Venture Capital puzzles, solved step by step
- Puzzles
- 100
- Traced to a firm
- 7
- Topics
- 12
- Hard
- 30
061Three funds value a deal at Rs 100 crore, Rs 120 crore and Rs 150 crore, and they bid openly against each other, raising the price until only one is left. Roughly what valuation does the founder get, and why not Rs 150 crore?Growth equitySeries A to C VC
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Where does the open bidding stop?
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About Rs 120 crore, the second-highest value. As the price rises, Fund A drops out at Rs 100 crore and Fund B at Rs 120 crore. Fund C, which would pay up to Rs 150 crore, wins the moment it bids one step above Rs 120 crore and has no reason to go further. The founder cannot capture C's top value because no one else is willing to push the price there, and C never says what its number is.
Why does the price stop at the runner-up's value?
At a house auction, the buyer who would pay Rs 2 crore often gets the house for Rs 1.6 crore, because the last rival stopped there. In an open ascending auction the winner pays roughly what the second-highest bidder was willing to pay, because the bidding ends the moment the second bidder quits. Fund C's private valuation decides who wins; Fund B's valuation decides the price. The Rs 30 crore between them is the winner's surplus, and it stays with Fund C.
Fund A drops out at Rs 100 crore and Fund B at Rs 120 crore, so Fund C wins by bidding just past Rs 120 crore and keeps Rs 30 crore of surplus that the open format never forces it to reveal. Could the founder run the process differently and get closer to Rs 150 crore?
A sealed bid, where each fund names one price and the highest wins at its own bid, looks as if it would extract more. It usually does not, because funds shade their sealed bids below their true value; under textbook assumptions the expected price ends up about the same as in the open auction. What actually moves the price is more serious bidders: a fourth fund valuing the deal at Rs 140 crore would push the clearing price to Rs 140 crore. That is why bankers and founders work so hard to keep several funds in the process to the end.
Say the limits. Venture rounds are not pure price auctions: founders often take a lower valuation from a fund they want on the board, and term sheets differ on preferences, board seats and option pools, so the headline number is only part of the price. The bid step matters too; the price is Rs 120 crore plus one increment, which in practice is a negotiation rather than a fixed step.
Where candidates lose it
The common wrong answer is Rs 150 crore, as if the highest valuation simply becomes the price. It confuses who wins with what they pay, and the interviewer wants to hear that distinction named.
The second trap is overcorrecting to Rs 100 crore, the lowest value. Walk through the drop-outs in order: A at 100, B at 120, then C stops. The answer is the second value, not the first or the last.
What the interviewer asks next
- How would a fourth fund valuing the deal at Rs 140 crore change the price?
- Why might a founder accept the Rs 100 crore fund's offer anyway?
- In a sealed-bid round, how much should Fund C shade its bid?
062In a venture fund, 60% of the invested capital goes into companies that return nothing, and management fees take 17.5% of commitments off the top before anything is invested. What multiple must the surviving 40% of invested capital earn for the fund to return 3x its commitments?Seed and early-stage VCFund of funds and LPs
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What multiple do the survivors need?
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About 9.1x, not 7.5x. Take a Rs 100 crore fund. Fees take Rs 17.5 crore, leaving Rs 82.5 crore to invest. 60% of that, Rs 49.5 crore, goes to companies that return nothing, so only Rs 33 crore survives. To return Rs 300 crore, those survivors must earn 300 divided by 33, about 9.1x. Forgetting fees gives 300 over 40, or 7.5x, which understates the bar by a fifth.
Why does the base shrink twice before you divide?
A farmer who must sell 3 tonnes of grain for every tonne of seed bought, after setting aside some seed for the birds and losing most fields to flood, needs the surviving fields to yield far more than 3 tonnes each. A fund's target is set on every rupee committed, but only the rupees that are invested and survive can earn it, so the required survivor multiple is the target divided by the surviving share of commitments. Fees remove 17.5%; failures remove 60% of what is left. The surviving share is 0.825 x 0.4, which is 33% of commitments.
Of Rs 100 crore committed, Rs 17.5 crore goes to fees and Rs 49.5 crore to companies that return nothing, so the whole Rs 300 crore target must come from Rs 33 crore of survivors, a multiple of 9.1x rather than 7.5x. The relationshipM multiple the surviving investments must earn f fees as a share of commitments, 17.5% z share of invested capital that returns nothing, 60% What it says in wordsDivide the fund's target by the share of commitments that is both invested and alive.Is 3x on commitments the number LPs actually receive?
No, and saying so earns credit. The 3x here is before the manager's carried interest. If LPs want 3x after a 20% carry on profits, the fund must return about Rs 350 crore gross, and the survivors must earn about 10.6x. Recycling, where a fund reinvests early proceeds to put more than 82.5% of commitments to work, pushes the bar back down. Either way, the shape of the answer is the point: venture survivors need near ten-times outcomes as a group, which is why a fund cannot be built from companies that can only triple.
One honest limit: the 60% that returns nothing is a round assumption. Real portfolios have a middle band of companies returning 0.5x to 2x, which lowers the bar for the top performers, and the fee load varies by fund size and terms, so confirm both before using the figure.
Where candidates lose it
The common answer is 7.5x, from dividing 3 by 0.4. It forgets that fees are paid out of commitments before any company receives a rupee, and the interviewer included the fee precisely to see whether you would.
The second trap is applying the fee to the target instead of the base, multiplying 3 by 1.175. That gives about 8.8x for the wrong reason. Shrink the base first, then divide.
What the interviewer asks next
- What multiple do survivors need for LPs to get 3x after a 20% carry?
- How does recycling early proceeds change the answer?
- If one company returns the whole fund, what must the rest of the survivors return?
063You are sizing a freight marketplace for Delhi NCR. As a first step, estimate how many freight trucks leave Delhi NCR on an average day, and say how you would check the estimate.India VCSeed and early-stage VC
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Which approach makes the estimate defensible?
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Roughly 35,000 to 50,000 trucks a day, call it 40,000. From the goods: about 3 crore people, each accounting for some 10 kg of goods leaving the region daily, gives 3 lakh tonnes; at 12 tonnes a truck that is 25,000 loaded trucks, or about 35,714 once empty departures are added. From the trucks: about 4 lakh trucks serving NCR, each leaving once every 8 days, gives 50,000. Two routes within 1.4x of each other make the range defensible.
Why build the number twice?
A carpenter measures twice before cutting, not because the first measurement was careless but because a second, separate measurement catches the slip the first one hid. An estimate built from one chain of assumptions can be precise and still out by ten times; a second route built from different assumptions is the only check you can run in the room. Here the first route starts from what has to move, goods, and the second from what moves it, trucks. They share no inputs, so their agreement means something.
Route A from outbound goods gives about 35,714 trucks a day and route B from the fleet gives 50,000, and because the two independent routes land within a factor of 1.4, the range of about 36,000 to 50,000 is defensible. Walk route A slowly. Assume about 3 crore people in NCR. Outbound freight is the manufactured goods from the industrial belts plus wholesale trade re-sent to the rest of north India; assume 10 kg per resident a day, so 3 lakh tonnes. A loaded truck averages perhaps 12 tonnes across small and large vehicles, giving 25,000 loaded departures. Trucks that came in loaded often leave empty; if 30% of departures are empty, total departures are 25,000 divided by 0.7, about 35,714. Route B: assume 4 lakh intercity trucks, from NCR and outside, serve the region, and an average round trip takes 8 days, so 50,000 leave each day.
How would you check it outside the room?
The best check is a third, measured source: GST e-way bills, which are generated for goods moved above a value threshold and are published at state level, and toll plaza counts of goods vehicles on the main exits from NCR. Each has its own bias; e-way bills miss low-value loads and toll counts mix through traffic with NCR departures, so use them to test the range rather than replace it. A morning spent with brokers at a transport hub would test the 30% empty share and the 8-day trip, the two inputs most likely to be wrong.
Then say what the number is for. Trucks leaving a day is not the market; the marketplace earns on loads it matches. At 40,000 departures a day, if a third are booked through brokers and the platform takes a fee per load, the next step is the fee times the brokered loads. The truck count is the base everything else multiplies, which is why it deserves two routes.
Where candidates lose it
The first way to lose this is to build one long chain with confident decimals and stop. The interviewer will move one input, say the tonnes per truck, and the whole answer moves with it; a second route is your defence.
The second is forgetting empty departures. A truck that came in loaded still leaves, and in freight the empty leg is exactly the problem a marketplace sells against, so leaving it out misses both the count and the business case.
What the interviewer asks next
- How would you turn the truck count into the marketplace's revenue pool?
- Which single assumption would you test first, and how?
- How would the estimate differ for Mumbai, where much freight arrives by port?
064A startup's revenue growth starts at 100% and loses a fifth of itself every year: 100%, 80%, 64%, 51.2%, 40.96%. What multiple of today's revenue does it reach after five years, compared with a steady 100% a year?SaaS-focused VCGrowth equity
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After five years of fading growth, revenue is about:
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About 12.6x, against 32x at a steady 100%. Multiply the yearly factors one at a time: 2 x 1.8 is 3.6, x 1.64 is 5.9, x 1.512 is 8.9, x 1.41 is about 12.6. Steady doubling gives 2 to the fifth, or 32. A growth rate that fades by a fifth each year leaves you with less than 40% of the steady outcome, which is why the fade assumption moves a valuation more than the opening growth rate.
How do you compute this quickly without losing the thread?
Turn each year's growth into a factor and keep a running product, like a cricket scorer adding each over to the total rather than recomputing the innings. Revenue after five years is the product of the five yearly factors, so a fading rate must be multiplied year by year; there is no single rate you can raise to the fifth power. The running total goes 2, 3.6, 5.9, 8.9 and 12.6. Rounding each step to one decimal keeps it mental and still lands within a few per cent.
Steady 100% growth doubles revenue to 32x in five years, while growth that loses a fifth of itself each year reaches only 12.6x, and the gap between the two paths stays small for two years and then opens fast. The relationshipg_0 first-year growth, 100% k share of growth kept each year, 0.8 R_5 / R_0 revenue after five years as a multiple of today What it says in wordsEach year's growth is the last year's times 0.8, and the revenue multiple is the product of all the yearly factors.Which matters more, the starting growth rate or how fast it fades?
Run a few cases. A company that starts at 150% but keeps only 60% of its growth each year ends at about 11.6x, below the 100% company that keeps 80%, and well below a 100% company that keeps 90%, which reaches about 19.7x. The opening rate is the number in the pitch deck; the fade is the number that decides the outcome. Diligence time is better spent on why growth should persist, such as retention and new markets, than on last year's growth figure.
Starting growth Growth kept each year Revenue after 5 years 100% 90% 19.7x 100% 80% 12.6x 150% 60% 11.6x 80% 90% 12.3x 100% 100%, no fade 32.0x Five-year revenue multiples under different starting growth rates and fade rates; the fade moves the answer more than the opening rate. The limit: a constant fade is a convenient shape, not a law. Real growth can stall, then re-accelerate on a new product, and a smooth curve will miss both. Use it to show the sensitivity, then test the specific reasons this company's growth would or would not hold.
Where candidates lose it
The common error is answering near 32x, or averaging the five rates to about 67% and compounding that to about 13x. The second is close by luck; it is the wrong method, and on a different set of rates it will be far off.
The other loss is computing 12.6x and stopping. The interviewer wants the conclusion: the fade, not the opening rate, decides where revenue lands, so that is what diligence should test.
What the interviewer asks next
- What steady annual growth rate gives the same five-year multiple?
- What evidence would make you believe growth will fade by only 10% a year?
- How would you put this fade into a valuation model?
065An online aptitude test has 50 questions in 12 minutes, five options each, and no penalty for wrong answers. You can answer about 30 questions carefully in the time, at 85% accuracy. Should you guess the other 20, and what is your expected score?Vista Equity PartnersAustin · 2022
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What is your expected score if you guess the last 20?
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Yes, guess every remaining question; the expected score rises from 25.5 to 29.5. Your 30 careful answers at 85% are worth 25.5 points. A blind guess on a five-option question is right one time in five, and a wrong answer costs nothing, so 20 guesses add 20 x 0.2, or 4 expected points. A blank is a sure zero. The only real decision is leaving yourself the last 30 seconds to fill them in.
Why is a blind guess worth anything at all?
A free raffle ticket is worth taking even if the odds are poor, because it costs nothing. When wrong answers carry no penalty, every guess has a positive expected value, one point times the chance of being right, and a blank has an expected value of exactly zero. With five options that chance is 1 in 5, so each guess is worth 0.2 points and twenty are worth 4. On a 50-question test, 4 points is often the gap between two scoring bands.
Thirty careful answers at 85% give 25.5 expected points, and filling the remaining 20 with blind guesses adds 20 x 0.2 = 4 more, lifting the expected score to 29.5 at no cost because wrong answers are not penalised. The relationship30 x 0.85 careful answers times your accuracy 20 x 1/5 blind guesses times the chance a random pick is right What it says in wordsAdd what the careful answers are worth to what the guesses are worth; blanks add nothing.What changes if wrong answers are penalised, and how do you manage the clock?
Suppose a wrong answer cost a quarter of a point. A blind guess would then be worth 0.2 minus 0.8 x 0.25, which is exactly zero. The rule is to guess whenever the chance of being right times the reward beats the chance of being wrong times the penalty, and eliminating even one option tips a penalised guess back into positive value. On the clock: 12 minutes for 50 questions is 14.4 seconds each. Skip any question that will take more than about 30 seconds, come back if time allows, and stop answering carefully with half a minute left to fill every blank.
Two honest notes. The 4 points are an average: 20 guesses have a standard deviation of about 1.8 points, and there is roughly a 1% chance none of them land. And the no-penalty rule is the premise of this question; tests differ, so check the instructions of the one you are sitting before deciding.
Where candidates lose it
The trap is leaving blanks out of a sense that guessing is unserious. On a no-penalty test that throws away free expected points, and the people who score well on these tests always fill every answer.
The second loss is spending too long on hard questions early. At 14.4 seconds a question, one stubborn item can cost you three easy ones; skip, mark and return.
What the interviewer asks next
- If a wrong answer cost a quarter point, would you still guess?
- You can eliminate one option on each of the 20. What is the guess value now?
- Would you rather answer 35 at 75% accuracy or 30 at 85%?
Asked at Vista Equity Partners, Technology, Media and Telecom, Austin, 2022 (Wall Street Oasis):
Application requires a CCAT, 50 questions in 12 minutes.
066An investor puts in Rs 30 crore for 25% of a company, with a 1x non-participating liquidation preference. Above what exit value does converting to common shares beat taking the preference?Series A to C VCMulti-stage VC
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Above what exit does the investor convert?
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Above Rs 120 crore. A non-participating investor chooses the better of two payouts: the Rs 30 crore preference, or 25% of the exit as common. 25% of the exit equals Rs 30 crore at an exit of Rs 120 crore, so below that the investor takes the preference and above it converts. At Rs 100 crore the preference pays Rs 30 crore against Rs 25 crore as common; at Rs 160 crore converting pays Rs 40 crore.
What exactly is the investor choosing between?
A shopper with a Rs 300 voucher or a 25% discount uses the voucher on small bills and the discount once the bill passes Rs 1,200. A 1x non-participating preference is the same either-or: the investor takes its money back or its percentage of the exit, never both, so it switches at the exit where the two are equal. Rs 30 crore equals 25% of Rs 120 crore. The non-participatingThe holder takes either its preference or its as-converted share of the proceeds, whichever is larger, but not both. label is what makes it a choice; a participating preference would take the Rs 30 crore and then a share of the rest as well.
The investor's payout is flat at Rs 30 crore from a Rs 30 crore exit up to Rs 120 crore, where it meets the 25% line, and above Rs 120 crore converting pays more, so the kink sits exactly at the price the investor paid for the whole company. The relationships investor's stake as converted, 25% P preference amount, Rs 30 crore at 1x V* exit value at which the two payouts are equal What it says in wordsThe switch point is the preference divided by the stake, which is also the post-money valuation the investor paid.Why is the answer the same as the price the investor paid?
Rs 30 crore for 25% means the investor valued the company at Rs 120 crore post-money. For a 1x non-participating preference, the conversion point is always the post-money valuation of the round, so the preference only bites in exits below the price the investor came in at. That gives a quick reading of any term sheet: below the round's post-money the investor is protected, above it the investor is just another shareholder. In between Rs 30 and Rs 120 crore, the common holders share whatever is left after the Rs 30 crore comes off the top.
The limit: this holds with one preferred class. With several classes, each with its own price, the junior classes convert later than their own simple line because senior preferences taken first shrink the pool. And a 2x preference doubles the conversion point to Rs 240 crore, which is why the multiple on a preference matters more to founders than it first appears.
Where candidates lose it
The common wrong answer is Rs 30 crore, the exit at which the preference is just covered. At that exit converting would pay only Rs 7.5 crore, so nobody converts there; covering the preference and making conversion pay are different lines.
The second loss is solving correctly without noticing that Rs 120 crore is the round's post-money. Say it; it shows you can read a cap table at a glance.
What the interviewer asks next
- What if the preference were 2x?
- At a Rs 90 crore exit, what do the common holders receive?
- How would a participating preference change the investor's payout above Rs 120 crore?
067A founder signs three post-money SAFEs before her first priced round: Rs 2 crore at a Rs 20 crore valuation cap, Rs 3 crore at a Rs 30 crore cap, and Rs 4 crore at a Rs 40 crore cap. Assume the priced round comes in above all three caps. What do the SAFE holders own just before that round, and why does the order of signing not matter?Seed and early-stage VCIndia VC
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Together, the three SAFE holders own:
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30% together, 10% each, and the founder keeps 70%. A post-money SAFE converts into its amount divided by its cap, as a share of the company measured after all the SAFEs: Rs 2 crore over Rs 20 crore, Rs 3 crore over Rs 30 crore and Rs 4 crore over Rs 40 crore are each 10%. Because each percentage is fixed against that full capitalisation, a later SAFE cannot dilute an earlier one; only the founder is diluted, so the order does not matter.
What does 'post-money' fix that older SAFEs did not?
Three friends each promised a tenth of a home-cooked biryani know exactly what they get, however many friends were promised a share before them; the cook's portion is what shrinks. A post-money SAFEA simple agreement for future equity whose conversion stake is fixed as the amount invested divided by the post-money valuation cap, measured after all SAFEs convert. promises its holder a fixed percentage, amount over cap, of a company that already counts every SAFE, so SAFE holders never dilute one another and the founder carries all of it. 2/20, 3/30 and 4/40 are each 10%, and the founder goes from 100% to {founder67*100:.0f}%. Under the older pre-money SAFE, each holder's stake was measured before the other SAFEs converted, so they diluted each other and no one could read their percentage until the round.
Signed in either order, the three post-money SAFEs each take a fixed 10%, so together they own 30% before the priced round and the founder alone falls to 70%. The relationships_i SAFE holder i's stake just before the priced round amount_i what holder i invested cap_i holder i's post-money valuation cap What it says in wordsEach SAFE's stake is its own amount over its own cap, so the stakes simply add up and the founder keeps the remainder.What happens at the priced round, and when does the 10% change?
The priced round then dilutes everyone, SAFE holders included. If the Series A sells 20% of the company, each SAFE holder goes from 10% to 8% and the founder from 70% to 56%. The cap is a ceiling on the price a SAFE converts at, so if the round is priced below a holder's cap, that holder converts at the round price and gets more than 10%, at the founder's expense again. That is why the question fixes the round above all three caps.
Two limits worth saying. The figures leave out an option pool, which is usually added before the round and also comes out of the founder's side. And the SAFE is a US instrument; Indian startups raise early money through structures such as compulsorily convertible preference shares or notes whose conversion terms vary, so read the actual conversion clause rather than assuming post-money SAFE mechanics.
Where candidates lose it
The common error is diluting each SAFE by the ones signed after it and arriving near 27%. That is how pre-money SAFEs behave; the question says post-money precisely to test whether you know the difference.
The second trap is forgetting who pays. The SAFE holders' 30% comes entirely out of the founder's stake, and founders who sign several SAFEs often discover this only when the round's cap table arrives.
What the interviewer asks next
- If the Series A is priced at a Rs 25 crore post-money valuation, what does the Rs 30 crore cap holder get?
- How would the answer change if these were pre-money SAFEs?
- Where would a 10% option pool created before the round come from?
06810% of the startups you meet are genuinely good. Your screen flags 80% of the good ones as worth pursuing, but also flags 20% of the bad ones. A company passes your screen. What is the chance it is actually good?Seed and early-stage VCMulti-stage VC
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A company passes. The chance it is good is about:
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About 31%, not 80%. Picture 1,000 companies. 100 are good and your screen passes 80 of them. 900 are bad and it passes 20% of those, 180 companies. So 260 pass, and only 80 of them are good: 80 divided by 260 is 30.8%. The screen raises the odds from 10% to about 31%, which is useful, but most companies that pass are still bad because bad ones are so common.
Why is the answer so far below 80%?
A smoke alarm that rings for every real fire and for one in five burnt toasts will mostly ring for toast, because toast is far more common than fire. When the thing you are looking for is rare, even a small false alarm rate applied to the large crowd of negatives produces more false passes than true ones. Here 20% of 900 bad companies is 180, against 80% of 100 good companies, 80. The screen's 80% describes how it treats good companies; the question asks what a pass tells you, which also depends on how many bad companies get in.
Of 1,000 companies, the screen passes 80 good ones and 180 bad ones, so the 260 passes are mostly false alarms and the chance a passing company is good is 80 out of 260, about 31%, not the 80% the screen's hit rate suggests. The relationshipG the company is genuinely good 0.8 share of good companies the screen passes 0.2 share of bad companies the screen also passes 0.1 share of all companies that are good, the base rate What it says in wordsOf everything that passes, the good share is the true passes divided by all passes, true and false.What would actually improve the screen?
Run the alternatives. Halving the false pass rate to 10% lifts the answer to 80 out of 170, about 47%, while raising the hit rate from 80% to 95% only takes it to 95 out of 275, about 35%. When good companies are rare, cutting false passes matters more than catching every good one. A second, independent check helps the same way: if a passing company goes through another screen with the same rates, the base rate is now 31%, and a second pass takes it to about 64%.
The limit is that the two checks must be independent; a second partner who looks at the same deck with the same biases is not a second screen. And the 10% base rate is an assumption about your deal flow; a fund with better sourcing starts from a higher base and every pass means more.
Where candidates lose it
The trap is answering 80%, confusing the chance a good company passes with the chance a passing company is good. It is the most common probability error there is, and the interviewer expects you to spot it.
The second loss is reaching 31% through a formula and fumbling the explanation. Use natural frequencies, 1,000 companies, 80 true passes, 180 false ones; it is faster and harder to get wrong.
What the interviewer asks next
- If a company passes two independent screens with the same rates, what is the chance it is good?
- Which matters more here, raising the hit rate or cutting false passes?
- How would better sourcing change these numbers?
069Company A has 130% net revenue retention and each year adds new-customer ARR equal to 20% of its opening ARR. Company B has 90% net revenue retention and adds new-customer ARR equal to 60% of opening ARR. Both start at Rs 100 crore of ARR. What is each company's ARR after three years, and what happens if both stop winning new customers?SaaS-focused VCSeries A to C VC
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After three years, which company has more ARR?
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Both reach Rs 337.5 crore, but only A keeps growing when new sales stop. Each year A's ARR becomes 130% from existing customers plus 20% from new ones, and B's becomes 90% plus 60%: both 1.5x. Three years of 1.5x takes Rs 100 crore to Rs 337.5 crore. Stop new sales and A still grows 30% a year, to about Rs 741 crore in three more years, while B shrinks 10% a year, to about Rs 246 crore.
How can a company losing revenue from its existing customers grow as fast as one expanding them?
Two water tanks can both rise by 50 litres an hour: one has a strong tap and a small leak, the other a small tap and no leak at all, plus a booster on the old water. ARR growth is net retention plus new-customer ARR, so the same headline growth can come from customers who spend more each year or from a sales team refilling a leaking base. A gets 30 points from existing customers and 20 from new ones; B loses 10 points from existing customers and replaces them with 60 points of new sales. Both add 50%.
Both companies grow from Rs 100 crore to Rs 337.5 crore, but A's bars rise above last year's level before any new logo is added while B's existing base falls below it every year, so if new sales stop A grows to Rs 741 crore and B shrinks to Rs 246 crore. The relationshipNRR net revenue retention: this year's ARR from last year's customers over last year's ARR n new-customer ARR as a share of opening ARR What it says in wordsEach year's growth is what existing customers add or lose plus what new customers bring; the two companies reach the same total by opposite routes.Why would an investor pay more for A at the same ARR?
Because A's growth does not depend on the sales team hitting target every quarter. High net retention is growth the company has already earned; new-logo growth must be bought again every year, usually at a high sales and marketing cost. B has to replace 10% of its base before it grows at all, and as B gets bigger that hole gets bigger in rupees: Rs 10 crore in year one, Rs 22.5 crore in year three. If its market saturates or a recession slows buying, B shrinks; A keeps compounding from the customers it already has.
State the assumptions. The model applies the same retention to new customers from their first year, which flatters B if new customers churn faster than old ones, as they often do. It also treats retention as constant; very high NRR tends to fall as customers reach full deployment. A real diligence would read retention by customer cohort, not a single blended number.
Where candidates lose it
The common slip is to declare A larger after three years because 130% sounds better than 90%. The arithmetic says they are equal; the interviewer built the numbers to tie so you must explain why A is still the better business.
The second loss is computing the tie and stopping. The point is the second half: name the 30% growth A keeps and the 10% shrinkage B suffers when new sales stop, with the rupee figures.
What the interviewer asks next
- What new-logo rate would B need to match A if its NRR fell to 85%?
- Why might new customers churn faster than old ones, and what does that do to B?
- How would you check whether A's 130% NRR is sustainable?
070Two co-founders will answer one yes-or-no or which-one question between them. One always tells the truth and the other always lies, and you do not know which is which. Two data rooms are open, and only one holds the real files. What single question, asked of either founder, finds the real one?Seed and early-stage VCMulti-stage VC
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Which question works whoever you ask?
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Ask either founder, 'Which room would your co-founder say is real?', then take the other room. If you asked the truth-teller, she honestly reports the liar's false answer. If you asked the liar, he falsely reports the truth-teller's true answer. Either way the answer has passed through exactly one lie, so it always names the fake room. You do not need to know who answered.
Why does a direct question fail?
If you ask a stranger for directions and know only that they are either always honest or always lying, their answer alone is worth nothing: you cannot tell which kind of answer you got. A direct question returns the truth from one founder and its opposite from the other, so without knowing who answered, the reply carries no information. 'Are you the truth-teller?' is worse: both say yes. The question has to be built so the answer comes out the same whoever gives it.
Asked directly, the two founders give opposite answers, but asked which room the other founder would call real, both name the fake room, because the answer passes through exactly one lie either way, so taking the other room is right every time. Why does routing the question through the other founder fix it?
Count the lies along each path. Truth then lie, or lie then truth, both contain exactly one lie, so the indirect question always returns a false answer, and a reliably false answer is as useful as a true one: you simply take the opposite. There is a second classic: 'If I asked you whether room 1 is real, would you say yes?' The truth-teller answers honestly; the liar would say no to the inner question and then lies about that, so he says yes. That version uses two lies or none, which gives the truth directly.
The limit is the setup itself. The trick relies on people who lie with perfect consistency, which nobody does; real diligence on two founders who tell different stories relies on documents, not on clever questions. What the puzzle tests is whether you can design one check whose answer does not depend on who answers it, which is the logic behind cross-referencing a claim against two sources with opposite incentives.
Where candidates lose it
The common loss is asking 'Are you the truth-teller?' or a direct question and then trying to argue your way out. Both founders say yes to the first, and the second depends on who you asked, so neither works.
The other trap is finding the right question and then going to the room named. The indirect question always points at the fake room; say clearly that you take the other one.
What the interviewer asks next
- Give a question whose answer is always true rather than always false.
- What if a third founder answers at random?
- Where in diligence do you deliberately ask the same question of two people with opposite incentives?
