How I Invest with David Weisburd - E222: Why 90% of Managers Fail Before Fund 3
Episode Date: October 6, 2025Why do ~90% of first-time managers fail before Fund II/III—and what separates durable fund builders from good investors? In this episode, I unpack that question with Conrad Shang, Founder & Managin...g Partner at Ensemble VC. We examine why being a great investor is necessary but not sufficient to be a great fund manager, how to build for durability across cycles, and the partnership practices that earn long-term LP trust. Conrad shares lessons from UTIMCO, Norwest, and Bain Capital Ventures; why sometimes the hardest move is sitting out frothy markets; and how Ensemble uses a team-first lens and internal data products to focus time on the few opportunities that matter. We also discuss defense tech’s shift from “taboo” to mainstream, and why communication cadence and transparency determine who survives the first four to five years—when most managers wash out.
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Today, I chat with Conrad Chang, who is the managing partner and co-founder at Ensemble VC,
bringing a rare perspective with experience as both an institutional limited partner and a two-time venture capitalist.
At UTIMCO, he oversaw a $4 billion venture portfolio within the $81.5 billion endowment,
guiding investments across diverse asset classes and regions.
Previously, Conrad invested in multiple unicorns at Northwest Venture Partners and Bain Capital Venture.
ventures, earning recognition as a top fund investor.
Surprisingly, the shift from Tier 1 VC firms to Alligator is a rare shift.
So they have a unique vantage point.
What do you think GPs should know about LPs that's not intuitive being in the GPC?
When you're a GP, you know, you're so focused on putting one foot in front of the other.
And, you know, what I mean by that is you're singularly focused on, you know, investing in, you know, one company at a time.
And so in some ways, like, you don't have the context of seeing the forest, I think, from the trees.
And, you know, that analogy kind of can mean a bunch of different things.
I think, you know, one, I think one of the takeaways, you know, from being in that seat is, you know, being a great investor is, you know, necessary but not sufficient to being a great fund manager, right?
So you can, you know, you can have invested in great companies, but when you go and, you know, decide to sound this journey of building a fund, starting a company, right, that happens to be a venture firm, you know, you're trying to build something, you know, durable. You're building a team. You're obviously, you know, fundraising, finding great LPs that, that believe in your mission. A single investment can be at, you know, you know, five to seven years. But when you're, you know, you know,
you're building a fund, you know, it's a minimum of 12 years, effectively, 10 to 12 years.
So the time horizon is longer.
To be a great fund manager, you have to do so much more, right?
You have to think about, you know, portfolio construction, right?
Not just a single investment, but what that looks like in a collection of investments.
And even before you're investing, right, you're thinking about how to build a great
partnership, right?
Not, you know, for year one or for year two, but, you know, for year five, six, your ten,
right for fun two three four five um and so you're you're actually doing a lot of um of like
reflection i think before you go out to go you know you start a fund like you really have to
believe that the world may not need another venture firm but the world needs your you know you know
venture fun i like that framing which is the gp is a business and some businesses get stuck in
the short term, a little myopic, serving the next customer, if you think about the portfolio
company as a customer. And some businesses are focused on the long term, which is how do we
build more franchises, how do we be more strategic with our time, our money, and our resources.
And obviously, you need both. If you're just strategic, you're in the Ivy Towers, you're not
really getting anything done. So for GPs that are so focused on just making the next investment,
what would be your one main piece of advice? It's easy, I think, to give advice. I think it's
very difficult to live this. So I don't think we're immune from, you know, trying to balance
between, you know, short-term and, I think, long-term, you know, long-term goals. I think
your LPs can actually play an important role in that, right?
You know, given the other managers that they've invested in, that may be, you know, much, you know, further out.
The advice I give, you know, GPs that are thinking about this or struggling with it, I think, one, you know, LPs are more than just, you know, all money is more than just green, right, in that standpoint, right?
I think your LPs, you know, you know, besides, you know, helping you, give you the capital to
going back, you know, great teams, they're also there to provide this very council of, you know,
how to think about short term and long term. And, you know, long term is really about durability.
I've been in venture since 2009 when I was at Bank Capital Ventures, which was not, frankly,
a great time to be in VC, right? I mean, it was right after the financial crisis.
You know, I was worried that I, you know, I was concerned that, hey, I may not even have a
job. I mean, just candidly, right? And I think the lesson there is, you know, venture is some
ways about survival, right? And I don't mean it in like, you know, I mean it in a very serious
way in that because venture is across, you know, multiple cycles, you want to play long ball and
you want to think about durability because you want to be around long enough to, you know,
successfully kind of build that franchise. And I think there's an interesting data point.
I may get the specific numbers wrong, but I heard Josh Koppelman talk about, you know, I think he
looked at the numbers. He looked at the average VC from 1980 to, you know, 2000, right?
Just kind of an arbitrary data point. 80, I think it was like something like 83 or maybe it was like,
you know, 80 plus percent or 90 plus percent of the profit dollars made for the average VC was made in
three years, right? And so if you weren't a VC during those three years, not surprisingly,
there's like 97 to 2000, right, then, you know, there's no money to be made for you or for your
LPs. And so that data point in itself suggests you want to be, you know, durable, right? You
want to, you know, be prudent and disciplined in terms of how you invest. You know, in that moment,
it's incredibly difficult. Think about 21, 22, right, which is a great example of that.
I think at the time, you know, we thought we were doing the right thing, but it was difficult
because I think it was almost 12 months that we didn't do a single deal.
And, you know, you're not, you know, sitting on your hands during that time.
It's super frustrating because you're meeting companies.
The rounds are getting done by, you know, you know, great investors.
You know, they're obviously overvalued, you know, 2020 hindsight.
And even at the time.
And so it's really hard to look around and see all of your peers being super active.
And then you're just sitting on your hands and everybody's looking at you like you're the crazy one.
But if you have the mentality, I think, of, hey, I want to be in the business over 20 years.
I want to build a successful franchise, not just a, you know, I'm going to build a firm, not to fund.
Then, you know, you kind of have to put your big boy and big girl pants on and sometimes kind of sit it out or be very, you know, thoughtful.
about when to deploy or how to deploy.
It's a bit of a paradox in that all ventures driven
by these extreme power laws.
So there's two things you could do.
You could be extremely lucky, which of course
is just not a real strategy.
Or you could be sit around and wait long enough
for that power lot to hit.
And I think that's this asymmetry that gets unlocked
by staying in the game by having those shots on goal
is one of the most underrated aspects.
I was just speaking to Dan Ives from Wedbush, this famous public investor.
And the analogy that he gave is, in order to be a great public investor in the tech space,
you have to be kind of average most of the time to 80 to 300.
And once in a while, you hit this Jeff Bezos like 1,000 X home run.
There's actually, there's power law like dynamics in the public markets, not just in the private
markets. If you had invested early in Apple as a public company or META or Tesla, you would have
these phenomenal returns. So I think there's this paradox in that in order to hit these extreme
outcomes, you do have to stay in the game. The way that you stay in the game is doing the work
and also things like the boring things, portfolio construction, sizing, and just being in the game
is such an underrated aspect. And it goes from when you're starting your first fund, first two,
everything's against you.
You don't have the track record.
You don't have the LP relationships.
Institutional LP's aren't taking a look at you.
And by Fund 3, everything's going for you.
But those four or five years is where 90% of managers at a minimum fail.
100%.
And I think here's a good example of it.
You always hear, you know, you can be too early.
Like you can be on time.
You can be late to a sector.
You can be too early in a sector.
So when I was at Norwest, you know, they're at, you know, ARVR, right, was a big thing.
And, you know, and like it didn't quite live up to expectations, right?
Folks were, you know, I think largely too early.
You know, for us, when we weren't investing out, you know, when we, you know, did our first, you know, I'd say pilot fund, we invested in a company called ICON.
So this is 2019.
And for those of you who may not be familiar with, is a robotics company that does 3D printing.
So they 3D print homes, you know, wrapped up a project with Linar, the nation's largest home builder,
building 100 homes.
But they also, you know, build for the, like the DoD, right?
So if you think you can, you know, build structures that are concrete and print them, you can
obviously do this in a conflict zone, build walls that are bulletproof and, you know, and so on and so on.
And so we invested in 2019, you know, defense.
was not really a thing, right?
Certainly there might have been dual use.
And in many ways, it was almost like a like a knock
on a company, right?
Selling it to the US government.
And it was tapu.
It was tapu, right?
I mean, people are locking themselves in buildings,
if you remember, through that experience
and then recognizing over time, you know,
where I think really high quality people, right,
people vote with their feet where they were,
saw opportunities and saw neat,
to go build businesses, you know, that allowed us to go make, I think, a super impactful
investment in our current fund. We were, you know, in the series of Serronic. And then that kind of,
you know, ended up, you know, further, I think, educating us, further seeing, you know, really
talented people, you know, moving in to fill this great need, right? And now it's like, you know,
now it's like obvious, right? There's, you know, these defense tech companies, but, you know, we
followed Seronic with chaos. You know, we invested in an appellate software company earlier this year
called Manifest, or the two founders were, you know, ex-Paleteer. The durability aspect of it,
kind of back to the original question is, you know, you have to, you know, play longball
because you don't necessarily know when, you know, exact right time is, right? But there are certain
proxies that you can do, which is, you know, seeing where, you know, high quality talent is
flowing, right? Which founding teams are, you know, the biggest talent magnets, right? That's kind of
our specialty, right, with, you know, our data platform. But, you know, if you're, if you're
playing long ball, right, then you can kind of make those bets. And you can kind of let the world
kind of catch up in some ways to, you know, where you're investing, right? Where these high
quality founders are, you know, are building companies. I think oftentimes you hear these
factors like talent, market size, traction, all these are positive. And you obviously,
obviously want all of them, but where would you stack rank the flow of talent as a leading
indicator of success? Is that more important than the market size? Is that more important
than the traction? How would you stack rank that? I think it can depend on the stage,
but even I think across stages, it's kind of an easy question for us, because it's a little
bit on the nose, but we call ourselves ensemble, right, for a reason. Well, it's a double
entangra, I suppose. So it was about us building a great team, but the initial idea of
of calling ourselves ensemble was really, you know, recognizing that it's all about the team.
And that's really important. And I'll make the distinction between, you know, it's all about the
founder or founders versus it's all about the team, right? I think it's an important distinction.
And some people kind of, you know, kind of, you know, kind of, you know, put everything in one bucket.
The reality of it is, is it takes a village to go create an outcome. And, you know, I had the good
fortune of, of, you know, being a seed investor in, you know, Casper. I was, you know, an early
investor in Udeme. And so kind of saw what it means to, um, to, you know, really require a village
to go create the outcome. And that extends beyond just the founders. And so for us, the most
important thing, you know, is the team. And so when we, you know, look at, um, a potential investment or
we're tracking, you know, a bunch of different companies, I think there's a lot of signal,
not just in the founders and where they came from, but how they think about who is their first
hire, right? So is it an engineer? Is it someone on the sales side, right? Is it go to market?
Right. Because that speaks volume to, it's a reflection about how they think they're, you know,
how they're going to build a company. And it's also a reflection of, of themselves, right?
of you know trying to find folks that are complimentary right or or the type of company that
are building you know very product engineering focused versus very good to market focus
and it also speaks volume of like how do they find this person right is it someone that they
had known you know for a long time right is it someone that they had worked with before
or is it you know they put a job posting out I'm not saying one is really good you know
that's good or bad but I think that dynamic of who's your first hire you know who's your first
sales hire who's your first product engineering hire how do you sequence that right what does that
team look like how are they complimentary there's so much there's so much of a story that tells
you know some of it you can you can measure right with data and others you know you get context for
meeting the founders and so what we like to do before we invest is we actually we like to go on site
you know not always but in most cases you like to go to their office we like to go meet the founders
and we like to go meet other folks on the team, right, very organically.
And that just, I think that just speaks volumes to, I think, the true reflection of a company,
and I'd say particularly at the early stage.
Going back to your time at UTIMCO at University of Texas Endowment,
as I mentioned, you went from the GPC at Bain and Northwest,
being capital ventures in Norwest to UTIMCO.
What were some of the lessons you learned right away,
which is like, holy crap, this is why these LPs liked us,
these LPs didn't like us.
In other words, from the LP perspective,
what is something that became immediately obvious
that is not obvious to most GPs today?
This is one that is a little bit counterintuitive, right?
Think about a sports team or something in some ways, right?
Like, you want to find the best.
absolute people, like, in their position, right?
You know, you look at shooting percentage or whatever it is, right?
And each individual person who's highly confident is going to make a great team, right?
The reality of it, I think, on the, it doesn't quite translate it on, I'd say, on the venture side.
And what I mean by that is the single most important factor that I observed when I was, you know, in the seat at Utimco was trust.
as the number one factor for a successful partnership, right?
So we go back and I love the fact that you asked that question about, you know, the short-term
and long-term trade-offs, right?
If your goal is to go build, you know, durability, right?
And success, like repeatable success, then trust is 100% the most important factor.
And what I mean by trust is, you know, I think it starts with the partnership, you know,
who you decide to go in business with.
In this case, it's, you know, Colin West, who I've known since, you know, 2013, right?
When we were both kind of junior VCs, you know, just having moved to the Bay Area,
you know, Colin was a, was a friend of mine.
My other co-founder, Gopi, you know, Colin had gop, you know,
had worked together, you know, for four or five years, you know, prior to us, you know,
really formalizing, you know, what ensemble is, you know, today.
And that trust factor, you know, again, starts with the partnership.
You know, you're not going to be in the same room, you know, all the time.
You're going to 100% disagree on things, right?
And the question is, how do you react to that in the moment, right?
Do you let your ego get in the way, draw a line in the sand, and then defend it to the death?
Right.
So, you know, great for your ego, but bad for the firm, right?
I've seen situations like that where, you know, and I argue kind of the bigger, the organization,
the harder it is to go is to you know do what's right for the organization you have so many different
personalities um but then that trust starts to extend to the folks that you hire right um and you know
meaning you want to give them as much rope as you can and um and you kind of like let them earn that
trust and you give them you know more and more rope and then it also extends to your LPs right
um you know how you communicate what you know what you share right and and even more cases
right, your LP is not going to be in the room.
You know, they'll make the investment, you know, you can catch up with annual meetings,
newsletters, you know, like even over text, right?
But the reality of it is that that LP is entrusting you, you know,
with dollars that are eventually going to go fund scholarships, right?
And they're not going to be in the same room.
And, you know, how do they have that level of trust that's going to extend, you know,
beyond the life of, you know, this fund and, you know, certainly into the next.
This term trust is a term many LPs use, and many LPs like you, who are at University of Texas,
will say it's even more important than returns.
Let's double-click and define exactly what it means to have trust with your LPs.
I know it sounds extremely obvious, but what are some examples?
And more importantly, what are some trade-offs?
So what is the skin the game for GP to have a trusting relationship with their LPs?
People will always think about, you know, the LP world is so distinct, right?
But I think having been in all these different seats, there's actually way more similarities
of the relationship between, say, a founder and a GP, and an LP and a GP.
I actually, like, I think it's super consistent.
And so an example of that is when you meet with the founder, how you got introduced to that founder, right?
Or how the founder gets introduced to that VC.
And I think it's the same, you know, when it comes to, you know, the beginning or the commencement of an LP relationship, right?
Which is, I think, in the ideal case, you're being introduced by other GPs, right?
That maybe that LP is our investment.
And that GP, you know, is you very well over, you know, not three months, but over, you know, ideally years.
and, you know, they can speak to that, that credibility and that trust factor, right?
So I kind of define this as like trust by proxy, right?
Trust is something that you cannot, or very, very difficult in most cases to establish
in any way outside of time, right, where a number of interactions, right?
And the way sometimes to shortcut that is what I call trust by proxy, right?
So you have a mutual connection that has deep relationships with, you know, both other, you know, sides.
It can kind of bridge that, right?
Not in a perfect way, but in a way that can help kind of, you know, build that relationship.
So that's one, right?
What's the nature of the commencement of that relationship, right?
Ideally, you want something through, you know, trust by proxy through warm introduction because it sets off the relationship is not a transaction.
right what it does is it's it catalyzes it in a in a relationship building exercise um and i
you know i would really credit like um you know my experience at utymco but also one of our
recent hires um you know caroline um who joined us from vista and it's really this mentality of
treating your lPs as as a true partner right so again i i kind of mentioned this earlier but
beyond capital and that's like everybody kind of says that right but what does that actually
mean. You know, what it means is that it's, it's, it's a two-way street, right? For the LP, you know,
they obviously want a financial return, but they're also looking to educate themselves on,
you know, specific, you know, areas that you may be investing in, right? Like, by the way,
they're not just running a venture portfolio, right? And even, even though I was running, you know,
venture at Utipco, I was also doing, you know, technology investments with, you know, buyout
managers, right? And so, like, sometimes the GP is so narrowly focused on kind of, like,
you know, their world and then forgetting that, you know, the LP, you know, venture is
important. And in many ways, like the alpha driver in their portfolio, but, you know, they're
managing a public portfolio. They're managing a private equity portfolio. And what you're doing
actually, you know, if you're investing in defense or investing in AI, right, it's going to
affect the other portions of the book.
And so what we do, and I think a lot of the managers do,
is we're certainly the best ones.
We'll take a step back and help educate their LPs
on certain areas that they may be interested in.
Our last annual meeting, before Serronic became such,
in many ways on people's radar,
Dino Mavrucus, who's the CEO and one of the co-founders,
came and spoke in our annual meeting, right?
Um, and this was like, uh, 2024 and, and so like, it kind of helped educate, I think,
folks on, you know, what does it mean to, you know, what does it mean to, you know,
to think about shipbuilding in the US, right?
What is the, the challenge that the US has relative to, you know, China, right?
Which has the biggest, you know, over 200 times the capacity of the US and shipbuilding.
Um, and then I'd say the street goes the other way when, you know, we're investing, you know,
real examples we were investing in a fintech company that was basically doing like cross-border
payments and we know one of our LPs actually a multifamily office based in Houston actually owned
a lot of these different kind of businesses that would be affected by it and they made introduction
to one of their like businesses that was not venture backed right and we were able to
have a conversation with them to help us understand, you know, what are the implications of,
you know, cross-border payments, specifically between certain corridors, like, what does that look
like? How does their business performing? Because ultimately, you know, the venture back
business, if it's successful, is going to kill that business, right? And so how do they think
about, you know, that threat? And so, again, it goes, it goes back to, you know, thinking about
building a firm, you know, with durability long ball, having a deep partnership.
with their LP. And what that means tactically is like, you know, this sounds crazy, but like talking
to your LPs, right, like making sure that there is, you know, active two-way communication.
Sometimes it's one way in the sense that you are sending probably more information than
they're reacting. But you have to over communicate, you know, with your LPs. One of the reasons
I was so excited about a conversation is because you had that two different tier one VC seats.
You had the Tier 1 LPC, you're the customer, you are the buyer, and you were in the room having these conversations.
And I think one of the things that GPs, when they hear, you want to trust a relationship, they think, sure, great, in theory.
But in reality, how does that look?
If you think about it from this construct of a partnership, which I love the framing, I have my business partner, Curtis, we sit down, we not only talk about business once in a while, we'll talk about, you know, we were both now married.
We talk about our wives.
We talk about our families.
Tell me where your analogy ends and maybe tell me the nuance in what it means to build a trusted relationship.
Yeah.
That's a great question.
You know, the first way to answer that, again, going back to the analogy of, well, what do you, what does a founder GP relationship look like?
So all those questions that you asked, how would you answer that with your own founders?
right? And so if you take that lens, I think one, it's hard to treat everybody equally, right?
Like, let's say everybody in your cap team, if you're the founder, right? Very, very difficult
to treat everybody practically, right? Yeah, it doesn't work, right? But that doesn't mean that the founder
does not communicate with even the, you know, 0.1% owner on the cap table, right? So how do they do that?
They do it in ways where they over communicate, but they do it in a more scalable way, right? So they're
constantly sending updates, right? Maybe it's a monthly update or a quarterly update, right?
They're giving the opportunity for even their small folks in the cap table to be heard
and to be seen, right? And that analogy extends to the LP side where you may have some
folks that aren't on your LPAC, maybe individual investors, but they should still, you know,
be in the loop and updated. And then more importantly, you should reach out to them if
you, you know, if one of them has a connection that's like quite valuable, right?
Like LPs and then GP, all they want to do is be helpful, right?
They don't want to be viewed as just money, right?
And sometimes it's only five days out of the 365 days in a day where that, you know,
LP can be helpful.
But in those five days, you know, it can be extremely, you know, valuable for the GP, right?
And so I think it's, you know, taking the initiative to, you know, reach out to your
LPs, you know, keep them updated, but also, you know, make sure that you're seeking, you know,
their advice when you know that they have, you know, a much better knowledge base, right?
You know, like in my TEMCO days, like, you're raising a continuation fund, right?
Or you're thinking about, you know, getting Intel in a specific LP, maybe in Europe that wants
to come in and they may have context, right?
So I think it's leveraging their unique knowledge base, you know, to help you make, you know,
better decisions. And then, you know, where does the analogy, you know, end? I actually do think
it's really important to, you know, think about not just the professional nature of the
relationship, but also a personal one, right? Again, I go back to the founder GP thing, right?
Like, it absolutely extends, you know, beyond just, you know, a board meeting or like, hey,
did you hire the VP of sales that I interviewed, you know, two weeks ago, right? It's,
hey, I know you're about to have a kid, you know, that's super excited.
writing, right? You know, you must be thinking about a bunch of different things, kind of how to balance that, right? Hey, you know, I know you're going through, you know, a family, you know, personal thing, right? Like, you know, just acknowledging you and saying, hey, like, you know, it makes sense for, you know, spend time on that or something, right? Like, we're all human, right? Like, just like the struggles of a founder who's starting a company going from zero to one. It's the same for, you know, fund managers, right? Or, you know, having to let go partner or whatever.
whatever it is. Not all your LPs are going to be equipped, right, to be that, that coach.
But you'll know the, you know, the few that you have a very deep, you know, personal connection
with where it's okay, I think, to, I think to share some of this, right? And you have to be
thoughtful, like, about, you know, what it makes sense to share. And so it's never like,
I'm going to share everything or I'm going to share nothing, right? That's not the framework,
right? The framework is like there's something in between. And I think a lot of folks take
the mentality of one or the other, right? And it's, it's probably somewhere in between. And I would
probably say it's probably a little bit more towards being open. Again, it's not to everybody
who's an LP in your fund, right? You know, I think it's to a handful of folks that they may not
even be your biggest check, but ones that, you know, you have a relationship with, that you can be
open with, because the reality of it is everybody's aligned, right? So, you know, your LPs
in your fund for, again, at least 12 years, right? Whether or not they decide to come in,
you know, the next fund or not, you have to earn that. But, you know, if they're in your fund,
they're, you know, it's a, it's a, it's a marriage for 12 years minimum. These are the conversations
not many people have, certainly not, not through podcasts, but I think this is where the relationship
alpha is, like where the truth lies. One of the most prevalent memes in asset allocation today
is that LPs are choosing to back fewer managers
and more let behind fewer arrows to use the Google analogy.
So there's this pressure to cut managers.
How do managers balance the desire to have a trusted,
long-term, sustainable relationship with LPs,
while also, you know, at the same time where in the market,
LPs are looking to chop managers?
And how do you thread that needle?
What are some best practices?
That's obviously, I think, top of mind for folks.
There's no silver bullet on any of this.
My perspective on this, and it's, you know, I kind of put my old D. Temco hat on,
but also, you know, the ensemble hat at the same time.
And the way I would answer this is it is what it is, right?
Meaning, like, if you have an issue, whether it's, you know, performance or, you know, within the organization, like, it's happened, right?
reality of it and it's not the fact that like something like this surface because that happens to
every firm right it's it's it's really the question of how do you address it and then how do you
communicate it um and i think like the you know i think the advice that i'd give myself and i get
others is you know i think understanding like one that i think the gravity of what it is right
and so you obviously don't want to communicate like every
little thing, right, to your LPs, not because you're not trying, you know, you want to avoid
being transparent, but two, like, you want them engaged on the things that are the most important,
right? And if they have, you know, if they're managing, you know, I think you Timco had,
I think it was like 16 Corvette VC managers and then some other, you know, legacy ones.
If everybody is like, you know, every time, you know, I stub my toe or something, right,
and I'm communicating that, the LP doesn't know when to engage on.
on the things that are more important, right?
So there is a threshold of importance, right?
And as an example, right, like, you know,
there's probably a lot of, you know,
even at a small firm there, you know,
there can be turnover at the junior level, right?
So like, do I communicate that?
Do I not, right?
You know, I'm not sure that that meets kind of the threshold, right?
But if it's someone more senior, then obviously like,
that affects, you know, economics,
it affects, you know, maybe some strategy things.
So that may be something to communicate, you know, with your LPs.
And then tactically, what you may want to do, right, just like a founder manages his or her board,
you may want to have this conversation, you know, one-on-one initially, right,
with the LPs that you have a very good relationship with, right?
That you have this level of trust, right?
And see how they react.
And then, you know, and then bring them into the circle of trust,
or they're already in the circle of trust,
and as you need to communicate that with other folks, they can help facilitate that or certainly
give you advice, right? Meaning, you know, it's a serious issue for the firm and, you know,
you think it's like, you know, the most important thing going on in your life and in the world
globally, right, because it's the first time you've come up with, you've run across this.
The reality of it is, you know, for the LPs that have been in the business a long time,
they see this, this is actually a more common issue, right? And so they can actually give you
counsel and how serious this actually is and you know what to do in this situation again you think
about a founder right who you know is in a situation of like hey you know had this co-founder right
you know it's not working out oh my god like i'm like stressing out about this and i know what to do
like this could kill the business the reality of it is if you look at if you're if you're a GP
and you've invested over you know many many companies across you know cycles like you this has
happened you know more than a few times right in your broad portfolio
And so you can actually have the data and the, you know, case studies to suggest, hey, like, this is kind of how you might want to manage this, right?
Just like GPs have a portfolio of founders, you know, the best LPs also have a portfolio VCs that they can pull from and draw, you know, experiences from.
I think that's probably like, you know, selectively, I think seeking counsel with the folks that, you know, you trust very, very deeply.
to summarize one is you don't want to be like the girl who cried wolf you don't have to send every every day and you're going to seem like you're not able to regulate your own emotions you want but you do want more transparency so probably the default human benchmark to communication is probably lower than the ideal one so for some reason gPs on average are way below their kind of optimal level of communication and also
So you want to make sure that your communication and the narrative that you're putting out, even if it's transparent, that you explain it in the right way.
And you might want to test that in a couple trusted circle before you kind of blast it out to 150 LPs.
Yeah, absolutely.
I go back to, you know, what are the best practices that you would give a founder on communication, right?
and you know it should be similar to how you communicate with your LPs it really shouldn't be that
different right I mean there's a little bit of nuance to it but at the end of the day you know you want
your founder to not text you on every little thing that you know is an issue that comes up in
the business you know surface the ones that are relevant you know maybe on a quarterly basis right
with you know in this you know you'd like to have that discussion one-on-one prior to the board meeting
right if it really warrants it
And you also want a founder to have a plan of action, right, in advance, not ask you,
hey, what are I doing for this problem, but say, here's the problem.
This is my course of action.
You know, am I missing something, right?
What is your feedback on the course of action that I'm planning to pursue?
One of these things that I've been thinking about is this concept of rooting things.
So rooting investment thesis.
So everybody might make the same.
buy decision to buy bitcoin but if i spent a year thinking about why when it goes up and down i'm not
going to sell so it's great if you bought bitcoin a hundred dollars if it goes up to 200 and then goes
down to 140 and you sold then you gave up the other you know 120 000 the other you know the
thousand x and i think this rootedness is also applies to relationships and lps if you assume that
on a long enough time horizon and i've literally talked to jonathan gray from blackstone cliff
Asnus from AQR about this very topic.
If Cliff Asnus and Jonathan Gray have had issues in their franchise, I guarantee with enough
time, any GP on this planet will have those issues.
And the way that they handled it also by over communicating, meeting with LPs, but I
would also add kind of the subtext of what they were saying is they built this trust also
over time ahead of that.
So if you think about it as the trust and the relationship as a tree trunk, you could
strengthen the roots of that tree trunk through trust ahead.
of the crisis because just and no one wants to be transactionized and if you're only talking to
your LPs when you need them or when there's a crisis it's not going to feel good for them and you're
likely on that chopping block that we talked about but if you build that relationship ahead of time
not only will they maybe not take capital from you if there's a good market opportunity the smart
LPs the very top top quartile LPs might even double down on you and allow you to actually
you know, build, build your alpha and build your franchise during difficult times.
It's easy to, you know, sometimes say these things. This is very hard to do in practice, right?
So it's not like, oh, there's like a, there's an instruction manual. You do this and you do this at
this cadence. I think it's just, if you just think about it, right, as a priority for the firm,
then, you know, it'll naturally kind of follow, you know, some of the things that you do, right?
It's an aspiration, I guess, in some ways, right?
You kind of have to aspire to build partnerships with their LPs,
even if some of those don't look like that today.
Right.
And then the second thing I'd say, and look, I was guilty of this when I was at UTIPCO as well, right?
Like, you know, I'm not casting stones on anybody here.
But you may overcommunicate.
You may do everything to try to establish a great relationship.
with your LP, but that LP may just not reciprocate, that's going to happen, right?
And that's okay, right?
But I think, like, again, if you're thinking about playing long ball and durability,
you just kind of have to go the extra effort to recognize that, hey, they're, you know,
they're managing a bunch of stuff, not just your fun and not just venture.
And so you may be setting them all this, you know, all these different materials, you know,
asking to catch up when you visit, you know, wherever they're based.
that, you know, get back to you, that's okay, right? I think making the effort, you know,
making sure that you're thinking of them is in itself, I think, what it means to be a good,
you know, a good partner, right? Say all this stuff and I think some people's reaction is like,
well, I tried that, right? But I'm not getting any love back. And that's happened to us also.
But every now and then, you know, you'll get a note and say, hey, you know, like we, you know, one of
things that we pride ourselves on since we, since we started was we will write a mid-year letter,
right? Like, and it's, you know, the first one, it was, you know, it took like months to write it
because we never wrote one of these before. It actually wasn't that, it was like, okay when I
go back and read it. But we've made the effort to write a mid-year letter every single year.
And then, you know, what's the greatest feeling in the world is when, you know, someone that you've
reached out to, you know, multiple times doesn't respond. But on this latest one, you know, they say,
hey, like, you know, great, great, great, made your letter, right?
Really enjoyed reading it, right?
And so, like, it's, it's, you kind of have to, you get credit for being active and being
thoughtful and, and, and, and, and, and, uh, being consistent, right?
You'll get feedback occasionally, probably not as much as you would like.
Um, but, you know, you should make sure that you're always acting like you're thinking
of them, right?
I think that's kind of like an, I don't know, like one principle to think about.
So Rahul McDahl, he's one of the greatest fundraisers alive, if not the greatest.
He's raised $99 billion.
And he tells a story on the podcast I did with him in that he talked to a $1.2 billion foundation.
The CIO told him that just that past year, he got 934 voicemails, not calls, but voicemails
from managers, not in his portfolio and not even talking to him about investing, about how he
should invest. And this is just this very, I guess, visceral way of showing how busy LPs are,
how overwhelmed they are. It truly is oftentimes not you. It's them, not you.
Did you find, you were at UTEMCO, which in many ways is, today I think it has 60, maybe 70 billion.
in, its endowment, it's one of, if not the most kind of coveted LPs in the world.
Tell me about your lived experience as an LP at such a prominent endowment.
So I joined, you know, right a little bit before the new CIO, Britt Harris, joined.
Britt was actually in our office, I don't know, like a month ago.
And he had come, you know, from TRS, which is the teacher retirement system of Texas.
And so I think one of the things that I really give, you know, Brit a lot of credit is, you know, I think further institutionalizing what was already a great endowment.
And what I mean by that is the way that you operate a, you know, $2 billion endowment versus a, you know, $60 or $70 billion endowment, right?
like intuitively has to be different.
One of the exciting things about Utimco is that the size of the endowment grew very, very
dramatically over, you know, the last, I don't know, 20, 30 years, right?
And there's, you know, there's a lot of history to it.
But, you know, some of it, you know, being in Texas, this was, you know, money coming from
the Permian Basin, right?
Like just some random historical context there.
And so Utimco had this really amazing opportunity in,
and task of not being short on cash and cash inflows,
but making sure that it was being invested, you know,
at scale, but in a very thoughtful and strategic way.
And to do it, you know, I'd say relatively quickly, right?
And, you know, as that endowment, I think, you know, grew,
I think the Utimka Board, I think rightly recognized
the need to really institutionalize and really help, you know,
evolve the endowment from you know smaller endowment to you know one that you know frankly
rivals the size of like a pension fund right i think utimpco is like number one or number two
depending on how you you know it's you know like how you measure it but effectively it's like one of the
you know it's like the largest endowment in the world and so you know when i was there um
it was kind of thinking about you know what processes that we want to apply you know across
see Timco to bring, you know, an additional level of rigor, but also a way to invest more
repeatedly and consistently, right? And, you know, what that tends to mean is, like, I think
formalizing, you know, the investment process, you know, how opportunities got surfaced. You know,
as the organization grew, making sure that everybody in different parts of the organization
were informed on, you know, what was coming down
pipeline, right? Again, you know, an endowment is not just venture, right? Not everybody who
sits around the table is equally versed in what that means, how to invest. Not everybody's
heard of Sequoia, right? And so making sure that there was a mechanism in place to, you know,
get everybody on the same page. And, you know, in some ways kind of standardize, you know,
that process. At the time, you know, when you ever you put new process in place, you know,
and you're learning and you're figuring things out
and doing something new,
like there are moments where it's not that fun, right?
But now that I, you know, I'm in the CED Ensemble,
you know, co-founded the firm,
it's really important to put process in place, right?
So you're not collecting a bunch of shiny objects
for one thing, right?
And then two, you can have repeatability in your performance, right?
And the grandest scale, it's an endowment.
Like, the downment is going to live, you know, beyond me, beyond you, my kids,
you know, everybody's kids for generation.
That's the hope, right?
And so the time horizon is almost infinite.
And so we have to, you know, in order to fund, you know, my scholarship and then, you know,
maybe my kids will go to UT on a full ride too.
You have to create like repeatability, you know, consistency.
And that was kind of an important lesson that we applied to ensemble.
So, you know, we're, you know, I kind of bucket ourselves as an emerging manager, right?
But when we've, you know, put together ensemble, we always had the mentality, again,
of being aspirational, like, institutional, right?
And so taking some of the lessons, you know, not from like, you know, True Ventures Fund 1,
but from True Ventures Fund 5, right, and saying, well, you know, how do we look more like
them?
How do we avoid, you know, maybe some hard lessons?
And so how do we make ourselves institutional?
Vinod Costa populized a zero million dollar business versus zero billion dollar business,
how they function from day one.
And you did see a simulation of dozens, if not hundreds of funds, venture funds at UTIMCO,
including some of the best funds in the world.
What were some practices that the very top GPs or the GPs that made it, let's just define it in the outcome?
What did they do from the very beginning that was different from the ones that,
that were even second or third quartile.
The best managers were the ones that could give you a sense of what they were looking at,
how they saw the world in a given moment.
So that goes back to like over communicating and transparency.
So I'd say that's kind of, you know, the outcome of it was, you know,
knowing kind of where folks were spending time, how they kind of thought about the world.
You may not, you know, agree with it or, you know, you may have
questions about it, but you had a sense of, like, who they were and, like, how they were
thinking about things. I think the second thing that the best managers did was, you know, I think
go out of their way to make sure that you knew what they were thinking, you know, meaning that
they would travel, you know, countless managers would make the effort to travel, you know,
down to Austin. Austin's a great place, right? But some of our managers were in Berlin or, you know,
Tel Aviv, but they would make that trip be very proactive about, you know, certainly you
can read it in a mid-year letter or an update, but more importantly, to build on that
relationship, that personal relationship, and that takes effort. So I think the best managers
did that. And then I think three, the best managers also made sure that the LP relationship
was with the firm. In addition to maybe having a strong, you know, like a close,
relationship with a specific partner. And so when I would go and visit specific managers,
I'd have the opportunity to go meet with, like, you know, multiple folks on the team, right?
I'd have exposure to the whole partnership. I'd meet with folks. And, you know, that way you can
kind of, the LP has a sense of, you know, how is this, how are these, you know, how is this
partnership functioning, right? Are folks on the same page? You know, how are they, you know, how are they
complimentary? Not when you're diligent seeing them on whether or not to re-up in this fund or to invest
in the fund, but, you know, how they're, you know, working together, you know, after you've
committed to the fund, right, as they're deploying the fund. But those are just, I think, some of
the ways that, you know, GPs, I think, have, you know, like, thoughtfully, I think, worked
with, you know, some of their LPs. It's downstream of this partnership mentality. If you have a
true partner, you're not going to send them a letter and you're going to make an effort to actually
meet with that. And again, like, this is a hard thing to do. I'm not, again, it sounds like, like,
you listen to this, like, oh, of course, like, but Conrad, like, you know, I'm a solo GP, right?
Or Conrad, you know, there's only like three people on the team, right? Like, we had to experience
all this also. And, you know, there's sometimes where we probably could communicate it better,
could have done things better. The reality of it is like, again, this is aspirational, right? So you have, you have to
make this a priority and kind of work towards best in class, right?
But if you're not thinking about it, then you're not like, you know, it's like if you go to the
gym, like, you know, and you're not working a specific muscle continuously, there's no
expectation that like you're going to, you know, you know, run faster when you go on the track
or something, right?
You kind of have to constantly cultivate this, even knowing that, you know, this isn't
going to, like, excellence is not overnight.
Right. It's this mentality. And we kind of, we practice this ourselves. I think a lot of the credit goes to Gopi, who's my other co-founder, who's our head of data science, head of engineering, of taking this like mentality building software, right? Which is like, V1 is not going to be like lights out, right? V1's probably going to be, it may be pretty crappy, right? But we're going to constantly iterate. It's not a point in time. And this is kind of it. This is a constant iterative.
and our aspiration is to get to like v infinite or every version of it will continuously be better.
I know for a fact, next week we're going to be better.
The products will be better than the week before and next year it's going to be like dramatically different.
And so we have that mentality, not just in us building product for, you know, for ensemble,
but ideally in how we're managing like, you know, marketing, how we're managing, you know, managing relationships with their LPs.
Like we're nowhere, we know we're not the best.
We're far from it, I think, in a lot of different ways.
But we're constantly looking inward and saying, hey, like, what can we do better?
And then having the expectation that a lot of the things we do aren't going to work and they may fail.
But that's not an excuse not to constantly try to new things, you know, to push the boundaries and do better.
If you think about it, all venture, performance, or any ask classes, relative.
If you think of this as relationship alpha, so you have your returns, you have your information alpha, you have this relationship alpha, a little bit goes a long way if your peer group is never flying to.
Maybe Austin's a little bit easier, but maybe it's North Dakota or Alaska and you're flying once a year.
That goes a long way.
So a little bit goes a long way as well.
So let's talk about ensemble, your fund.
Mutual friend told me that you have a 12x mark on your fund one.
First of all, is that true?
two is tell me about how you went about constructing fund one well um you know one yes like we're
very proud of the performance um in our fund one it was our pilot fund um and you know we had the
great fortune and maybe misfortune of like of you know having a very uh novel concept at the time
when we when we raised your first fund in 2018 which was around this idea that you could bring a
a product engineering culture and mindset to a venture fund right so you know obviously that means
you know being data driven but really having this very different approach of in order to get better
right we're going to go build software we're going to go build product right we're not going to throw
more people at it like we're not going to we're not going to we want to grow exponentially
or step function through software versus grow linearly um through um you know people and so at the time
Right, the use of software and data was, you know, not super obvious.
And so it was a very difficult fund to raise, right, kind of past the hat.
It was a very, it was also a small fund.
But, you know, we had the opportunity to go incubate this actually within Coffin Fellows to really experiment, you know, test this out.
And our sole objective in that phone one was to really prove that.
we could use data and use software and product in a way that could significantly
change how a venture firm would function and then in turn deliver better performance than
you know like you know the typical venture fund right so that was kind of the thesis right
could we radically you know implement more product engineering into a venture firm
You know, did we expect it to be, you know, like a 12-X fund and hopefully like, you know, you know, greater than that, which we think it can given some of our positions, it's, it outperformed our kind of wildest imagination, right, of, you know, of, you know, of very, very specifically, you know, finding great teams, right, not just great founders, you know, early, right, through a bunch of different signal that we could measure and track.
and then also use that early advantage to translate into collaboration with other funds
and then earning access, right?
And so that was the thesis that we proved.
We had 12 investments.
I think it was like five or six of the 12 ended up, you know, being, ended up companies
being valued over a billion, right?
So we had, you know, big, you know, Zoom in that portfolio as an example.
We had Perot, which is a Robin of India in that portfolio.
And so that was, I think, the initial, you know, proof of concept that allowed us to go think about, you know, the natural question after that is, well, how do you scale this strategy, right? You can you scale this strategy, right? When, you know, you're writing bigger checks, can you actually earn bigger access, right? You know, can you actually collaborate with other funds? Like, you know, can you have this kind of repeat hit rate in the next fund?
And so that thesis around using data and product and engineering has evolved significantly, you know, since our fund one.
And the best reflection of that is from, you know, the founders were now a team of 12.
Half of the folks on the team are data scientists and engineers.
And then the other half are investors and like folks in operation.
So people kind of say, oh, well, every fund is a data-driven fund now.
Like, I hope that's the case, right?
Because I think that'll actually deliver better allocation of capital.
So I want more and more folks to be data-driven.
But, you know, two, like, there's a spectrum of what it means to be product engineering-focused, you know, fund.
And, you know, we've extended, I think, that software advantage into every aspect of the venture fund.
So not just on the sourcing side, but also in the winning and value ads.
We've built products to help our founders, you know, access customers, you know, find great people to hire and then, you know, other functions as well.
Give me a very specific example of how data helps you make better investments.
The simplest way to describe it is thinking about how venture has been done, you know, since the very beginning, right, and the evolution of that.
and maybe the minimal evolution of that, which is historically, you know, when venture first
started, you put your firm on Sand Hill Road, right? And, you know, founders, you know, there weren't
that many firms. And so, you know, founders would, you know, find out about X firm and go visit you, right?
Over time, that's evolved to, you know, more nodes, right, in other cities and other places.
And, you know, founders don't necessarily just come to specific firms, but you basically,
find opportunities based on folks in your immediate network.
So, you know, maybe you used to work at Stripe or maybe, you know, you've been
an adventure for, you know, X number of years, you had, you know, had companies
went public and so you're backing those folks that are leaving those companies, right?
But it tends to be a very kind of, you know, finite network of folks, and you really
don't know where to hunt.
And so you're, you know, think of it almost like a random walk.
you're top of funnel, you're meeting a bunch of folks, and, you know, very few of them end up
translating into investments.
And the headline of that, and I always found this really odd, is, you know, VCs would always
say, hey, you know, hey, you know, how it's out you, Timco, like, hey, Mr. LP, you know, I met 10,000
companies or a thousand companies last year, right? And I made one in, you know, I made one or two
investments, right, out of meeting, you know, a thousand companies. And you're like, you know,
And they're like, they're so proud because it demonstrates the rigor that they have and, you know, how high a bar that they have.
The reality of it is that conversion is pretty bad.
If you think of any other, you know, sales organization, right, you get fired, right?
If you had to meet a thousand people and you sign up one customer or, you know, like a P.E.
firm doesn't work like that, right?
And so the question is, well, how do you actually change that funnel very dramatically?
Right, because the reality of it is you don't want to be spending time aimlessly meeting folks, right?
Even folks that get recommended to you, right?
Because you saw that conversion rate.
The reality of it is you want to redistribute your time, right, from the low value activities of first meetings to the high value activities of building the relationship, finding them early, and then positioning yourself to win what is, you know, very, very competitive, you know, deals.
And so it's shifting kind of what that funnel looks like from, you know, people.
a pyramid to maybe, you know, a diamond in terms of like time allocation. And so what
we've done is build a platform internally. We call it Unity. We have offshoot products
called Discovery. You know, we have a value add product called GTM 2.0. There's multiple
products that we have internally. But within Unity, what we're trying to do is dramatically
change, you know, where time is spent, right? So if you can actually refocus all of your energy
on a smaller set of opportunities that have a higher probability of generating, you know,
a big outcome, right?
Not a guarantee, right?
Then you can fundamentally reallocate all of your time to, you know, diligence in these
opportunities, you know, and, and also, you know, winning them.
And so the question is like, well, what does that, what does that look like?
And so for us, you know, that means not just having a box checking exercise of, hey, we,
you know, we use chat GPT or we buy a bunch of data.
from, you know, so and so that anybody can do, right?
It means, you know, building things, you know, vertically integrating, right?
So building our own product internally, right?
Like, we don't, you know, there's nowhere else to get kind of what we do, right?
Because we've actually built all the infrastructure internally, right?
Not just, you know, the application layer.
And that also means fundamentally building new process in the firm.
So how we meet as a team and how we run our process looks very, very different than what I did at Northwest and also I'm being capital.
We run it like a software company, right?
Every month we know what opportunities that we're going to be focused on.
We're probably 70% outbound as a result of that.
And then I'd say the latest kind of evolution of the firm is we've actually changed how we've hired.
And so that's probably the biggest distinction between, you know,
at least outside looking in of what it means to be a, you know, a data-driven fund is that we fundamentally
re-architected what the organization looks like. So not only is our, is my co-founder, one of my co-founders,
you know, head of data science, head of engineering, right? Gopi came from IBM Watson,
but we've hired, our most recent hires have been, you know, two of which have been on the engineering
side, right? And so half of us are on the engineering and data science side, right? It's not a box
checking exercise to say, okay, hey, you know, we have the enterprise license for chat
GPT and we've hired a data scientist, right? Like, we're good to go. Like, we're data
driven and we're going to have the advantage, right? The reality of it is like you're
constantly iterating, you're constantly building new product. And, you know, the new
product that will release at the end of the year, like we just thought about six months ago,
right, or even three months ago. And so we're constantly like, you know, innovating and
and building new things internally, you know,
versus, you know, like waiting for chat GPT to release, you know,
chat CP5 and, you know, or doing a deep research report or something, right?
Like, great.
Like, anybody can go do that, right?
It's fundamentally changing how your investment processes,
your decision process, and then what your organization looks like.
Give me some of your secret sauce.
What is some data that you're looking at that narrows down your top of funnel dramatically
that you look for investing at the early stage.
People always ask that.
I'll give you a couple of examples of it.
It's not like a Harvard Business School study, right?
Which is, you know, the person that's like, you know, left-handed that went to Stanford
that, you know, came from, you know, an immigrant family is going to be like, you know,
the amazing founder, right?
Like, it's not formulaic like that.
The reality of it is there's a bunch of different signal.
think of it as like stacking alphas, right?
Where each individual signal may not be that relevant,
but the amalgamation of multiple signals
actually drives meaningful alpha.
So that's like point one, just in terms of like philosophy.
The second one, I think, is contextualization.
And that's what, you know, LLMs and what AI has really helped accelerate for us.
Meaning, you know, if you're building a company that's in the consumer world
versus building something in the health care world selling to, you know, health systems,
how you build that team will look dramatically different, right?
You could, each team could be very, very high quality.
You know, both founders could have, you know, come from, I don't know, like Stripe or something, right?
But how you build that team out and what that team looks like and maybe what your co-founders will
look like will look dramatically different, right?
And it's intuitive because you go to market motion for a consumer company is very different.
then, you know, a healthcare AI company selling into health systems, right?
And so because we built the infrastructure, all of our data is not just the stacking
of a bunch of different signals, but it's the contextualization and knowing and understanding
what a company does, right?
So saying, hey, this is a great team, but not a great team for a consumer company, right?
where, hey, this is actually a great team within health care, within the AI, and also relative
to the stage, like, you have to contextualize it.
So that's kind of like, like, I offer that because it's an important framework, right?
And then, like, on the specifics, like one example that you can actually track a measure
that folks kind of use intuitively, and I mentioned this earlier, is like, did people
and the team work together in the past, right? And so, like, you know, what will happen
in the traditional sense is you'll meet a founder and then you'll maybe meet the head of engineering
be like, oh, like, awesome, like, oh, like, no wonder there's great chemistry that they, you know,
seem to work well as a team because, oh, they had worked together for four or five years, maybe not
in the last job, but, you know, in a prior job at like Facebook or something, right? So you're like,
oh, that actually is great. That makes a lot of sense, right? There's probably less team
risk there because you know they've known each other they've worked each other they kind of know
every you know the skeletons in their closets or something right but it's kind of it's like
you know ex ante right ex you know after the fact of you meeting the founder what we've done
and it's not the only thing we look at and sometimes it's less important but you know when founders
choose to come together to work together right or their first second third hires are folks that
they had worked together in the past, there's a lot of interesting signal, right,
where, you know, A players, you know, tend to want to work together again because they have
the context of knowing, you know, how people, you know, work in high pressure environments, right,
when the company's growing really quickly, right, or they're handpicking, right, the best
within a certain group, right? Like, we do a fair amount of, you know, you know, A&D or like, you know,
like defense investing under the broader umbrella of deep tech, and you see, you know,
folks at Anderil kind of leave together in, you know, in, you know, pockets, right?
Ander will probably may not love that, right?
But you're seeing, you know, someone who's leaving as a founder being very selective
about the folks that they're bringing on to the team, right?
Maybe an old colleague, not in the same group, but this other group at Andrew.
Like, like we've seen that, you know, across the board.
the reality of it is like you can actually measure that right the challenges is that a human just can't do that at scale right but you know building a product you can measure that one attribute but you can also look at a thousand attributes and you can do that across you know 100,000 companies and you could do that across you know 30 40 50 million people right because the beauty of of you know software infrastructure is that it's infinitely customizable and it's in
infinitely scalable. So we don't have to go hire and build a giant team, right? Which is like,
people are linear, right? Whereas software and, you know, and data, you know, can be exponential.
And it's, at the very least, it's a step function. And so that's kind of our framework of how
we solve problems. Awesome. Well, this has been fascinating conversation. I appreciate you jumping on
and looking forward to continuing this conversation live. This is great. Thanks, David.
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