The Science of Re-Upping

baseball, follow on

Soooooooo… (I know, what a great word to start a blogpost) I started this essay, with some familiarity on one subject. Little did I know I was going to learn about an entirely different industry, and be endlessly fascinated about that.

The analogy that kicked off this essay is that re-upping on a portfolio company is very much like re-signing a current player on a sports team. That was it. Simple as it was supposed to sound. The goal of any analogy was to frame a new or nuanced concept, in this case, the science of re-upping, under an umbrella of knowledge we were already familiar with.

But, I soon learned of the complexity behind re-upping players’ contracts, as one might assume. And while I will claim no authority over the knowledge and calculations that go into contracts in the sports arena, I want to thank Brian Anderson and everyone else who’s got more miles on their odometer in the world of professional sports for lending me their brains. Thank you!

As well as Arkady Kulik, Dave McClure, and all the LPs and GPs for their patience and willingness to go through all the revisions of this blogpost!

While this was a team effort here, many of this blogpost’s contributors chose to stay off the record.


The year was 1997.

Nomar Garciaparra was an instantaneous star, after batting an amazing .306/.342/.534. For the uninitiated, those are phenomenal stats. On top of batting 30 home runs and 11 triples – the latter of which was a cut above the rest of the league, it won him Rookie of the Year. And those numbers only trended upwards in the years after, especially in 1999 and 2000. Garciaparra became the hope for so many fans to end the curse of the Bambino – a curse that started when the Red Sox traded the legendary Babe Ruth to the Yankees in 1918.

Then 2001 hit. A wrist injury. An injured Achilles tendon. And the fact he needed to miss “significant time” earned him a prime spot to be traded. Garciaparra was still a phenomenal hitter when he was on, but there was one other variable that led to the Garciaparra trade. To Theo Epstein, above all else, that was his “fatal flaw.”

Someone that endlessly draws my fascination is Theo Epstein. Someone that comes from the world of baseball. A sport that venture draws a lot of inspiration, at least in analogy, like one of my fav sayings, Venture is one of the only types of investments where it’s not about the batting average but about the magnitude of the home runs you hit.

If you don’t follow baseball, Theo Epstein is the youngest general manager in the history of major league baseball at 26. But better known for ending the Curse of the Bambino, an 86-year curse that led the Red Sox down a championship drought that started when the Red Sox traded Babe Ruth to the Yankees. Theo as soon as he became general manager traded Nomar Garciaparra, a 5-time All-star shortstop, to the Cubs, and won key contracts with both third baseman Bill Mueller and pitcher Curt Schilling. All key decisions that led the Red Sox to eventually win the World Series 3 years later.

And when Theo left the Red Sox to join the Chicago Cubs, he also ended another curse – The Curse of the Billy Goat, ending with Theo leading them to a win in the 2016 World Series. You see, in baseball, they measure everything. From fly ball rates to hits per nine innings to pitches per plate appearance. Literally everything on the field.

But what made Theo different was that he looked at things off the field. It’s why he chose to bet on younger players than rely on the current all-stars. It’s why he measures how a teammate can help a team win in the dugout. And, it’s why he traded Nomar, a 5-time All Star, as soon as he joined, because Nomar’s “fatal flaw” was despite his prowess, held deep resentment to his own team, the Sox, when they tried to trade him just the year prior for Alex Rodriguez but failed to.

So, when Danny Meyer, best known for his success with Shake Shack, asked Theo what Danny called a “stupid question”, after the Cubs lost to the Dodgers in the playoffs, and right after Houston was hit by a massive hurricane, “Theo, who are you rooting for? The Dodgers so you can say you lost to the winning team, or Houston (Astros), because you want something good to happen to a city that was recently ravaged by a hurricane.”

Theo said, “Neither. But I’m rooting for the Dodgers because if they win, they’ll do whatever every championship team does and not work on the things they need to work on during the off season. And the good news is that we have to play them 8 times in the next season.”

You see, everyone in VC largely has access to the same data. The same Pitchbook and Crunchbase stat sheet. The same cap table. And the same financials. But as Howard Marks once said in response how you gain a knowledge advantage:

“You have to either:

  1. Somehow do a better job of massaging the current data, which is challenging; or you have to
  2. Be better at making qualitative judgments; or you have to
  3. Be better at figuring out what the future holds.”

For the purpose of this blogpost, we’re going to focus on the first one of the three.

To begin, we have to first define a term that’ll be booking its frequent flier miles for the rest of this piece – expected value.

Some defined it as the expectation of future worth. Others, a prediction of future utility. Investopedia defines it as the long-term average value of a variable. Merriam-Webster has the most rudimentary definition:

The sum of the values of a random variable with each value multiplied by its probability of occurrence

On the other hand, venture is an industry where the beta is arguably one of the highest. The risk associated with outperformance is massive as well. And the greatest returns, in following the power law, are unpredictable.

We’re often blessed with hindsight bias, but every early-stage investor in foresight struggles with predicting outlier performance. Any investor that says otherwise is either deluding you or themselves or both. At the same time, that’s what makes modeling exercises so difficult in venture, unlike our friends in hedge funds and private equity. Even the best severely underestimate the outcomes of their best performers. For instance, Bessemer thought the best possible outcome for Shopify was $400M with only a 3% chance of occurring.

Similarly, who would have thought that jumping in a stranger’s car or home, or live streaming gameplay would become as big as they are today. As Strauss Zelnick recently said, “The biggest hits are by their nature, unexpected, which means you can’t organize around them with AI.” Take the word AI out, and the sentence is equally as profound replaced with the word “model.” And it is equally echoed by others. Chris Paik at Pace has made it his mission to “invest in companies that can’t be described in a single sentence.”

But I digress.

Value itself is a huge topic – a juggernaut of a topic – and I, in no illusion, find myself explaining it in a short blogpost, but that of which I plan to spend the next couple of months, if not years, digging deeper into, including a couple more blogposts that are in the blast furnace right now. But for the purpose of this one, I’ll triangulate on one subset of it – future value as a function of probability and market benchmarks.

In other words, doubling down. Or re-upping.

For the world of startups, the best way to explain that is through a formula:

E(v) = (probability of outcome) X (outcome)

E(v) = (graduation rate) X (valuation step up from last round) X (dilution)

For the sake of this blogpost and model, let’s call E(v), appreciation value. So, let’s break down each of the variables.

What percent of your companies graduate to the next round? I shared general benchmarks in this blogpost, but the truth is it’s a bit more nuanced. Each vertical, each sub-vertical, each vintage – they all look different. Additionally, Sapphire’s Beezer recently said that it’s normal to expect a 20-30% loss ratio in the first five years of your fund. Not all your companies will make it, but that’s the game we play.

On a similar note, institutional LPs often plan to build a multi-fund, multi-decade relationship with their GPs. If they invest in a Fund I, they also expect to be there by Fund III.

How much greater is the next round’s valuation in comparison to the one in which you invested? Twice as high? Thrice? By definition, if you double down on the same company, rather than allocate to a net new company, you’re decreasing your TVPI. And as valuations grow, the cost of doubling down may be too much for your portfolio construction model to handle, especially if you’re a smaller sub-$100M fund.

It’s for the same reason that in the world of professional sports, there are salary caps. In fact, most leagues have them. And only the teams who:

  • Have a real chance at the championship title.
  • Have a lot in their coffers. This comes down to the composition of the ownership group, and their willingness to pay that tax.
  • And/or have a city who’s willing to pay the premium.

… can pay the luxury tax. Not to be too much of a homer, but the Golden State Warriors have a phenomenal team and are well-positioned to win again (at least at the time of this blogpost going out). So the Warriors can afford to pay the luxury tax, but smaller teams or teams focused on rebuilding can’t.

The Bulls didn’t re-sign the legendary Michael Jordan because they needed to rebuild. Indianapolis didn’t extend Peyton Manning’s contract ‘cause they didn’t have the team that would support Peyton’s talents. So, they needed to rebuild with a new cast of players.

Similarly, Sequoia and a16z might be able to afford to pay the “luxury tax” when betting on the world’s greatest AI talent and for them to acquire the best generative AI talent. Those who have a real chance to grow to $100M ARR, given adoption rates, retention rates, and customer demand. But as a smaller fund or a fund that has a new cast of GPs (where the old guard retired)… can you?

If a star player is prone to injury or can only play 60 minutes of a game (rather than 90 minutes), a team needs to re-evaluate the value of said player, no matter how talented they are. How much of a player’s health, motivation, and/or collaborativeness – harkening back to the anecdote of Nomar Garciaparra at the beginning – will affect their ability to perform in the coming season?

Take, for instance, the durability of a player. If there ‘s a 60% chance of a player getting injured if he/she plays longer than 60 minutes in a game and a 50% of tearing their ACL, while they may your highest scorer this season, they’re not very durable. If that player missed 25% of practices and 30% of games, they just don’t have it in them to see the season through. And you can also benchmark that player against the rest of the team. How’s that compared with the team’s average?

Of course, there’s a parallel here to also say, every decision you make should be relative to industry and portfolio benchmarks.

How great of a percentage are you getting diluted with the next round if you don’t maintain your ownership? This is the true value of your stake in the company as the company grows.

E(v) = (graduation rate) X (valuation step up from last round) X (dilution)

If the expected value is greater than one, the company is probably not worth re-upping. And that probably means the company is overhyped, or that that market is seeing extremely deflated loss ratios. In other words, more companies than should be, are graduating to the next stage; when in reality, the market is either a winner-take-all or a few-take-all market. If it is less than or equal to one, then it’s ripe to double down on. In other words, the company may be undervalued.

And to understand the above equation or for it to be actually useful (outside of an abstract concept), you need market data. Specifically, around valuation step ups as a function of industry and vertical.

If you happen to have internal data across decades and hundreds of companies, then it’s worth plugging in your own dataset as well. It’s the closest you can get to the efficient market frontier.

But if you lack a large enough sample size, I’d recommend the below model constructed from data pulled from Carta, Pitchbook, and Preqin and came from the minds of Arkady Kulik and Dave McClure.

The purpose of this model is to help your team filter what portfolio companies are worth diving deeper into and which ones you may not have to (because they didn’t pass the litmus test) BEFORE you evaluate additional growth metrics.

It is also important to note that the data we’ve used is bucketed by industry. And in doing so, assumptions were made in broad strokes. For example, deep tech is broad by design but includes niche-er markets that have their own fair share of pricing nuances in battery or longevity biotech or energy or AI/ML. Or B2B which include subsectors in cybersecurity or infrastructure or PLG growth.

Take for instance…

Energy sector appreciation values and follow-on recommendations

The energy sector sees a large drop in appreciation value at the seed stage, where all three factors contribute to such an output. Valuation step-up is just 1.71X, graduation rates are less than 50% and dilution is 38% on average.  

Second phase where re-upping might be a good idea is Series B. Main drivers as to such a decision are that dilution hovers around 35% and about 50% of companies graduate from Series A to Series B. Mark ups are less significant where we generally see only an increase in valuation at about 2.5X, which sits around the middle of the pack.

Biotech sector appreciation values and follow-on recommendations

The biotech sector sees a large drop in appreciation value at the Seed stage. This time, whereas dilution seems to match the pace of the rest of the pack (at an average of 25%), the two other factors shine greater in making a follow-on decision. Valuation step up are rather low, sitting at 1.5X. And less than 50% graduate to the next stage.

In the late 2023 market, one might also consider re-upping at the Series C round. Main driver is the unexpectedly low step-up function of 1.5X, which matches the slow pace of deployment for growth and late stage VCs. On the flip side, a dilution of 17% and graduation rate of 60% are quite the norm at this stage.

All in all, the same exercise is useful in evaluating two scenarios – either as an LP or as a GP:

  1. Is your entry point a good entry point?
  2. Between two stages, where should you deploy more capital?

For the former, too often, emerging GPs take the stance of the earlier, the better. Almost as if it’s a biblical line. It’s not. Or at least not always, as a blanket statement. The point of the above exercise is also to evaluate, what is the average value of a company if you were to jump in at the pre-seed? Do enough graduate and at a high enough price for it to make sense? While earlier may be true for many industries, it isn’t true for all, and the model above can serve as your litmus test for it. You may be better off entering at a stage with a higher scoring entry point.

For the latter, this is where the discussion of follow on strategies and if you should have reserves come into play. If you’re a seed stage firm, say for biotech, using the above example, by the A, your asset might have appreciated too much for you to double down. In that case, as a fund manager, you may not need to deploy reserves into the current market. Or you may not need as large of a reserve pool as you might suspect. It’s for this reason that many fund managers often underallocate because they overestimate how much in reserves they need.

If you’re curious to play around with the model yourself, ping Arkady at ak@rpv.global, and you can mention you found out about it through here. 😉

Photo by Gene Gallin on Unsplash


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The views expressed on this blogpost are for informational purposes only. None of the views expressed herein constitute legal, investment, business, or tax advice. Any allusions or references to funds or companies are for illustrative purposes only, and should not be relied upon as investment recommendations. Consult a professional investment advisor prior to making any investment decisions.

Another 99 Pieces of Unsolicited, (Possibly) Un-googleable Startup Advice

diving, deep end

Voila, the fourth installation of 99 soundbites I’ve been fortunate enough to collect over the past year. The first four of what I imagine of many more to come. Each of which fall under one of the ten categories below, along with how many pieces of advice for each category:

  1. Fundraising (30)
  2. Cash flow levers (23)
  3. Culture (11)
  4. Hiring (9)
  5. Governance (7)
  6. Product (5)
  7. Competition (5)
  8. Brand/Marketing/GTM (4)
  9. Legal (1)
  10. The hard questions (4)

You can also find the first three installments of 99 pieces of advice for both founders and investors here. Totaling us to a total of 396 pieces of advice.

But without further ado…

Fundraising

1/ If you’re an early stage startup, expect fundraising to take at least 3-4 months to raise <$1M. If you’re on the fast side, it may take only 2 weeks. – Elizabeth Yin *timestamped April 2022

2/ If you’re going to raise a round over 6-12 months, it often doesn’t seem fair that your first commits have the same terms as those who commit 6 months later, since you’ve grown and most likely have more traction at the time. As such, reward your early investors with preferred terms. Say you’re raising a $1M round. Break the round up to $300K and $700K. Offer a lower cap on SAFEs for the $300K. “Tell everyone that that offer will only be available until X date OR until you hit $300k in signed SAFEs. And that the cap will most likely go up after that.” Why? It lets you test demand and the pricing on the cap – to see if you’re cap is too high or too low on the first tranche. – Elizabeth Yin

3/ As a startup in recessionary times, you have to grow your revenue faster than valuations are falling to make sure you raise your next round on a mark up. Inspired by David Sacks and Garry Tan. *timestamped April/May 2022

4/ There’s only going to be 1/3 the amount of capital in the markets than in 2020 and 2021. So plan accordingly. If you’re not a top 0.1% startup, plan for longer runways. Fund deployments have been 1-1.3 years over the past 1.5 years, and it’s highly likely we’re going to see funds return back to the 3-year deployment period as markets tighten. *timestamped May 2022

5/ B2B startups that have the below disqualifiers will find it hard to raise funding in a correcting venture market:

  1. No to little growth. Good growth is at least doubling year-over-year.
  2. Negative or low gross margins. Good margins start at 50%.
  3. CAC payback periods are longer than one year.
  4. Burn multiples greater than 2 (i.e. You’re burning $2 for every dollar you bring in). A good burn multiple is 1 or less.
    David Sacks

6/ Beware of “dirty term sheets.” Even though you’re able to get the valuation multiple you want, read the fine print for PIK dividends, simple “blocks” on IPO/M&A, and 2-3x liquidation preferences. Inspired by Bill Gurley.

7/ “This came at a very expensive valuation with certain rights that should not have come with it — like participating preferred, which is they first get their money out and then they participate in the rest, which was OK for the earlier rounds, but not for the later ones.” – Sabeer Bhatia in Founders at Work

8/ In a bear market, public market multiples are the reference points, not outlier private market multiples. Why? Public market multiples are their exit prices – how they return the fund. It matters less so in bull markets. – David Sacks

9/ Don’t trust the “why”, trust the “no.” Investors don’t always give the most honest responses when they turn down a company.

10/ If you inflate your projections, the only investors you’ll attract are dumb investors. They’ll be with you when things are going well and make your life a living nightmare when things aren’t, will offer little to no sound advice, and may distract you from building what the market needs. By inflating your projections, you will only be optimizing for the battle, and may lose the war if you can’t meet or beat your projections.

11/ VCs will always want you to do more than you are pitching. So if you’re overpromising, they’re raising their expectations even more down the road.

12/ Five questions you should answer in a pitch deck:

  1. If you had billboard, what 10 words describe what you do?
  2. What insight development have you had that others have not?
  3. How you acquire customers in a way others can’t?
  4. Why you?
  5. What you need to prove/disprove to raise next round?
    Harry Stebbings

13/ The longer you’re on the market, the greater the differential between expectations and reality, and the harder it is over time to close your round. Debug early on in the fundraising process (or even before the fundraising process) by setting and defining expectations through:

  1. Preempting FAQs, by defusing them early on.
  2. Leveraging market comparables. You don’t have to be good at everything, but you have be really really amazing at one thing your competitors aren’t. It’s okay if they’re better than you in other parts.

14/ You should reserve 10% of your round to allocate to your most helpful existing investors. Reward investors for their help. – Zach Coelius

15/ If your next round’s investor is willing to screw over your earlier investors out of pro rata or otherwise. After they leave, the only one left to screw over is you. – Jason Calacanis

16/ “Nobody’s funding anything that needs another round after them.” – Ben Narasin quoting Scott Sandell

17/ “When a VC turns you down for market size, what they are really saying is: I don’t believe you as the founder has what it takes to move into adjacent and ancillary markets well.” – Harry Stebbings

18/ When raising from corporates, be mindful of corporate incentives, which may limit your business and exit opportunities. “I’ve often seen the structure just simply be a SAFE with no information rights. No Board seats. Check sizes that are worth < 5% ownership. No access to trade secrets.” – Elizabeth Yin

19/ LOIs mean little to many investors, unless there’s a deposit attached to it. A customer must want the product so much they’re willing to take the risk of putting money down before they get it. 1-5% deposit would be interesting, but if they pay the product in full, you would turn investor heads. – Jason Calacanis

20/ “The most popular software for writing fiction isn’t Word. It’s Excel.” – Brian Alvey

21/ “Ask [prospective investors] about a recent investment loss, where the company picked someone else. See how they describe those founders, the process, and what they learned. This tells you what that investor is like when things don’t go their way.” – Nikhil Basu Trivedi

22/ “Founders, please hang onto at least 60% of the company’s equity through your seed raise. Series A or B is the first time founder equity should dip below 50%. I’ve seen cap tables recently where investors took too much equity early on, creating financing risk down the road.” – Gale Wilkinson

23/ “One of the worst things you can say to a VC is ‘we’re not growing because we’re fundraising.’ There are no excuses in fundraising.” – Jason Lemkin. Fundraising is a full-time job, but when you’re competing in a saturated market of attention, it’s you who’s fundraising, but not growing, versus another founder who’s also fundraising and is growing.

24/ Extraordinarily difficult fundraise = extraordinary investment 7/10 times. – Geoff Lewis

25/ The goalposts of fundraising (timestamped Oct 20, 2022 by Andrea Funsten):

  1. Pre-seed: $750K-1.5M round
    • Valuation: $5-10M post (*She would not go over $7M)
    • Traction:
      • A working MVP
      • Indications of customer demand = have interviewed hundreds of potential customers or users
      • 2-5 “Design Partners” (non-paying customers or users)
  2. Seed: $2-5M round
    • Valuation: $12-25M post (*She would not go over $15M)
    • Traction:
      • $10-15K MRR, growing 10% MoM
      • 6-12 customers who have been paying for ~6 months or more, a few that would serve as case studies and references
      • Hired first technical AE
  3. Series A: $8-15M round
    • Valuation: “anyone’s guess”
    • Traction:
      • $1.5M in ARR is good, more like $2M
      • 3x YoY growth minimum, but more like 3.5x • 12-20 customers, indications of ACV growth
      • Sales team in place to implement the repeatable sales playbook

26/ Don’t take on venture debt unless you have revenue AND an experienced CFO. – Jason Calacanis

27/ When you are choosing lead investor term sheets:

  1. For small VC teams (team <10ppl): Make sure your sponsoring partner is your champion. Why does investing in you align with their personal thesis? Their life thesis? Which other teams do they spend time with? How much time do they spend with them? When things don’t go according to plan, how do they react? How do they best relay expectations and feedback to their portfolio founders?
  2. For larger platform teams (team >10ppl): Ask to talk to the 3-5 best people at the firm. And when the investor asks you to define “best”, ask to talk to their team members who best represent the firm’s culture and thesis. Why? a/ This helps you best understand the firm’s culture and if there’s investor-founder fit. b/ You get to know the best people on the team. And will be easier to hit them up in the future.

28/ “If you are a category-defining company, you will always have a TAM question, if the category is defined by somebody else, you will not have a TAM question.” – Abhiraj Bhal

29/ “[Venture] debt typically has a 48-54 month term, as follows: 12 months of a draw period (ballooned to 18 months over the last few years), to which you can decide to use it or not 36 months to amortize it after that 12 months. The lender at this stage is primarily underwriting to venture risk, meaning they are relying on the venture investor syndicate to continue to fund through a subsequent round of financing.” This debt is likely to be paired with language that allow the fund to default if investors say they won’t fund anymore and/or just not to fund when asked. “They typically are getting 10bps-50bps of equity ownership through warrants. Loss rates must be <3-4% for the model to work.” If there’s less than 6 months of runway or cash dips below outstanding debt, then as a founder, expect a lot of distracting calls. – Samir Kaji

30/ The best way to ask for intros to investors is not by asking for intros, but by hosting an event and having friends invite investors to the event. There’s less friction in an event invite ask than an investor intro ask. The reality is that the biggest investors are inundated with intro requests all the time, if not just by cold email too.

Cash flow levers

31/ The bigger your customers’ checks are (i.e. enterprise vs. SMB vs consumer), the longer the sales pipeline. The longer the sales pipeline, the longer you, the founder, has to stay the Head of Sales. For enterprise, the best founders stay VP of Sales until $10M ARR. For SMB, that’s about $1-2M ARR, before you hire a VP of Sales. Inspired by Jason Lemkin.

32/ “‘I have nothing to sell you today — let’s take that off the table and just talk,’ he would say. ‘My goal is to earn the right to have a relationship with you, and I know it’s my responsibility to earn that right.'” The sales playbook of David Beirne of Benchmark Capital fame, cited in eBoys.

33/ “All things being equal, a heavy reliance on marketing spend will hurt your valuation multiple.” – Bill Gurley

34/ If you were to double or triple the price of your product, what percent of customers would churn? If the answer is anything south of 50%, why aren’t you doing it?

35/ Getting big customers and raising capital is often a chicken-and-egg game. Sometimes, you need brand name customers, before you can raise. And other times, you need capital before you can build at the scale for brand name customers. So, when I read about Vinod Khosla’s advice for Joe Kraus: “We had $1 million in the bank and we didn’t know what we were going to bid. We sat down in my office, all on the floor. Vinod said we should bid $3 million. I was like, ‘How do we bid $3 million? We only have $1 million in the bank.’ And he said, ‘Well, if we win, I’m pretty sure we can raise it, but if we don’t win, I don’t know how we’re going to raise.'”

36/ “Your ability to raise money is your strategy. If you’re great at it, build any business with network effects. If you’re bad at fundraising, it’s strategically better to build a subscription business with no network effects.” – Elizabeth Yin

37/ Be willing to fire certain customers (when things get tough or in an economic downturn). If they aren’t critical strategic partners or are loss making, figure out how to make them profitable. If you can, renegotiate contracts, like cheaper contracts for longer durations. If not, let them go. Make it easy to offboard.

38/ An average SaaS business, that doesn’t have product-led growth, is spending about 50% of revenue on sales and marketing. Those that are in hyper growth are spending 60%. – Jason Lemkin

39/ “The only thing worse than selling nothing is selling a few. If you sell nothing, you stick a bullet in it and move on. When you sell a few, you get hope. People keep funding even though it’s really not viable.” – Frank Slootman

40/ If your customer wants to cancel their auto-renew subscription to your product, you should refund them a 100% of their cost. – Jason Lemkin

41/ “Your price isn’t too high. Your perceived value is too low.” – Codie Sanchez

42/ “15-20% of IT spend is in the cloud.” And it’s likely to go up. – Alex Kayyal

43/ If your customers are willing to pay you way ahead of when your service is executed, you have an unfair and unparalleled cashflow advantage. – Harry Stebbings

44/ If you’re in the CPG business, it’s better to negotiate down the contract. “You buy 75, and you sell 60, they’re going to go, ‘Ah, I got 15,000 in inventory, it’s not a success.’ If you give them 40, and then they have to buy another 20, and they sell 60, they go, ‘Wow, we ordered 50 [(I think he meant 20)] more than our original order.’ You’re still at 60, but one, they’re disappointed, and one, they’re not. You’re still playing some weird mind games a little bit so that they feel good about whatever number was there.” – Todd McFarlane

45/ “If you are under 100 customer/users, get 20 of them in a Whatsapp Group. You will:

  • Get much higher quality feedback, faster, on the current product.
  • They will be WAY more proactive in suggesting future product ideas and helping you shape the product roadmap.
  • It will create a closer relationship between you and them and they will become champions of the product and company. People like to feel they had a hand in the creation process.”
    Harry Stebbings

46/ Create multiple bank accounts with different banks to keep your cash, to hedge against the risk of a bank run. The risk is very unlikely to occur, but non-zero, especially in a recessionary market. Inspired by SVB on March 10, 2023. More context here, and what happened after here. Breakdowns here, here and here.

47/ “Keep two core operating accounts, each with 3-6 months of cash. Maintain a third account for “excess cash” to be invested in safe, liquid options to generate slightly more income.” – A bunch of firms

48/ “Maintain an emergency line of credit. Obtain a line of credit from one of  your core banks that can fund the company for 6 months. Do not touch it unless necessary.” – A bunch of firms

49/ In case of a bank run: “1/ Freeze outgoing payments, let vendors know you need 60 days, 2/ Figure out payroll & let your investors know exactly when cash out, 3/ Attempt emergency bridge with existing investors; hopefully reasonable terms or senior debt (but given valuation reset this is a HARD discussion for many), 4/ Figure out who can take deferred salary on management team, which will extend runway, 5/ Make sure you communicate reality to team honestly so they can make similar plan for their household, 6/ Make sure you talk to HR about legal issues around payroll shortfall — which hopefully this doesn’t come to, 7/ In future, keep cash in 3 different banks.” – Jason Calacanis

50/ “Whenever a CEO blames their bad performance on the economy, I knew I had a really crappy CEO. ‘Cause it wasn’t the economy, it was a bad product-market fit. The dogs didn’t wanna eat the dogfood. Sometimes the economy can make that a little worse, but if people are desperate for your product, it doesn’t matter if the times are good or bad, they’re going to buy your product.” – Andy Rachleff

51/ General reference points for ACV and time to close are: $1K in 1 week. $10K in 1 month. $100K in 3 months. $300K in 6 months. And $1M in 12 months. – Brian Murray

52/ A B2B salesperson’s script from Seth Godin. “Look, you’ve told me you have this big problem you need to solve. You have a five million assembly line that’s letting you down, blah blah. If we can solve this problem together, are you ready to install our system? Because if it’s not real, let’s not play. Don’t waste my time, I won’t waste yours. You’re not going to buy from me because I’m going to take you to the golf course. You’re not going to buy from me because our RFP is going to come in cheaper than somebody else’s. You want my valuable time? I’m going to engage with you, and tell you the truth and you’ll tell me the truth. You’re going to draw your org chart for me. You’re going to tell me other complicated products you’ve bought and why your company bought them. And I’m going to get you promoted by teaching you how to buy the thing that’s going to save your assembly line. Let’s get real or let’s not play.” – Seth Godin

53/ “The job of a pre-seed founder is to turn investor dollars into insights that get the company closer to finding product-market fit.” – Charles Hudson

Culture

54/ Deliver (bad) news promptly. Keep to a schedule. The longer you delay, the more you lose your team’s confidence in you. For example, if your updates come out every other Friday, and you miss a few days, your team members notice. Your team is capable of taking the tough news. This is what they signed up for. Explain a stumble before it materially impacts your bottom line – revenue. Inspired by Jason Lemkin.

55/ “Process saves us from the poverty of our intentions.” – Seth Godin quoting Elizabeth King

56/ “It’s easier, even fun, to do something hard when you believe you’re doing something that no one else can. It’s really hard to go to work every day to build the same thing, or an even worse version, of what others are already building. As a result, there was a huge talent drain from the company.” – Packy McCormick

57/ Lead your team with authenticity and transparency. “Employees have a ridiculously high bullshit detector, more so than anyone externally, because they know you better. They know the internal brand better.” So you have to be honest with them. “Here’s what we’re going to tell you. Here’s what we won’t, and here’s why.” Set clear expectations and leave nothing to doubt. – Nairi Hourdajian

58/ When someone ask Jeff Bezos, when does an internal experiment get killed? He says, “When the last person with good judgment gives up.” – Bill Gurley citing Jeff Bezos

59/ “Getting too high on a ‘yes’ can prepare you for an even bigger fall at the next ‘no.’ Maintaining your composure in the high moments can be just as important as not getting too down in the low moments.” – Amber Illig

60/ “Most have an unlimited policy paired with a results-driven culture. This means it’s up to the employee to manage their time appropriately. For example, no one bats an eye when the top performing sales person takes a 3 week vacation. But if someone is not pulling their weight and vacationing all the time, the perception is that they’re not cut out for a startup.” – Amber Illig

61/ “Whenever we’re dealing with a problem and we call a meeting to talk about the problem, I always start with this structure. We are here to solve a problem. So the one option that we know we’re not going to leave the room doing is the status quo. That is off the table. So whenever we finish this meeting, I want to talk about what option we’re taking, but it’s not going to be what we’re currently doing.” – Tobi Lutke

62/ “[Peter Reinhardt] would put plants in different parts of the office in order for the equilibrium of oxygen and CO2 to be the same. He would put noise machines in the perfectly placed areas and then reallocate the types of teams that needed to be by certain types of noise so that the decibel levels were consistent. What I don’t think people realize about founders is that they are maniacal about the details. They are unbelievable about the things that they see.” – Joubin Mirzadegan

63/ “Leadership is disappointing people at a rate they can absorb.” – Claire Hughes Johnson

64/ Page 19 Thinking: If you were to crowdsource the writing of a book, someone has to start inking the 19th page. And it’s gotta be good, but you can’t make it great on the first try. So you have to ask someone else to make it better, and they have to ask another to make their edits even better. And so on. Until page 19 looks like a real page 19. “Once you understand that you live in a page 19 world, the pressure is on for you to put out work that can generously be criticized. Don’t ship junk, not allowed, but create the conditions for the thing you’re noodling on to become real. That doesn’t happen by you hoarding it until it’s perfect. It happens by you creating a process for it to get better.” – Seth Godin

Hiring

65/ Hiring when your valuation is insanely high is really hard. Their options could very much be valueless, since they would depend on the next valuation being even higher, which either means you grow faster than valuations fall (market falls in a bear market) or you extend your runway before you need to fundraise again.

66/ It’s easier to retain great talent in a recession, but much harder to retain them during an expansionary market. Talent in a boom market have too many options. There’s more demand than there is supply of talent in a boom market.

67/ If you’re a company with low employee churn, you can afford to wait a while longer to find someone who is 20% better in the role. – Luis von Ahn

68/ “[Fractional CMOs and CROs often] want to be strategists.  Tell you where to focus, and what to do better. But the thing is, what you almost always just need is a great full-time leader to implement all the ideas.” – Jason Lemkin. The only time it works is when the fractional exec owns the KPI and the function, where they work at least 60% of the time OR they work part-time and help you hire a full-time VP.

69/ Hire your first full-time comms person after you hit product-market fit, when you are no longer finding your first customers, but looking to grow your customer base. – Nairi Hourdajian

70/ “Ask [a high-performing hire] if there’s someone senior in her career that’s been a great manager, and if so, bring them on as an equity-compensated advisor to your company. If there’s someone in industry she really admires but doesn’t yet know, reach out to them on her behalf.” Give her an advisor equity budget, so they can bring on a mentor or someone they really respect in the industry. As a founder, create a safe space for both of them. Monthly 1:1s and as-needed tactical advice, introductions, and so on. And don’t ask that mentor to give performance feedback “because if so it’s less likely they’ll have honest, open conversations.” – Hunter Walk

71/ Hire talent over experience for marketing and product. “In marketing and product I prefer people with less experience and a lot of talent so we can teach them how we do things. They don’t have to unlearn anything about how they already work. We teach them how we work. For developers it might be different because it takes a lot of time to be a really good developer, and it’s relatively easy moving from one environment to another.” – Avishai Abrahami

72/ If you’re going to use an executive search firm to hire an exec, ask the firm three questions: “1/ Walk me through your hardest search? 2/ Walk me through a failed search? 3/ Why did it fail? 4/ How do you assess whether an exec is a good fit?” You should be interviewing the firm as much as the candidate. Watch out for “a firm with a history of candidates leaving in a short timeframe. Avoid firms that recycle the same execs.” – Yin Wu

73/ Before signing with any recruiting agency, ask “What happens if the person hired is a bad fit? (Many firms will restart the search to align incentives.) Is there a time limit for the search? (Some firms cap the search at 6 months. We’ve worked with firms without caps.)” – Yin Wu

Governance

74/ “The higher the frequency and quality of a young startup’s investor update, the more likely they are to succeed in the long run.” – Niko Bonatsos

75/ Five metrics you should include in your monthly investor updates:

  • Monthly revenue and burn, in a chart, for the whole year
  • Cash in the bank, at a specific date, and runway based on that
  • Quarterly performance for the past 8 quarters, in a chart
  • Target for the quarter AND year and how you are trending toward it
  • Headcount
    Jason Calacanis

76/ Another reason to send great, consistent investor updates is that when prospective investors backchannel, you want to set your earlier investors up for success on how they pitch you.

77/ If you don’t have a board yet, still have an “investor meeting.” “Create investor meetings where you invite all your investors to do an in-person + Google Hangout’ed review every 60 days.  They don’t have to come.  But they can.” – Jason Lemkin

78/ “[The] most important measures of success for a CEO [are] internal satisfaction, investor relations and consumer support.” – Bob Iger

79/ “Entrepreneurs have control when things work; VCs have control when they don’t.” – Fred Wilson

80/ If an investor really wants their money back (usually when VCs have buyer’s remorse), there are times when they force you to sell or shut down your companies. Instead, ask them, “What would it take to get you off my cap table?” – Chris Neumann

Product

81/ “The ones that focus, statistically, win at a much higher rate than the ones that try to do two or three things at once.” – Bruce Dunlevie, cited in eBoys

82/ Once you launch, you’re going to be measured against how quickly you can ramp up to $1M ARR. One year is good. Nine months is great.

83/ The more layers of friction in the onboarding process (i.e. SSN, email address, phone number, survey questions), the better you know your user, but the higher the dropoff rate. For PayPal, for every step a user had to take to sign up, there was a dropoff rate of 30%. – Max Levchin in Founders at Work

84/ “Product-market fit can be thought of as progressively eliminating all Herbies until there are no more Herbies. Then, you’re in a mode where you can invest in growth because it’s frictionless.” – Mike Maples Jr. (In the book, The Goal, the trek is often delayed by a large kid called Herbie. As you can imagine, the group only moves as quickly as their weakest link.)

85/ “There’s a ruthlessness in the way Dylan finds sources, uses them and moves on.” – No Direction Home. Be ruthless about how knowledgeable you can be about your customers, about your problem space, and about your product. The knowledge compounds.

Competition

86/ “If you patent [software], you make it public. Even if you don’t know someone’s infringing, they will still be getting the benefit. Instead, we just chose to keep it a trade secret and not show it to anyone.” – Max Levchin in Founders at Work

87/ If you know you’re building in a hot space, and your competitors are being bought by private equity firms, share that with your (prospective) investors. The competitors’ innovation slows, and optimizing for profit and the balance sheet becomes a priority when PE firms come in. – David Sacks

88/ “As a startup, you always want to compete against someone who has ‘managed dissatisfaction at the heart of their business model.” – Marc Randolph

89/ “You cannot overtake 15 cars in sunny weather… but you can when it’s raining.” – Ayrton Senna. It’s easier to overtake your competitors in tough markets than great markets.

90/ “Having a real, large competitor is better than having none at all!” – Anna Khan

Brand/Marketing/GTM

91/ If you’re a consumer product, your goal should be to become next year’s hottest Halloween costume. Your goal shouldn’t be fit into a social trend, but to define one.

92/ Don’t be married to the name of your company. 40% of NFX‘s early stage investments change their names after they invest in the seed.

93/ The viral factor doesn’t take into account the time factor of virality. In other words, how long it takes for users to bring on non-users. Might be better instead to use an exponential formula. “Think of a basic exponential equation: X to the Y power. X is the branching factor, in each cycle how many new people do you spread to. Y is the number of cycles you can execute in a given time period. The path to success is typically the combination of a high branching factor combined with a fast cycle time.” – Adam Nash

94/ In a down market, you may not need as big of a marketing budget as you thought. Your competitors are likely not spending as much, if at all, to win the same keywords as before.

95/ “Nothing is more expensive than a cheap lawyer.” – Nolan Church

The hard questions

96/ “I’d love to kill it and I’d hate to kill it. You know that emotion is exactly the emotion you feel when it’s time to shut it down.” – Andy Rachleff, cited in eBoys

97/ “Inexperienced founders are usually too slow to fire bad people. Here’s a trick that may help. Have all the cofounders separately think of someone who should probably be fired, then compare notes. If they all thought of the same person…” – Paul Graham

98/ When you’re in crisis, find your OAR. Overcorrect, action, retreat. Overcorrect, do more than you think you need to. For instance, lay off more than you think you need to. Actions can’t only be with words. Words are cheap after all. And retreat, know when it’s time to take a step back. “Sometimes you just have to do your time in the barrel. When you’re in the barrel, you stay in the barrel. And then you slowly come out of it.” – Nairi Hourdajian

99/ “A half measure is usually something a management team lands on because it’s easy. If a decision is easy, it’s probably a half measure. If it’s hard, if it’s really damn hard… if it’s controversial, you’re probably doing enough of it. The other thing is a half measure often doesn’t have an end result or goal in mind. If you have a really specific goal, and implementing that goal is difficult, that’s probably doing your job. That’s probably what’s necessary.” – Tom Loverro

Photo by NEOM on Unsplash


Stay up to date with the weekly cup of cognitive adventures inside venture capital and startups, as well as cataloging the history of tomorrow through the bookmarks of yesterday!


Any views expressed on this blog are mine and mine alone. They are not a representation of values held by On Deck, DECODE, or any other entity I am or have been associated with. They are for informational and entertainment purposes only. None of this is legal, investment, business, or tax advice. Please do your own diligence before investing in startups and consult your own adviser before making any investments.

The Superpower of Being Underestimated

underestimated, rejection, star

The Warriors went through one hell of a season. Even as someone who doesn’t live and breathe basketball, watching Stephen Curry this past season, especially during the finals with the Celtics was a thrill out of this world. He is undeniably one of the greats! Yet it’s fascinating to think that the world didn’t always see him as such. From being a 3-star recruit to the 256th-ranked player in 2006 to 7th pick in 2009, Curry’s gone a long way.

Though he recently won an Academy Award for Best Original Score for his music on Dune, Hans Zimmer‘s early music career was not easy. He had been thrown out of eight schools and only had two weeks of piano lessons. Yet today he is undeniably one of the greatest composers of our time.

Comment
byu/realhanszimmer from discussion
inIAmA
Source: Hans Zimmer’s Reddit AMA

When Stan Lee first pitched Spider-Man, his publisher thought it was “the worst idea I have ever heard.” The publisher himself told one of the greatest storytellers: “First of all, people hate spiders, so you can’t call a book Spider-Man. Secondly he can’t be a teenager—teenagers can only be sidekicks. And third, he can’t have personal problems if he’s supposed to be a superhero—don’t you know who a superhero is?'” The rest… is history.

In the making of Star Wars, George Lucas was rejected time and time again – from Disney to United Artists to Universal. And the one bet that 20th Century Fox took on him was for only a budget of $8M, that eventually became a $10M budget, when at the time, the best blockbuster films all had budgets of $20-30M. Yet, today Star Wars stands as one of the greatest cultural assets of the 20th and 21st century.

In the world of startups, the world’s most valuable companies are worth more than four times and raised half as much as the world’s most funded companies. Funding, in many ways, is a proxy for investor optimism in the early days that this company will be the next big thing. But investors, like any other person, can be wrong. In fact, startup investors are often wrong more often than they’re right. But it also goes to say the world’s best companies are non-obvious, in the non-consensus. In other words, underestimated.

Source: Founder Collective

As the above graphic shows, even if one picks right, we still grossly underestimate the potential of outliers. After all, humans are terrible at tracking nonlinearities:

  • In 2012, Canva was rejected by over 100 Silicon Valley investors. Now it is a growing $40 billion business of gargantuan proportions.
  • The Post-it note was an result of a failed experiment to create stronger adhesives. But Dr. Spencer Silver, its inventor, kept at it, which led to his nickname as “Mr. Persistent” because he wouldn’t give up. Today, Post-it notes are sold in more than 100 countries, and over 50 billion are produced every year.
  • Google, one of the most recognizable names today, struggled to raise capital and find customers in the early days. Who needed another search engine? For 1.5 years, every search company approached by Larry and Sergey to consider Google’s tech turned them down. The pair funded Google on their credit cards and couldn’t even afford to hire a designer so regressed to minimalism.
  • Tope Awotona, founder of Calendly, started three failed businesses and emptied his 401k to fund Calendly. Yet despite his hustle and persistence, most VCs he talked to turned him down. Despite starting in 2013, it wasn’t till 2021 that Calendly had their A-round. Calendly took much longer to get the attention of external funding than many of its counterparts. The company is now one of the most popular scheduling tools and worth $3B.

But even when people got it right, they still underestimated the upside.

  • Even when Kleiner eventually backed Google, legendary investor John Doerr couldn’t believe it when Larry Page believed that Google could get revenues of $10B.
  • When Bessemer invested in Shopify, Bessemer thought that the best possible outcome for Shopify was a 3% chance of the company exiting at $400M. As of the time of this essay, it’s worth over 100 times more with a market cap of $43B.
  • If you invested in Amazon on the first day in 1998 at $5, most people would have sold at $85 in 1999 – a 17x in less than two years. But if they held to today, they would have made a multiple north of 600x. That said, selling itself is more of an art than a science.

… And the list goes on.

As Warren Buffett says, “the rearview mirror is always clearer than the windshield.” Our fallacy with estimation is painfully obvious in hindsight, but dubitably unclear in foresight.

Early on in my venture career, an investor once told me a profound statement. One that I still remember to this day. The best ideas – and often the leaders of tomorrowoften seem crazy at first. And because they’re crazy, they’re nonobvious. They’re in the non-consensus.

As Steve Jobs says, “the ones who are crazy enough to think they can change the world, are the ones who do.” The world’s most transformative individuals and businesses take on many more headwinds than those optimizing for local maxima. But history shows us that those that dream big consistently outperform those optimizing for marginal improvement. While there is nothing wrong with the latter, I hope the above anecdotes serve as a reminder rejection is not a sign of failure. Rather, it’s a sign that most people have yet to see what you see.

Your job is to teach them to see what you see. After all, the only difference between a hallucination and a vision is that other people can see a vision.

Photo by Aziz Acharki on Unsplash


Edit: Added in Stan Lee’s story.


Stay up to date with the weekly cup of cognitive adventures inside venture capital and startups, as well as cataloging the history of tomorrow through the bookmarks of yesterday!


Any views expressed on this blog are mine and mine alone. They are not a representation of values held by On Deck, DECODE, or any other entity I am or have been associated with. They are for informational and entertainment purposes only. None of this is legal, investment, business, or tax advice. Please do your own diligence before investing in startups and consult your own adviser before making any investments.

#unfiltered #66 Humans and Nonlinear Thinking

Humans are terrible at understanding percentages. I’m one of them. An investor I had the opportunity to work with on multiple occasions once told me. People can’t tell better; people can only tell different. It’s something I wrestle with all the time when I hear founder pitches. Everyone claims they’re better than the incumbent solution. Whatever is on the market now. Then founders tell me they improve team efficiency by 30% or that their platform helps you close 20% more leads per month. And I know, I know… that they have numbers to back it up. Or at least the better founders do. But most investors and customers can’t tell. Everything looks great on paper, but what do they mean?

When the world’s wrapped in percentages, and 73.6% of all statistics are made up, you have to be magnitudes better than the competition, not just 10%, 20%, 30% better. In fact, as Sarah Tavel puts it, you have to be 10x better (and cheaper). And to be that much better, you have to be different.

And keep it simple. As Steve Jobs famously said that if the Mac needed an instruction manual, they would have failed in design. Your value-add should be simple. Concise. “We all have busy lives, we have jobs, we have interests, and some of us have children. Everyone’s lives are just getting busier, not less busy, in this busy society. You just don’t have time to learn this stuff, and everything’s getting more complicated… We both don’t have a lot of time to learn how to use a washing machine or a phone.”

If you need someone to learn and sit down – listen, read, or watch you do something, you’ve lost yourself in complexity.

“Big-check” sales is a game of telephone. For enterprise sales or if you’re working with healthcare providers, the sales cycle is long. Six to nine months, maybe a year. The person you end up convincing has to shop the deal with the management team, the finance team, and other constituents.

For most VCs writing checks north of a million, they need to bring it to the partnership meeting. Persuade the other partners on the product and the vision you sold them.

And so if your product isn’t different and simple, it’ll get lost in translation. Think of it this way. Every new person in the food chain who needs to be convinced will retain 90% of what the person before them told them. A 10% packet loss. The tighter you keep your value prop, the more effective it’ll be. The longer you need to spend explaining it with buzzwords and percentages, the more likely the final decision maker will have no idea why you’re better.


Humans are terrible at tracking nonlinearities. While we think we can, we never fully comprehend the power law. Equally so, sometimes I find it hard to wrap my hear around the fact that 20% of my work lead to 80% of the results. While oddly enough, 80% of my inputs will only account for 20% of my results. The latter often feels inefficient. Like wasted energy. Why bother with most work if it isn’t going to lead to a high return on investment.

Yet at the same time, it’s so far to tell what will go viral and what won’t. Time, energy, capital investments that we expect to perform end up not. While every once in a while, a small project will come out of left field and make all the work leading up to it worth it.

When I came out with my blogpost on the 99 pieces of unsolicited advice for founders last month, I had an assumption this would be a topic that my readers and the wider world would be interested in. At best, performing twice as well than my last “viral” blogpost.

Cup of Zhou readership as of April 2022

Needless to say, it blew my socks off and then some. My initial 99 “secrets”, as my friends would call it, accounted for 90% of the rightmost bar in the above graph. And the week after, I published my 99 “secrets” for investors. While it achieved some modest readership in the venture community and heartwarmingly enough was well-received by investors I respected, readership was within expectations of my previous blogposts.

My second piece wasn’t necessarily better or worse in the quality of its content, but it wasn’t different. While I wanted to leverage the momentum of the first, it just didn’t catch the wave like I expected it to.

Of course, as you might imagine, I’m not alone. Nikita Bier‘s tbh grew from zero to five million downloads in nine weeks. And sold to Facebook for $100 million. tbh literally seemed like an overnight success. Little do most of the public know that, Nikita and his team at Midnight Labs failed 14 times to create apps people wanted over seven years.

When Bessemer first invested in Shopify, they thought the best possible outcome for the company would be an exit value of $400 million. While not necessarily the best performing public stock, its market cap, as of the time I’m writing this blogpost, is still $42 billion. A 100 times bigger than the biggest possible outcome Bessemer could imagine.


Humans are terrible at committing to progress. The average person today is more likely to take one marshmallow now than two marshmallows later.

Between TikTok and a book, many will choose the former. Between a donut and a 30-minute HIT workout, the former is more likely to win again. Repeated offences of immediate gratification lead you down a path of short-term utility optimization. Simply put, between the option of improving 1% a day and regressing 1% a day, while not explicit, most will find more comfort in the latter alternative.

James Clear has this beautiful visualization of what it means to improve 1% every day for a year. If you focus on small improvements every day for a year, you’re going to be 37 times better than you were the day you started.

While the results of improving 1% aren’t apparent in close-up, they’re superhuman in long-shot.

Source: James Clear

Photo by Thomas Park on Unsplash


Stay up to date with the weekly cup of cognitive adventures inside venture capital and startups, as well as cataloging the history of tomorrow through the bookmarks of yesterday!


Any views expressed on this blog are mine and mine alone. They are not a representation of values held by On Deck, DECODE, or any other entity I am or have been associated with. They are for informational and entertainment purposes only. None of this is legal, investment, business, or tax advice. Please do your own diligence before investing in startups and consult your own adviser before making any investments.

VCs Are Science Fiction, Not Non-Fiction Writers

science fiction, camera lens, city

With the crazy market we’re in today, VCs are frontloading their diligence. They’re having smarter conversations earlier. Before 2021, most investors would have intro conversations with founders before taking a deeper dive into the market to see if the opportunity is big enough. Nowadays, investors do most, if not all, their homework before they start conversations with founders. And when they’ve gotten a good understanding of the market and a more robust thesis, then:

  1. They go out finding and talking to the founders who are solving the problems and gaps in the market they know exist.
  2. They incubate their own companies that solve these same issues.

Subsequently, they are more exploratory than ever before. In frontloading their diligence, VCs have become more informed, if not better, predictors of not only where the market is today, but where the market is going to be tomorrow. They have a better grasp on the non-obvious. Or at the very minimum, have a much better understanding on the obvious, so that the boundaries of the non-obvious are pushed further. In turn, they can truly invest in the outliers. Outliers that are more than three standard deviations from the mean.

Startup ideas are often pushing the boundaries of our understanding of the world we live in. The team at Floodgate use an incredible breakdown to frame the amount of data that needs to be present to qualify the validity of a team and idea. “[W]e like to say some secrets are plausible, some are possible, and some are preposterous, all different types of insights. It matters what type it is because the type of team you need, the type of people you need to hire, the fundraising strategy, the risk profile, the amount of inflections that have to come together. All of those things vary, depending on the type of secret about future that you’re pursuing,” said Mike Maples Jr. recently on the Invest Like the Best podcast.

Science fiction is, by definition, preposterous. But so are the true outliers. And as any great investor knows, that’s where the greatest alphas are generated.

Preposterous ideas are backed by logic and insight

To quote PG from an essay he wrote earlier this year, “Most implausible-sounding ideas are in fact bad and could be safely dismissed. But not when they’re proposed by reasonable domain experts. If the person proposing the idea is reasonable, then they know how implausible it sounds. And yet they’re proposing it anyway. That suggests they know something you don’t. And if they have deep domain expertise, that’s probably the source of it.

“Such ideas are not merely unsafe to dismiss, but disproportionately likely to be interesting.”

But no matter how implausible your startup idea sounds, there still has to fundamentally be an audience. And while it may not be obvious today, the goal is that it will be obvious one day. Frankly, if it’s forever non-obvious and forever in the non-consensus, you just can’t make any money there. If Airbnb stuck only with the convention industry or Uber only with the black cab, or Shopify only with snowboards, they would never have the ability to be as big as they are today.

Shopify’s Alex Danco has this great line in his essay World Building. “If you can create a world that’s more clear and compelling than the complex, ambiguous real world, then people will be attracted to that story.”

As investors, we have to start from first principle thinking. Investors, in frontloading their diligence, find the answers to “why now” and “why this”. All they’re looking for after is the “why you.” The further down the line towards preposterous science fiction you are, the more you need to sell investors on “why you”.

Idea PlausibilityKey QuestionContext
PlausibleWhy this?Most people can see why this idea should exist. Because of the consensus, you’re competing in a saturated market of similar, if not the same ideas. Therefore, to stand out, you must show traction.
PossibleWhy now?It makes sense that this idea should exist, but it’s unclear whether there’s a market for this. To stand out, you have to convince investors on the market, and subsequently the market timing.
PreposterousWhy you?Hands down, this is just crazy. You’re clearly in the non-consensus. Now the only way you can redeem yourself is if you have incredible insight and foresight. What’s the future you see and why does that make sense given the information we have today? If an investor doesn’t walk out of that meeting having been mind-blown on your lesson from the future, you’ve got no chance.

And when answering the “why you”, it’s not just on your background and years of experience, but your expertise. As Sequoia’s Roelof Botha puts it, “So what was the insight? What is the problem that you’re addressing? And why is your solution compelling and unique in addressing that problem? Even if it’s compelling, if it’s not unique there’re going to be lots of competitors. And then you’re probably going to struggle to build a distinctive business. So it’s that unique and compelling value proposition that I look for.” So before anything else, the best investors, like Roelof, “think of value creation before value capture.”

In order to find that earned secret – that compelling and unique secret sauce – in the first place, you have to love what you’re working. And not just passionate, but obsessive. The problem you’re trying to solve keeps you up at night. You have to be more of a “missionary” than a “mercenary” as Roelof would put it. If you’re truly a missionary, even the most preposterous idea will sound plausible if you can break down why it truly matters.

The Regulatory Dilemma

The most important and arguably the hardest part about writing science fiction – and this is equally true for funders as it is for founders – is that we have to self-regulate. Regulation will always be a lagging indicator of technological development. Regulators won’t move until there’s enough momentum.

But, as we learned in high school physics, with every action, you need an equal and opposite reaction. The hard about momentum, and I imagine this’ll only be more true in a decentralized world, is that it’s second order derivative is positive. In other words, it’ll only get faster and faster. On the other hand, regulation follows the afterimage of innovation. It sees where the puck was or, at best, is at, but not, until much later, where the puck is going. And truth be told, innovation will eventually plateau, as it follows a rather step-wise function, as I’ve written before. And when it does, regulation will catch up.

S-Curves
Source: Tim Urban’s “The AI Revolution: The Road to Superintelligence

So, in the high school physics example of Newtonian physics, the reaction, in this case, regulation, needs to be equal and opposite force comparative to where the puck will be. But as you’ve guessed, that will stop innovation. And I don’t think the vast majority of the world would want that. Progress fuels the human race.

Science fiction needs rules

Brandon Sanderson, one of my favorite fictional authors, has these three laws that govern great worldbuilding. To which, he coined as Sanderson’s Three Laws. The second of which reads:

Limitations > powers

In fantastical worlds, we are often used to how awesome things can be. Making the impossible possible. But as Brandon explains, “the truth is that it’s virtually impossible to come up with a magical effect that nobody else has thought of. Originality, I’ve seen, doesn’t come so often with the power itself as with the limitation.”

As the infamous line goes, “with great power comes great responsibility.” If you end up having access to every single person on this planet’s data, what makes you a company worth betting on isn’t your power, but how you use that power. How you self-regulate in using that power. Take, Open AI’s GPT-3. Instead of sharing the entire AI with the world, they limited that power to prevent malicious actors through an API.

What does self-regulation mean? Simply, aligning incentives so that all stakeholders win. When you have two people, you have a 2×2 matrix to account for four possible outcomes. There’s a situation where both people win, two situations where one wins, one loses, and another where both lose. Needless to say, we want to be maximizing for win-win situations.

As Balaji Srinivasan said on the Tim Ferriss Show recently, “When you have three people, it’s a 2x2x2, because there’s eight outcomes, win/lose times win/lose times win/lose. It’s a Cartesian product.. […] When you have N people, it’s two by two by two to the Nth power. It’s like this hypercube it as it gets very complicated.” Subsequently, the greater the organization, the more stakeholders there, and the harder it is to account for the “win” to the Nth power outcome. Nevertheless, it’s important for founder and funders at the frontier of technological and economic development to consider such outcomes. And at what point is there a divergence of incentives.

There’s usually a strict alignment in the value creation days. But as the business grows and evolves to worry more about value capture, there needs to be a recalibration of growth and an ownership of responsibility as the architects who willed a seemingly preposterous idea into existence.

In closing

We live in a day in age that is crazier than ever before. To use Tim Urban’s analogy, if you brought someone from 1750 to today and had them just observe the world we live in, that person will not only be mind-blown, but literally, die of shock. To get the same effect of having someone die of shock in 1750, you can’t just bring someone from 1500, but you’d have to go further back till 12,000 BC. The world is changing exponentially. And new technologies further that. Who knows? In 50 years, we in 2021, might die of shock from what the world will have become.

And rightly because of such velocity, innovators – founders and investors – will have to lead the charge not only technically and economically, but also morally.

Photo by Octavian Rosca on Unsplash


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The Fastest Way to Test a Startup Idea

Last week, I reconnected with Shuo, founding partner of IOVC, and one of the first people I reached out to when I began my career in venture. That day, I asked her a pretty stupid question, “Given the rise of solo capitalists, rolling funds, equity crowdfunding, and the democratization of capital, do you think now’s a good time to raise a fund?

She replied, “I don’t know. It could be a good time now. It could be a good time five years from now. If you’re set on sticking around for the long term, it really doesn’t matter. ‘Cause whether it’s a good time or not, you’re going to be raising a fund regardless. So just do it.”

Not gonna lie, it was serious wake-up call. While I was initially looking for her perspective on the changing venture market, what she said was right. If you’re set on doing something, say starting a fund or a business, the “right time” to start is irrelevant. The world around us changes so much so frequently. We only know when’s the right time in hindsight. So focus on what we can control. Which is starting and doing.

So as an aspiring founder, which idea do you start with? And how do you test it?

Starting a business is scary

Starting a business is scary for most people. And well, the government doesn’t always make it easy to do so. Just like what WordPress and Squarespace did for websites, you have companies, like Stripe (and their Stripe Atlas), Square, Shopify, Kickstarter, just to name a few, streamlining the whole process for entrepreneurship. For an aspiring entrepreneur, not only is it taking that leap of faith, before you begin, there’s a slew of things you have to worry about:

  • Figure out how to incorporate your business (C-corp, LLC, or S-corp),
  • Assign directors and officers to your business,
  • Buy the stock, so you actually own your stock,
  • Learn to file your taxes (multiple forms, including your 83(b) election),
  • When you raise funding, get a 409A valuation,
  • And that’s just the beginning.

Of course for the above, do consult with your professional lawyer and accountant. It’s two of the few startup expenses I really recommend not skimping on. While the purpose of this post isn’t designed to solve all the documents you’ll have to go through in starting a business, hopefully, this will help with one front – taking that leap of faith. Specifically finding early validation for your idea.

The superpower of writing

I stumbled on Max Nussenbaum‘s, who’s leading On Deck‘s Writing Fellowship, provocative tweetstorm:

He boils it down to, effectively, four reasons:

  1. You can test the validity of an idea faster by writing than with code.
  2. Writing well trains your ability to sell.
  3. Publishing regularly gets you comfortable with shipping early and often.
    • To which he cited one of my favorite Reid-isms: “If you’re not embarrassed by the first version of your product, you’ve launched too late.” – Reid Hoffman
  4. Writing is easier for most people to pick up than coding.

There’s a “5th reason” as well, but I’ll let you uncover that yourself. Talk about creativity. Side note. Max created one of my favorite personal websites to date.

Much like Max, I write to think. And in sharing my raw thoughts outside of the world of startups via the #unfiltered series, often far from perfect, as well as my take in this fast-changing universe, my cadence of writing twice a week has forced my brain to be accustomed to the velocity of growth. In the sense, I better be learning and fact-checking my growth week over week. Over time, I’ve developed my own mental model of finding idea and content catalysts.

Of course, if you know me, I just had to reach out. Particularly around the third point in his tweetstorm.

What mental models or practices did he use to help him wrestle with his embarrassment from his own writing? And he replied with two loci that provided so much more context:

  1. “Reading other writers who open up way more than I do, which makes what I’m doing feel easy by comparison. Two favorites I’d recommend are Haley Nahman and Ava from Bookbear Express.”
    • And another I binged for an hour last night. Talk about counterintuitive lessons. My favorites so far are Stephen’s 12th and 16th issue. You might not agree with everything, but he really does challenge your thinking. Thank you Max for the rec.
  2. “Publicly committing to writing weekly and finding that the embarrassment of publishing was outweighed by the embarrassment I’d feel if I missed a week. Also, like all things, I’ve found it very much gets easier with practice.”

Why not both?

Then again, why not both? I go back to Guillaume‘s, founder of lemlist, recent LinkedIn post. He says:

And he’s completely right. If I were to analogize…

Writer = common
Writer + coder = uncommon
And… writer + coder + X = holy grail

You don’t have to own one unique skill. And in this day in age, there aren’t that many individually unique skills out there that haven’t been ‘discovered’ yet. Rather than search for the singularly unique skill that you can acquire, I’d place a larger bet on a combination of skill sets that can make you unique. As a founder, test your ideas early with writing. If there’s evidence of it sticking, build it with code. And it doesn’t just to be just writing and code, whatever set of skills you can acquire more quickly and deeper with the circumstances and experiences you have. Even better if there’s a positive flywheel effect between your skills.

In closing

There’s a Chinese proverb that goes something along the lines of, “The best time to plant a tree was 20 years ago. The second best time is now.” And it circles back to Reid’s quote that Max cited, “If you’re not embarrassed by the first version of your product, you’ve launched too late.” As an entrepreneur, or as an emerging fund manager, it’s a given you’re going to mess things up. But all the time fretting around at the starting line is time better spent stumbling and standing back up.

I followed up with Shuo after our call, and she elaborated a bit more, “In all honesty, you can argue now is a good time (a lot of capital available for good managers) or a bad time (valuations are frothy), but in the long-term, these variables even out and it’s how you add value as an investor that’s most important.”

If I were to liken that same insight to aspiring entrepreneurs… Yes, investors look for timing. And yes, understanding the timing of the market is important, when you’re launching a product that will revolutionize the way we live in a fundamental way. But that boils down to which idea you plan to pursue. But if you’re looking to be a founder, it’s finding that overlap in the 3-way Venn diagram between (1) what the market needs and (2) where you, as the founder, can provide the most value. And (3) where your competitors are not maximizing their potential in.

For many aspiring founders, that first step can be practicing the art of writing. Writing for clarity. Writing to practice selling. Learning to ship early and embracing imperfection. Frankly, it’s also something I need to get better at myself.

Though I’m not a religious fellow, I’m reminded of a quote from Jesus’ teaching, which I first found in Jerry Colonna’s book, Reboot. “If you bring forth what is in you, what is in you will save you. If you do not bring forth what is in you, what is in you will destroy you.” Writing is that act of bringing forth what is in you. And well, if you’re like me, I often find my greatest regrets come from a lack of action rather than in taking action.

If you’re looking for a place to start…

Top photo by Cathryn Lavery on Unsplash


Thank you Shuo and Max for reviewing early drafts of this essay.


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The CEO’s Evolving Job Description

Not long ago, I was asked: “Why do founders often fail as CEOs?” A rather provocative question. I wouldn’t go as far as to say founders often fail as CEOs as a blanket statement. Equally so, the question isn’t “why”, but “where”. People can “fail” in their positions for any number of reasons. “Why” is simply that they didn’t perform well under the expectations of the role. The better question comes down to “where” might they need to watch out for. Still so, there are many. But one that often catches founders by surprise is: the (in)ability to scale themselves with the company.

Founders often make great CEOs at the beginning. What I’ve seen and heard more of is the inability of founders to scale at the same pace as their company. As the company grows, the job description of the CEO changes as well. The same is true for all executive/leadership positions in a company. Something I personally love is at Shopify, every year the executives have to requalify for the position they hold, and that includes the CEO.

In the early stages, the CEO is a maker. They’re the most obsessed about the problem space. Their main job is to get the product to market. And test if it resonates. They get shit done. As the company scales (post product/market fit), the CEO is a manager. They’re no longer working on the daily/weekly updates of the product at a granular level, but making sure the entire organization functions as a well-oiled machine. How can the CEO enable their team members to be greater than the sum of their parts? To quote Paul Graham of Y Combinator, it’s the difference between the maker’s schedule and the manager’s schedule.

When you’re a small team of 5 or even 20, you’re the product lead. You decide the direction in which the product will go and you’re involved in the day-to-day nuances of the product itself, from the UI/UX to talking to customers to discover pain points, etc. When the company grows to 50 – give or take, you have already hired or are going to hire your first product manager, which means you won’t be involved in the day-to-day anymore, but rather in the larger strategic directions of the company and the product. As a maker, your decisions are tactical. On the other hand, as a manager, your decisions are strategic.

Similarly, Ben Horowitz, the second name in the investment firm, Andreessen Horowitz, wrote about peacetime and wartime CEOs. In the early days of a company, you’re at war. You’re selling; you’re networking. You’re fighting in a competitive market of attention. Not only from your customers, but also potential hires and investors. As your company scales past $100M ARR (among any of the other heuristics when you stop being a “startup”), you’re now a category leader and possibly a market leader as well. As the market leader in “peacetime”, you decide the rules of the game. You’re working to maintain your market position. You focus on the masses, and not the niches as much. And therefore, the job description of a leader born in an era of war is different from a leader born to maintain peace.

Many founding CEOs understand that their role will evolve over time, but unfortunately, many are still unable to keep up with the pace at which the company evolves. Effectively, CEOs have to always be one step ahead of the company’s growth to prepare the infrastructure for the rest of the team to grow into.

Photo by Patrick Tomasso on Unsplash


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