%
EBIT, Rs crore-6001,800
Multiple usedYear 3 EBIT at 18x, discountedEV / EBIT 18x
Enterprise value, Rs crore7,39632,400
EV / revenue3.7x5.4x
EV / gross profit8.2x6.4x
Setubandh is valued on earnings; Nabhra on year 3 earnings discounted at 15% less the burn to get there. The revenue multiples rank one way, the gross profit multiples the other.
Step 3What gap can you defend, and what would change it?

The defensible position is Setubandh at about 5.4x revenue and Nabhra at about 3.7x, with Nabhra on the higher gross profit multiple, 8.2x against 6.4x, which is where its growth is honestly paid for. The fund's 10x revenue, Rs 20,000 crore, is the Setubandh multiple applied to a business that keeps half as much of each rupee; to justify it Nabhra would need a mature EBIT margin near 20%, which gives about Rs 15,705 crore, 7.9x, and even that falls short. The growth drivers to look at are the ones that move gross margin: own data centres or cheaper chips, pricing per query rising with model quality, and the mix shifting to enterprise contracts with committed volumes. Setubandh's drivers are duller and more reliable: price increases, seat growth and new modules sold to the same customers.

Two multiples, two rankings: revenue flatters Nabhra, gross profit does notEV / revenue5.4xSetubandh3.7xNabhraEV / gross profit6.4xSetubandh8.2xNabhra10.0x if you price growth aloneNabhra's rupee of revenue carries 45 paise of gross profit, Setubandh's 85, so the revenue multiples cannot be read side by side
On EV to revenue Setubandh earns 5.4x and Nabhra 3.7x, while on EV to gross profit Nabhra earns 8.2x and Setubandh 6.4x, so the fund's 10x revenue for Nabhra prices its growth as if it had Setubandh's margins.

Say the limitation. Every Nabhra number after today is an assumption: the growth path, the opex path, the 18x and the 15%. A 15% EBIT margin in year 3 instead of 10% adds half as much again to the value. The honest answer is a range with the assumptions on the table, and the one sentence to leave with the client is that a revenue multiple borrowed from a software peer assumes the peer's gross margin, which Nabhra does not have.

Where candidates lose it

Candidates reach for a software revenue multiple because both companies sell software, and defend it with the growth rate. A revenue multiple is a margin multiple in disguise; apply a peer's and you have assumed the peer's gross margin.

The second miss is the other extreme: refusing to value Nabhra at all because it loses money. The interviewer wants the path to earnings, discounted for the wait, with the burn counted.

What the interviewer asks next

  • Nabhra signs a five-year deal for owned compute that lifts gross margin to 60%. What happens to your value?
  • Why might EV to gross profit be the better comparison multiple for both companies?
  • Which company's revenue growth is more likely to continue, and why does that matter for the discount rate?

Asked at Evercore, Mergers and Acquisitions, New York, 2026 (Wall Street Oasis): I was asked questions about which multiple to use, how to value the business, where would I look to see for growth drivers.
Asked at Evercore, Mergers and Acquisitions, New York, 2026 (Wall Street Oasis): I was also asked a full business case-styled question where I was comparing two business models.

← Case 021A paper LBO with a dividend recap in year 3. What exit multiple does the sponsor need for a 25% IRR, and what did the recap really do?Case 023 →A consumer company's sales to distributors rose 25% while distributors' sales to shops rose 8%. How much revenue was pulled forward, and what happens next quarter?

Company names and figures are illustrative.

Fin Maverick Free CoursesExplore Free Courses
Fin Maverick BootcampsExplore Bootcamps
Fin Maverick

Finance education that ends in a job, not a certificate that gathers dust. Built for young India.

LEARN
CalculatorsFrameworksComparisonsInterview RoadmapsShowdown
RESOURCES
All CoursesFree CoursesBootcampsInternships
COMPANY
AboutJob openingPartnership
LEGAL
Privacy PolicyTerms & ConditionsContent LicenseReturn & Refund Policy
© 2026 FIN MAVERICK / BUILT FOR INDIA.DO FINANCE, DO NOT JUST READ ABOUT IT.