Peter Walker as You’ve Never Seen Him Before | Peter Walker | Superclusters | S6PSE3

peter walker

โ€œYouโ€™re making decisions in an incomplete vacuum. What I think many people should do more of, in terms of those mental models, is frame it in the reverse. Which of these decisions am I going to make that is the most regret-minimizing? That I have the least likelihood of regretting later on in life, assuming that in most cases, I will be wrong.โ€ โ€” Peter Walker

The holiday season has always been a great time to celebrate the movers and shakers in our world. This season we’re celebrating my personal favorites in the VC and startup world. This episode, it’s with my man, Peter Walker, who creates some of the industry’s most talked charts and graphics around the ebbs and flows of tech innovation.

Peter Walker runs the Insights team at Carta, where he works to make startups a little less opaque for founders, investors, and employees. Prior to Carta, he was a marketing executive for the media analytics startup PublicRelay and led a data visualization team at The Atlantic magazine. He lives in San Francisco, but you can find him on LinkedIn (see links below).

You can find Peter on his socials here:
LinkedIn: https://www.linkedin.com/in/peterjameswalker/
X / Twitter: https://x.com/PeterJ_Walker

Listen to the episode onย Apple Podcastsย andย Spotify. You can alsoย watch the episode on YouTube here.

OUTLINE:

[00:00] Intro
[02:52] Peter’s first brush with entrepreneurship
[11:49] 996 work culture
[17:11] Peter’s disclaimer on his data
[21:27] Regret-minimization when investing
[24:24] One example of regret-minimization
[26:07] How does Peter choose which conferences to go to?
[29:33] Conference panels are often bad
[36:22] The incongruencies of what GPs say publicly and privately
[41:43] Peter’s first data visualization
[44:18] Why is soccer underrated in the US?
[46:10] What great lengths has Peter gone for his friends?
[48:21] One worrisome trend we’re going to see in 2026
[52:18] One optimistic trend to look forward to in 2026

SELECT LINKS FROM THIS EPISODE:

SELECT QUOTES FROM THIS EPISODE:

โ€œNo one has to force you to work long hours if you really want to. The founders and early employees who push hardest arenโ€™t usually doing it because someone set the office lights to stay on until midnight. Theyโ€™re doing it because they care. Itโ€™s not obedienceโ€”itโ€™s compulsion.โ€ โ€” Cristina Cordova

โ€œThereโ€™s a growing recognition that that sense of compulsion, it very rarely lasts for 10 years. […] Itโ€™s very rare to find that one thingโ€”that one set of problemsโ€”that can get you so excited for your entire life.โ€ โ€” Peter Walker

โ€œCuriosity is the art of asking questions where youโ€™re not married to the answer.โ€ โ€” Matt Huang

โ€œYou should probably, if youโ€™re a founder, for instance, selectively ignore at least half of what Iโ€™m saying because it doesnโ€™t apply to you. And your job as a founder, your job as an investor, your job as a thoughtful person is to figure out which half.โ€ โ€” Peter Walker

โ€œIf you torture the data long enough, it will confess to anything.โ€  โ€” Ronald Coase

โ€œYouโ€™re making decisions in an incomplete vacuum. What I think many people should do more of, in terms of those mental models, is frame it in the reverse. Which of these decisions am I going to make that is the most regret-minimizing? That I have the least likelihood of regretting later on in life, assuming that in most cases, I will be wrong.โ€ โ€” Peter Walker

โ€œThe worrisome part is that sometimes [selling founder secondaries] is at pretty early-stage companiesโ€”seed, A. Sometimes, itโ€™s for $10,000 and I donโ€™t know what happened there. Sometimes, itโ€™s for a really sizable amount of moneyโ€”seven figures. To me, that is a bubble sign. That is as close as you can get to capital is chasing consensus too much, and therefore, smart founders are just taking advantage and taking stuff off the table.โ€ โ€” Peter Walker


Follow David Zhou for more Superclusters content:
For podcast show notes: https://cupofzhou.com/superclusters
Follow David Zhou’s blog: https://cupofzhou.com
Follow Superclusters on Twitter: https://twitter.com/SuperclustersLP
Follow Superclusters on TikTok: https://www.tiktok.com/@super.clusters
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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!


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.

On Investing in Generalist GPs

pull up bar, high bar

A quick thought on investing in generalist funds, inspired by a GP following up with me after I told him I prefer investing in “specialist” funds. Which he followed up with “I am a stage specialist.” Technically, he’s not wrong. But under that definition, almost all emerging managers are stage specialists. Their specialization just depends on which stage we’re talking about. But when most, including myself, use the word specialists, we really mean sector specialists.

A couple things to caveat before I go further:

  • I’m an emerging LP. I don’t have that many years or funds I’ve invested in at this point, so I need to spread my coverage wider than after I figure things out. But not too wide that I trend towards the median, also known as “indexing venture.” Median, even top quartile in today’s venture, is uninspiring. And there are far better liquid options that can deliver the same return profile as top quartile in venture.
  • I have a stage preference because I think it’s where you can build meaningful relationships while still figuring things out alongside the founder. As they say, a friend in need is a friend indeed.
  • I have a geographical preference because of my existing network, which makes certain opportunities easier to diligence.
  • I prefer sector specialists because I’m designing a portfolio where I can hopefully predict where 50% of my underlying portfolio will come from, and 50% where I can’t. Since most things in venture are opportunistic, and I give each of my managers that longer leash to make bets to be opportunistic (20%-ish; not a hard number, but can’t be 70%). Specialists are easier to underwrite how valuable they can be to a portfolio. Generalists, it’s harder to, unless I’m somehow convinced that a GP has a unique skillset I’ve never seen before in my career so far, which the bar just gets higher the longer I’m in business, AND that skillset is uniquely valuable to a founder across sectors.

I want to have exposure to 50-60 new companies/opportunities per year, with very little overlap. Stats suggest 30 of a sample size becomes statistically significant so anything less than that, I’m not giving my null hypothesis an honest chance. If I believe that 20 companies per year matter (not sure of the exact number, but this number feels directionally accurate), I want to know my managers collectively together has at least a 1 in 3 chance of hitting at least one. That means being in the right networks. Proportionally, some should spend their time hunting (i.e. actively spend time in interesting ways to find and chase after the best opportunities). Some should spend time fishing (i.e. building a brand so fish swim to or at least through their fishing hole). Some should spend time farming (i.e. cultivating relationships).

That said, my portfolio has yet to deploy into 50 new opportunities per year, so I am actively adding to it, in specific areas. Areas I don’t have good coverage over for now. So to invest in a new sector generalist manager, I likely need to “fire” one or more managers from my existing portfolio, which means I won’t re-up in them. And there are only a small handful o reasons I’ll won’t re-up into an existing manager.

  • Their investments have really deviated off of the thesis I underwrote them to have.
  • There’s a major team change that puts into question their ability to outperform.
  • Their fund size has drastically increased to a point I question the return profile that would get me excited.
  • They’ve made a series of bad bets where I question their ability to make decisions (i.e. I meet with their founders and they just don’t feel like high performers.).
  • They lose motivation to be a VC and hang up the cleats. In this case, I won’t have to say the “no.” They will for me. But on occasion, they’ll try to raise another firm, or hear whispers on how tough the market is, and they’ll choose not to raise another vintage.
  • I meet with a new GP covering an area an existing manager covers but materially better on almost all fronts. 10-20% better, even 50% better, is negligible, and also really hard to measure in foresight. And assuming the manager I’ve invested in learns quickly, that 50% gap will be closed shortly.

Luckily none of the above has happened yet. But I imagine, because I’m not perfect, at some point, one or some of the above will.

So if you’re a generalist covering 2-4 areas that my existing portfolio is covering AND has reasonable access to, in order to invest in you, I must believe that you’d be better than the firms I’ve already invested in, then subsequently fire them from my portfolio the next vintage.

That is a high bar. And only gets higher the more my portfolio grows.

Photo by Vitaly Gariev 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!


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.

The Most Disappointing Podcast You’ll Ever Listen To (ft. Allie Garfinkle) | Superclusters | S6PSE2

allie garfinkle, david zhou, superclusters

Warning: This is a brief-ish, but hopefully entertaining intermission from the usual Superclusters programming. When we passed the 50th episode mark more than a few episodes ago, Tyler (my editor) and I thought it’d be interesting to record an episode where I change seats. Instead of me asking the questions, someone else would ask me questions. And I couldn’t imagine any better person to do so than my good friend, Allie, who in my humble opinion, is one of the best interviewers alive today.

Allie Garfinkle is a senior finance reporter for Fortune, covering venture capital and startups. She authors Fortuneโ€™s weekday dealmaking newsletter Term Sheet, hosts the Term Sheet Podcast, and co-chairs Fortune Brainstorm, a community and event series featuring an annual retreat in Deer Valley, Utah. A regular contributor to BBCโ€™s Business Matters podcast, Allie is also a frequent moderator at major conferences such as SXSW. Before joining Fortune, she covered Amazon and Meta at Yahoo Finance and helped produce Emmy-nominated PBS Frontline business documentaries, including Elon Muskโ€™s Twitter Takeover and The Power of the Fed. A graduate of The University of Chicago and New York University, Allie currently resides in Los Angeles.

You can find Allie on her socials here:
LinkedIn: https://www.linkedin.com/in/alexandra-garfinkle1/
X / Twitter: https://x.com/agarfinks

Listen to the episode onย Apple Podcastsย andย Spotify. You can alsoย watch the episode on YouTube here.

OUTLINE:

[00:00] Intro
[02:01] Art
[09:39] Competition
[17:49] Paleontology
[18:14] Allie’s Tiki mugs
[22:49] How has VC evolved?
[29:41] Evaluating risk
[43:04] Why is it important for VCs to stay in touch?
[47:10] Are there reliably good investors?
[53:09] Young GPs in market
[54:58] How useful is education that come via public talks?
[57:50] Does your niche fund size make sense for the market?
[1:01:16] Is there too much venture capital?
[01:05:24] How much of VC is art vs science?
[1:07:18] What’s going on in Allie’s world?
[1:09:45] Post-credit scene: Receipts

SELECT LINKS FROM THIS EPISODE:

SELECT QUOTES FROM THIS EPISODE:

Iโ€™m intentionally keeping this section void of the things that I said since I hate the idea of quoting myself.

โ€œPart of the point of this [investing job] is that you want to be anonymously, asymmetrically correct. And you canโ€™t necessarily be that by saying or doing the same thing as everyone else. That being said, the worst nightmare for a VC is that no one wants to back a company theyโ€™ve backed.โ€ โ€” Allie Garfinkle

โ€œIf it eventually doesnโ€™t become consensus, you were wrong.โ€ โ€” Allie Garfinkle


Follow David Zhou for more Superclusters content:
For podcast show notes: https://cupofzhou.com/superclusters
Follow David Zhou’s blog: https://cupofzhou.com
Follow Superclusters on Twitter: https://twitter.com/SuperclustersLP
Follow Superclusters on TikTok: https://www.tiktok.com/@super.clusters
Follow Superclusters on Instagram: https://instagram.com/super.clusters


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!


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.

The Third Leg of Firm-Building

marathon, race, third leg

Five years ago, I wrote a piece about the third leg of the race. From my time as a competitive swimmer, the lesson our coach always had for us was if you’re swimming anything more than two laps, the most important part of every race is the third leg. Everyone’s tired. Everyone’s gasping for air. Yet everyone wants to win. The question is who wants it more. And by the time you get to a decently high level, everyone’s athleticism is about the same. All that matters is the mentality you have on that third segment of four of each race.

We often say, that starting a company or a fund is a marathon, not a sprint. True in a lot of ways. But also, it’s a series of sprints within a marathon.

We put out an episode last week with the amazing Ben Choi, which I really can’t stop recommending. Just because I learn something new every time I talk with Ben, and this time especially so. But that’s my own bias, and I get it. But more interestingly, he said something that I couldn’t get out of my mind since we recorded. “The first three fundsโ€”not just the first two, the first threeโ€”are that ‘working-out’ process. Most pragmatically, there’s very little performance to be seen by Fund III. So it’s actually Fund IV for us to hold up the manager as no longer emerging and now needs to earn its own place in the portfolio.” The timestamp is at 16:21 if you’re curious.

And it got me thinking… is Fund III that third leg of the race?

When most GPs raise Fund III, they’re usually four, maybe five years, out from their Fund I. And that’s assuming they started deploying as soon as they raised their fund. And within five years, not that much changes. Usually, that’s two funding rounds after your first investments. But lemons ripen early, so only a small, small subset move to Series A or B. Most have raised one or less subsequent round since the GP committed capital.

Even accounting for two funding rounds later, that’s usually too early to consider selling into the next round. And if one does (unless it’s a heavily diversified portfolio and the GP has no information rights, and somehow is so far removed from the company that no one at the company talks to the GP anymore), then there’s signaling risk. Because:

  1. No matter what portfolio strategy you run, not staying in touch with your best performing companies is a cardinal sin. Not only can you not use those companies as references (which LPs do look for), you also can’t say your deal flow increased meaningfully over time. No senior executive or early employee knows who you are. So if they leave the company and start their own, they wouldn’t pitch you. Your network doesn’t get better over time. See my gratitude essay for more depth here.
  2. Not having any information rights and/or visibility is another problem. Do the founders not trust you? Do you have major investor’s rights? How are you managing follow-on investment decision makingโ€”whether that’s through reserves or SPVs? Are the blind leading the blind?
  3. And if you do run a diversified portfolio, where optically selling early may not be as reputationally harmful to the company, you are losing out on the power law. And for a diversified portfolio, say a 50-company portfolio. You need a 50X on an individual investment to return the fund. 150X if you want to 3X the fund. As opposed to a concentrated 20-company portfolio, where you only need 20X to return the fund and 60X to 3X. As such, selling too early meaningfully caps your upside for an asset class that is one of the few power law-driven ones. As Jamie Rhode once said, โ€œIf youโ€™re compounding at 25% for 12 years, that turns into a 14.9X. If youโ€™re compounding at 14%, thatโ€™s a 5. And the public market which is 11% gets you a 3.5X. [โ€ฆ] If the asset is compounding at a venture-like CAGR, donโ€™t sell out early because youโ€™re missing out on a huge part of that ultimate multiple. For us, weโ€™re taxable investors. I have to go pay taxes on that asset you sold out of early and go find another asset compounding at 25%.โ€ Taking it a step further, assuming 12-year fund cycles, and 25% IRR, โ€œthe last 20% of time produces 46% of that return.โ€ And that’s just the last three years of a fund, much less sooner.
  4. Finally, any early DPI you do get up to Fund I t+5 years is negligible. Anything under 0.5X, and for some LPs, anything sub-1X, isn’t any more inspiring to invest in than if you had absolutely no DPI.

Yet despite all of the above, the only thing you can prove to LPs are the inputs. Not the outputs. You can prove that you invested in the same number of companies as you promised. You can prove that you’re pacing in the same manner as you promised. And you can prove that founders take the same check size and offer the same ownership to you as you promised. And that is always good. As you raise from friends and family and early believers in Fund I, Fund III’s raise usually inches towards smaller institutions, but larger checks than you likely had in Fund I.

  1. Fund-of-funds care about legibility. Logos. Outliers. Realistically, if you didn’t have any before Fund I, the likelihood of you having any while raising Fund III is slim. They need to tell a story to their LPs. A story of access and getting in on gems that no one else has heard of, but if everyone knew, they’d fight to get in.
  2. Any person you pitch to who has any string of three to four letters (or is hired to be a professional manager) attached to their name (i.e. MBA, CAIA, CFA, CPA, etc.) has a job. For many, their incentive unless their track record speaks for itself (likely not, given how long venture funds take to fully return capital) is to “not get fired for buying IBM.” Some of their year-end bonuses are attached to that. Some lack the bandwidth and the team members to fully immerse themselves in the true craft of emerging manager investing. Many times, the incentive structure is outside of their immediate hands. For every bet they make that isn’t obvious, they risk career suicide. At least within that institution.

I’m obviously generalizing. While this may be true for 90%+ of LPs who fit in these categories, there are obviously outliers. Never judge a book by its cover. But it’s often helpful to set your expectations realistically.

As such, despite not much changing from your investment side, from the eyes of most LPs, you are graduating to larger and larger LP checks. Usually because of the need to provide more proof points towards the ultimate fund strategy you would like to deploy when you’re ‘established.’ But to each new set of LPs, prior to an institutional 8-year track record, you’re still new. On top of that, as your fund size likely grows a bit in size from Fund I, to some LPs, you are drifting from your initial strategy by no longer being participatory and now leading and co-leading. You also might have added a new partner, like Ben talks about in the afore-mentioned episode. And a new strategy and a new team requires new proof points related to on-thesis investments. So, Fund III is where you begin to need to whether the storm. For some, that may start from Fund II. Altos Ventures took four years to raise their Fund II. Many others I know struggled to do the same. But if you really want to be in VC long term, this is the third leg of the race.

And this is when a lot of GPs start tapping out. Will you?

Photo by Victoire Joncheray 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!


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.

Timeless VS Just-In-Time Lessons | Earnest Sweat & Alexa Binns | Superclusters | S6PSE1

earnest sweat, alexa binns

The holiday season has always been a great time to celebrate the movers and shakers in our world. This season we’re celebrating my personal favorites in the LP world. To start this mini-holiday series off, Earnest Sweat and Alexa Binns runs one of the most popular podcasts on venture capital limited partners, Swimming with Allocators. I was also fortunate enough to be on their podcast as well as a bonus crossover episode.

You can find Earnest on his socials here:
LinkedIn: https://www.linkedin.com/in/earnestsweat/
X / Twitter: https://x.com/EarnestSweat

You can find Alexa on her socials here:
LinkedIn: https://www.linkedin.com/in/alexabinns/
X / Twitter: https://x.com/alexabinns

Listen to the episode on Apple Podcasts and Spotify. You can also watch the episode on YouTube here.

OUTLINE:

[00:00] Intro
[02:09] Alexa’s earliest relationship with money
[03:28] Earnest’s earliest relationship with money
[04:45] Earnest’s first major purchase
[06:41] Alexa’s first major purchase
[08:25] The difference between public speaking and interviewing
[12:19] Memorable guests on the SwA podcast
[14:46] To do or not to do in-person interviews
[18:05] Evolution of YouTube titles
[20:04] Why err towards evergreen content?
[22:30] Was SwA designed for LPs or GPs?
[24:12] How did Earnest and Alexa meet?
[24:56] How did Swimming with Allocators start?
[27:21] The Pandora’s Box of intros
[28:02] Alexa’s 3 buckets for LP investing
[30:12] What is ‘coming soon’ for Earnest and Alexa?
[36:58] Post-credit scene: Spider-Man & Investors as Avengers

SELECT LINKS FROM THIS EPISODE:

SELECT QUOTES FROM THIS EPISODE:

โ€œHaving done my investment philosophy, Iโ€™ve got three buckets. There is the โ€˜Let it ride, you canโ€™t beat the marketโ€™ bucket. Thatโ€™s the majority of what Iโ€™m working with. Thatโ€™s 90[%] plus. There is a bucket where Iโ€™ve worked as a VC, Iโ€™ve managed a bunch of LP investments, I am better suited to vet deals than the average person. I believe in my ability to pick winners in this very thin layer of finance. Just in angel investing and GP selection where Iโ€™ve got lived experience and then my network. And then thereโ€™s a bucket for other ways capital can make your life richer.โ€ โ€” Alexa Binns


Follow David Zhou for more Superclusters content:
For podcast show notes: https://cupofzhou.com/superclusters
Follow David Zhou’s blog: https://cupofzhou.com
Follow Superclusters on Twitter: https://twitter.com/SuperclustersLP
Follow Superclusters on TikTok: https://www.tiktok.com/@super.clusters
Follow Superclusters on Instagram: https://instagram.com/super.clusters


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!


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.

50% of Your Portfolio Will Be Opportunistic

clover, luck, opportunistic

50% of a fund’s portfolio will come from predictable, hopefully, scalable sourcing mechanisms. It’s the community you run. The events you host. The newsletter you write and the podcast you moderate. It’ll come from existing networks that you’ve built trust with. Prior companies. Collegiate classmates. And geographical proximity.

50% will be opportunistic. Sitting next to a founder in coach. Standing in line at a coffee shop waiting for your friend, only to strike up a conversation with someone who’s been waiting even longer than you have for their friend. That friend of a friend’s spouse’s sister’s cousin you meet at your neighbor’s holiday party. Sitting next to someone who also is the proud parent of a Rottweiler at the dog park.

As such, only half your portfolio can be underwritten by an LP. Half will hardly be able to (with rare exceptions based on fund strategy). And that’s okay. Venture is a game of outliers. You need to increase the surface area for serendipity to stick. As long as most of your opportunistic deal flow is on-thesis. All in all, no more than 10% of your deals should truly be off-thesis. 20% if you have generous and/or venture-literate LPs, which often means their fund-of-fund portfolios are younger and still growing.

But of all the opportunistic deal flow out there, being open-minded of such opportunities is imperative. If you fish, you need to know when to reel it in. If you farm, you need to know when the crop is ripe enough to harvest. If you hunt, you must chase the game.

If you’re a fisher…

  • Build content libraries at scale. Increase the surface area for serendipity to stick. Meaningful and engaged distribution matters more than anything else. In an age of ephemeral attention, decide if you want to create ephemeral content (i.e. news, updates, trends) or evergreen content (i.e. timeless lessons, things that don’t change, classics). Do you want to stay on top of things or get to the bottom of things? The former requires you to stay on the rat wheel, else you disappear into obsolescence.
  • Stand for something. The hill you’re willing to die on must be unique to you, where most people would disagree. But then, you’d be the n of 1 for that belief. Highly optimized for those seeking such a perspective.
  • Host events. Stay top of mind.
  • Build super-connector networks. For some, that’s a scout program. For others, it’s a venture partner one. And others still, an emerging manager fund-of-funds.

If you’re a farmer…

  • Be more helpful than people would assume makes sense.
  • Get/stay involved in networks of aspiring entrepreneurs.
  • Nurture teams and help founders actively attract the best talent and the most enduring customers.
  • Work with founders and ecosystem builders who know how to be grateful. Do not lose the fruits of your labor because no one gave you a chance to harvest them, including yourself.

If you’re a hunter…

  • Move fast, close fast.
  • Be mobile. Be ready to meet your founders where they are at. Even if that means buying a flight out the next day. When everyone else uses a scheduling assistant and sits on Zoom, capitalize on in-person interactions with haste.
  • Know what you’re looking for before you find what you’re looking for, so that when you do come across one, even accidentally, you will have reached conviction before others have gotten to a first meeting.

Of course, most managers are often some permutation of the three. Rarely are they only one. And if they are, they are undeniably the industry’s best in each. Dare I say, as an emerging manager, it is better to spike in one than to just be proficient in all three.

Photo by Peter Burdon 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!


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.

When Do You Know If You’ve Grown Up as a VC? | El Pack w/ Ben Choi | Superclusters

ben choi

Ben Choi from Next Legacy joins David on El Pack to answer your questions on how to build a venture capital fund. We bring on 3 GPs at VC funds to ask 3 different questions.

Gilgamesh Ventures’ Miguel Armaza, also host of the incredible Fintech Leaders podcast, asks Ben what is the timing of when a GP should consider raising a Fund III.

Similarly, but not the same, Strange Ventures’ Tara Tan asks when an LP backs a Fund I, how do they know that this Fund I GP will last till Fund III.

Arkane Capital’s Arkady Kulik asks how one should think about building an LP community, especially as he brings in new and different LP archetypes into Arkane’s ecosystem.

Ben manages over $3.5B investments with premier venture capital firms as well as directly in early stage startups. He brings to Next Legacy a distinguished track record spanning three decades in the technology ecosystem.

Benโ€™s love for technology products formed the basis for his successful venture track record, including pre-PMF investments in Marketo (acquired for $4.75B) and CourseHero (last valued at $3.6B). He previously ran product for Adobeโ€™s Creative Cloud offerings and founded CoffeeTable, where he raised venture capital financing, built a team, and ultimately sold the company.

Ben is an alum and Board Member of the Society of Kauffman Fellows (venture capital leadership) and has also served his community on the Board of Directors for the San Francisco Chinese Culture Center, Childrenโ€™s Health Council, Church of the Pioneers Foundation, and IVCF.

Ben studied Computer Science at Harvard University before Mark Zuckerberg made it cool and received his MBA from Columbia Business School. Born in Peoria, raised in San Francisco, and educated in Cambridge, Ben now lives in Los Altos with his wife, Lydia, three very active sons, and a ball python.

You can find Ben on his socials here:
X / Twitter: https://x.com/benjichoi
LinkedIn: https://www.linkedin.com/in/bchoi/

Listen to the episode onย Apple Podcastsย andย Spotify. You can alsoย watch the episode on YouTube here.

OUTLINE:

[00:00] Intro
[05:05] Ben’s 2025 Halloween costume
[06:44] Jensen Huang’s leather jackets
[07:24] Jensen Huang’s answer to Ben’s one question
[10:05] Enter Miguel, Gilgamesh Ventures, Fintech Leaders
[14:43] What are good signals an LP looks for before a GP raises a Fund III?
[22:35] Why does Ben say ‘established’ starts at Fund IV?
[25:08] Who’s the audience for Miguel’s podcast?
[27:52] In case you want more like this…
[28:32] Enter Tara and Strange Ventures
[32:46] How does Ben know a Fund I will become a Fund III?
[36:53] How does Ben know if a GP will want to build an enduring career?
[40:58] How does Tara share a future GP she’d like to work with to Ben?
[42:43] Marriage and divorce rates in America
[43:34] What should a Fund I do to institutionalize?
[46:28] Should you share LP updates to current or prospective LPs?
[48:57] Enter Arkady and Arkane Capital
[51:09] How does one think through LP-community fit?
[1:01:31] What’s Arkady’s favorite board game?
[1:03:08] Ben’s last piece of advice to GPs
[1:09:50] My favorite Ben moment on Superclusters

SELECT LINKS FROM THIS EPISODE:

SELECT QUOTES FROM THIS EPISODE:

โ€œThe dance of fundraising is when you do have [your thesis], the LP has to figure out is this a rationalization of the past or is it actually what happened? Was this known at the time? Because if it was, we can have some confidence in the future going forward. But if it was just a rationalization of some randomness, then itโ€™s hard to know if Fund IV or V or VI will benefit from the same pattern.โ€ โ€” Ben Choi

On solo GPs bringing in future partners by Fund IIIโ€ฆ โ€œThe future unidentified partner is the largest risk that we have to decide to accept. So there actually isnโ€™t a moment where we decide this GP is going to be around for Fund III. Itโ€™s actually the dominating risk we look at and we get there, but itโ€™s a preponderance of other things that we need to build our conviction so high that weโ€™re willing to take that risk.โ€ โ€” Ben Choi

โ€œItโ€™s brutal. Itโ€™s a 30-year journey. For any GP who raises a single dollar from external LPs, itโ€™s a 30-year journey.โ€ โ€” Tara Tan

โ€œI donโ€™t think anyone goes into this business to raise capital, but your ability to raise capital is ultimately what allows you to be in this business.โ€ โ€” Ben Choi

On communityโ€ฆ โ€œYour core question is how much diversityโ€”in the technical term of diversityโ€”can you tolerate before you lose the sense of community.โ€ โ€” Ben Choi

โ€œMost letters from a parent contain a parent’s own lost dreams disguised as good advice.โ€ โ€” Kurt Vonnegut

โ€œFundraising is a journey of finding investors who want what you have to offer; itโ€™s not convincing somebody to do something.โ€ โ€” Ben Choi


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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.

Insight Per Half Hour

lightbulb, dark, insight

This is a blogpost where I’ll risk sounding like an asshole. Probably am already one to some, although I try not to be.

My jobโ€”as well as all other investors, hiring managers, talent agents, sports scouts, just to name a fewโ€”is to make decisions relatively quickly when faced with the pure volume of inflows. Not necessarily investment decisions, but in a brief interaction, it’s my job to figure out if I want to continue spending time with someone. And if I do know, I need to set expectations clearly as soon as I can. Usually within the first interaction. Because of that, I find it useful to develop heuristics.

(max age at which the knowledge one has today would still be impressive) – (age today) = (# of F’s given)

Where… negative F’s is a lost cause. You’re too late to the game. Zero F’s means it’s to be expected. Expectation meets reality. And the larger the number of positive F’s given, the more impressive you are.

Let me contextualize this.

Today, I know that 7 x 8 = 56. Not impressive at all. I’m 29, at the time of writing this post. The max age knowing what 7 x 8 is, and still be impressive, is probably 5 years old.

The Pythagorean Theorem probably caps out on the “impressive scale” at 8 or 9-years old before it’s to be expected. Maybe 10. There are some pieces of knowledge that have an expiration date on impressiveness. If you know E=mc2 at 6-years old, you might be a genius. If you brag about it at 30-years old, people will wonder what you’ve done with your life. That’s not to discount the folks who spend their life on the actual intricacies of the equation. There is also an age where it starts being worrisome if you still don’t know how to do something. At 10, if you know how to file taxes, people will shower praises at you. At 40, if you don’t know how to file your taxes, people will scoff.

The interesting thing is it extends beyond simple math. In venture, there is a certain point in your career that you need to know what pre- and post-money SAFEs are. You need to know the responsibilities of a board member, if you want to be a lead investor. You need to know how to file your K-1’s. You need to know what qualifies for QSBS. If you’re three months into your job as a VC, I don’t expect you to know how to negotiate pro-rata rights when a downstream investor wants you to sell a piece of your equity so they can keep their ownership targets. If you’re a VC, and not a GP, I don’t expect you to know the difference between a 3(c)(1) and a 3(c)(7) entity and that if you have a 3(c)(1) structure, then any LP owning more than 10% will be subject to the look-through rule and every single underlying LP in theirs counts as a beneficial owner and counts towards your 100 investor cap.

There is also so much free content online at this point that the max age where someone will still be impressed by a certain skillset or knowledge will continue to decrease as media democratizes knowledge. Made even easier with AI. Although do take niche knowledge generated by AI with a grain of salt.

The second part, which is equally as important, is: How did you acquire that piece of knowledge? For instance, one of the common “Would you rather?” assessments when I first jumped into venture was: Would you rather invest in someone who graduated from MIT with a 4.0 GPA or someone who took every free computer science course online to learn to built a software product? The common consensus on our team was the latter. The latter shows drive and intrinsic motivation. Critical for someone who’s a founder. Aram Verdiyan and Pejman Nozad call it “distance travelled”, a terminology I’ve since borrowed.

As such, both the insight and the insight development matters. It’s what I look for when I have an intro conversation with a GP and/or founder. It’s what I seek when I go to an investor’s annual summit. So much so, that in my notes, I keep track of who has the highest “insight per half hour.” And I have an extreme bias towards those who have something insightful to share almost every time I have a conversation with them, as well as those who accumulate insights faster than others.

Of course, this isn’t the end all, be all heuristic, but I find it helpful as a rough rule of thumb when a GP claims to have insight in a given area.

Photo by Ethan Hoover 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!


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.