Invest Like the Best with Patrick O'Shaughnessy - Ram Parameswaran - Internet Scale Businesses – [Invest Like the Best, EP.207]

Episode Date: January 5, 2021

My guest today is Ram Parameswaran, founder of Octahedron Capital. Ram started Octahedron this year after more than 5 years as a partner at Altimeter Capital where he made investments in Square, Byted...ance, Pinduoduo, and Udaan. In our conversation we cover the potential for internet scale businesses, explore the common characteristics of these businesses, and then go through a rapid-fire round of the most important qualities for 8 business models. This conversation was a blast of energy and could have gone on for 2 more hours. I hope to have Ram on again and can't imagine what his conversations are like at the dinner table with his wife and former podcast guest, Anu Hariharan. Please enjoy this awesome conversation with Ram Parameswaran.     For the full show notes, transcript, and links to mentioned content check out https://www.joincolossus.com/episodes/22392883/parameswaran-internet-scale-businesses   This episode of Invest Like the Best is sponsored by Canalyst. Canalyst is the leading destination for public company data and analysis.  If you’re a professional equity investor and haven’t talked to Canalyst recently, you should give them a shout. Learn more and try Canalyst for yourself at canalyst.com/Patrick.     This episode is brought to you by the MIT Investment Management Company (MITIMCO). MITIMCO is always on the looking for promising investment managers with the potential to compound our capital for a decade or more. If you think your firm is too small, too young, or too non-institutional, you might just be exactly what we are looking for. Check us out at https://mitimco.org/partner/ or e-mail us at  partner@mitimco.org. Please also see our new page for emerging managers https://mitimco.org/emerging-managers/.    Invest like the Best is a property of Colossus Inc. For more episodes of Invest Like the Best go to https://www.joincolossus.com/episodes.  Stay up to date on all our podcasts by signing up to Colossus Weekly, our quick dive every Sunday highlighting the top business and investing concepts from our podcasts and the best of what we read that week.  Sign up here - https://www.joincolossus.com/newsletter.   Follow Patrick on Twitter at @patrick_oshag Follow Colossus on Twitter at @JoinColossus   Show Notes [00:03:45] – [First question] – The opportunity of the commercial internet [00:11:18] – Identifying the companies that will take advantage of this shift to online commerce [00:18:30] – How businesses build scale, in particular internet vs non-internet businesses             [00:23:09] – How Amazon Wins: By Steamrolling Rivals and Partners [00:24:19] – The Carvana playbook [00:30:11] – Using frequency of use as a factor in valuing a business [00:33:55] – Evaluating ByteDance and what can others learn from them [00:40:52] – Finding success in an experiment [00:43:32] – How online commerce business will grow globally, with India in focus [00:55:28] – How they approach and evaluate online advertising businesses [00:54:50] – Evaluating direct content subscription online businesses [00:55:42] – Biggest challenges in building ecommerce online businesses [00:58:31] – The lens to evaluate online marketplace businesses [00:59:43] – What distinct things matter for on-demand online businesses [01:01:56] – The competition in the online payment space business [01:06:35] – Rake/Take rates outside of the US [01:08:25] – Things that matter for consumer software [01:10:25] – How that compares to enterprise software [01:11:44] – Evaluating developer companies             [01:11:51] – Jeff Lawson Podcast Episode [01:13:53] – Advice to help people be successful early in their investing career [01:17:22] – Kindest thing anyone has done for him

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Starting point is 00:00:00 This episode of Invest Like the Best is sponsored by Canalyst. Canalyst is the leading destination for public company data and analysis. I'd heard of Canalyst over the past few years and became more interested after meeting the founder and CEO last year to pick his brain about SaaS businesses. Founded by a former by side analyst who encountered friction in sourcing, building, and updating models. Canalist is now used by over 300 institutions, including the largest money managers in North America and by a number of guests on the show. With detailed company-specific models on virtually every, investable public equity, Canales clients are able to react more quickly. If you've been scrambling to keep up with a deluge of IPOs these days, Canales has models on DoorDash, Palantir, Airbnb, and everything in between. Their pre-IPO models are built as soon as the S-1 hits and include all segments, KPIs, and non-gap figures. If you're a professional equity investor and haven't talked to Canales recently, you should give them a shout.
Starting point is 00:00:52 Learn more and try Canales for yourself at canalist.com forward slash Patrick. That's C-A-N-L-Y-S-T-com.com. Patrick. Stay tuned at the end of the episode where I talked to Canalyst's customer Fenimore asset management about how Canales helps their firm better find and manage their investments. Hey everyone, Patrick here to highlight a very unique sponsor. This week's episode is brought to you by the MIT Investment Management Company, also known as Matimco, the Endowment Office of MIT. New and small investment funds, listen up. Matimco is looking to find investors starting funds today. Matimco is partnership-driven, long-term focused, and has an extensive history of backing investors early in their careers.
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Starting point is 00:02:19 Hello and welcome, everyone. I'm Patrick O'Shaughnessy and this is Invest like the Best. This show is an open-ended exploration of markets, ideas, methods, stories, and of strategies that will help you better invest both your time and your money. You can learn more and stay up to date at investorfieldguide.com. Patrick O'Shaughnessy is the CEO of O'Shaughnessy Asset Management. All opinions expressed by Patrick and podcast guests are solely their own opinions and do not reflect the opinion of O'Shaunsi Asset Management. This podcast is for informational purposes only and should not be relied upon as a basis
Starting point is 00:02:55 for investment decisions. Clients of Oshonosi asset management may maintain positions and the securities discussed in this podcast. My guest today is Rom Parrae Miz Warren, founder of Octahedron Capital. Ram started Octahedron this year after more than five years as a partner at Altimiter Capital where he led investments in Square, Bite Dance, Pingduo, Duo, and Udan. In our conversation, we cover the potential for internet-scale businesses, explore the common characteristics of these businesses, and then go through a rapid-fire round of the most important qualities for eight different business models. This conversation was a blast of energy and could have gone on for two more hours. I hope to have Rahman again and can't imagine what his conversations are like at the dinner table
Starting point is 00:03:37 with his wife and former podcast guest, Anu Hari Haren. Please enjoy this awesome conversation with Ram, pardon, Muzwaran. So, Ram, I think we have to set the stage here with the broadest description of the opportunity that you see in front of us as you can. I'll call this the commercial internet. Maybe you could just describe what that phrase means to you, why you think it represents the size of the opportunity that it does. Thank you for having me on the podcast. So when I think about the internet, I think about what is the sum totality of human knowledge, human creativity, and human capability?
Starting point is 00:04:12 It's very difficult to put a number on it, but here are a few attempts of doing it. If you think about the global GDP of $85 trillion plus, I just think there's just so much opportunity still left for the internet penetrating that entire. global GDP. So the internet's what? 30 years old. It's a utility for all of us. And it took us years to get here. But after 30 years in 2020, I think we're at that beginning of that escrow. And it's happened now because of a few things that have happened over the last 20 or 30 years. Number one, we have ubiquitous high speed connectivity on mobile devices and future mobile devices. Now that's been a process at work and I was a part of it for years. And now it's real.
Starting point is 00:04:49 If we cannot stream a high 4K video on your mobile phone, you're going to be really annoyed right now. But this wasn't the case even 15 years ago, number one. Number two is you've now got cloud infrastructure and tools that drive cloud infrastructure that allow every single piece of global GDP to become a part of the mobile internet. That's the second piece. And now with COVID, which is this unfortunate situation we live in right now, COVID's basically allowed people and talent to be globally discoverable and globally utilized. So when you pit infrastructure,
Starting point is 00:05:24 tools, and people together, now we can see how, gosh, where the beginning of that S-curb and potentially a Cambrian explosion of companies that convert every single piece of consumer internet and every single piece of the business internet onto the overall flow of the internet. Let's quantify that for a little bit. I think a few months ago you had John Collison on your podcast and he said something wonderful, which has struck to me since then. He said, Stribe's job is to increase the GDP of the internet. It was probably the most elegant way I've heard this describe in a long time. So we took over the last few months a chance to kind of quantify that.
Starting point is 00:05:59 If you think about it, the total earnings today of internet companies as the percentage of total earnings globally is between 5% and 7%. This net income of internet companies divided by total earnings globally. That's number one. Number two is, by any measure, the volume that is sent through the internet. It's still in the mid-single digits right now. And number three is if you look at the market capitalization
Starting point is 00:06:22 of internet companies as a percentage of total global market cap, it's around 10%. So all by any definition, we're so dependent on the internet right now, and yet, even today, less than 10% by almost any measure, is still conducted via the internet. And so when you put together the explosion of people capability, explosion of tools, and connectivity together,
Starting point is 00:06:44 you have to believe, or we definitely believe, that over the next 20 or 30 years, we go up that S curve from a 10% penetration rate to 50, 60, 70% in the course of time. So let's quantify this even further. So now let's talk about 2019 as a base, and let's talk about how I think about the internet. So fundamentally, the internet has two pieces to it. You've got the front end. And what's the front end? The front end is marketplaces, e-commerce companies, on-demand businesses,
Starting point is 00:07:11 and advertising and content solutions. That's the front end, the apps that we use every day. Behind this sits two pieces, the first piece being payments that really kind of lubricates the entire economy going forward, and then what I call certain parts of software, not all software, but certain parts of software that drive the cloud infrastructure, which then drives the internet forward. So let's talk about these pieces holistic and say a couple of very small pieces out of this. So let's talk about the front end and let's talk about marketplaces and e-commerce companies.
Starting point is 00:07:40 In 2019, globally, we spent a lot of it. around $60 trillion on products and services as a civilization. Now, even if you assume, gosh, three to four percent K go over the next 20 years, by 2040, this is going to be closer to 120, 125 trillion in volume totally spent by the world. And if you take any definition of, for example, some online penetration goes, say 30 to 35 percent across products and services, you end up with 40 to 45 trillion dollars conducted via the internet only in e-commerce and some services. What is the net income margin of these products and services? Let's assume products are 5 to 6 percent and services end up being 2 to 3 percent. Well, if you take 4 percent on 45
Starting point is 00:08:23 trillion of volume, you end up at 1.5 trillion of net income only on products and services around the world assuming a 30 percent penetration. By our estimates in 2019, that number was 30 to 50 billion. So let's think about that. The next 20 years, you have a five percent in Kager on overall growth, which is to be expected, you have a penetration curve going up, but then you see the explosion of earnings going from 50 billion to 1.5 trillion. So at 30x over the next 20 years alone, just on e-commerce and just on services. That's number one. What would you price this at? What would $1.5 trillion of net income be valued at in 40 years? I don't know what rates are going to be at, but let's assume it's 20 to 30 times earnings. You have 40 to 50 trillion
Starting point is 00:09:14 dollars of equity value yet to be created from now, just on products and services alone. Then you can take advertising. Advertising, typically asymptotes to 1% of total global GDP. So what's the global GDP right now? 85 trillion. It doubles in 20 years, 3% Kega. You have 170 trillion in GDP, and assuming a 1% penetration, that's $1.6 trillion of. so of just ad revenue. Twenty-five percent net income margins takes you to the $500 billion range in net income. What is the value of $500 billion? 10 trillion, 12 trillion? I'm just not sure. So you can see how just on the basis of advertising, which I think is conservative, if you assume a one-person asymptote of GDP, and just in the basis of product and services,
Starting point is 00:10:01 you end up with $50, $60 trillion of equity value today. So today, we covered around 45 stocks in the firm, and I did this piece of analysis before we caught up, we calculated around 10, we covered 10 trillion dollars worth market cap. And I assume that we missed a bunch of companies, it's probably $13 to $14 trillion a market cap embedded today in 2020. But in 2040, just on the basis of two pieces, advertising, products in e-commerce, which is calculated 45 plus 10 to 15 to $60 trillion. Just this piece alone is a six-x from here. Now, what about pay? What about content? What about gaming? What about all the piece of software? You can very conservatively say there's a hundred trillion dollar plus opportunity still ahead of us. And just this morning, a friend of mine put this piece together on what changes in 2021. And my answer was nothing. We have more e-commerce penetration, more on-demand penetration. And then more importantly, because now we have all these wonderful tools like podcast and Twitter, I'm fully convinced that the entire of human creativity is now available and up for grabs. That's what gets me so excited. We always want to
Starting point is 00:11:14 find the next new thing. I think the next new thing is staring us in the face right now. I love the framing of this as early days. I know your previous career was as an engineer, even working on some of like the 3 and 4G technology for mobile phones. But this idea that from the 90s through to today, we've basically gotten ourselves to the point that we can start to now transfer offline commerce. I'm just going to call it commerce, generally speaking, GDP. onto the internet. And I'd love to transition now had you lay out that opportunities in such an interesting way into some very specific examples of how this begins to manifest. So I think of something like a Walmart where, of course, they've got large e-commerce business, a much larger
Starting point is 00:11:52 offline commerce business, but obviously transitioning one direction. How do you as an investor look for opportunities either from new companies or existing companies that are going to most capitalize on this trend, assuming that everything you said to open is correct. How do you frame who might capture share, profit pool, free cash flow share in this, we'll call it massive internet transition over the next 30 years? So I have a bit of a bias, and my bias is towards working with newer, younger companies that are on the side of disruption versus companies that can reinvent themselves. So there's a bias embedded in my assumption.
Starting point is 00:12:28 So let's start with that first. So the beauty about creative disruption in tech is anybody who started something and built something better be very, very paranoid because there's somebody right behind them going to disrupt them. That's number one. So I'd say that our general framing to think about almost any company starts with team. So there's usually been an old framework we use. Team, Tam, growth intensity, growth culture, and unity economics. So those are the four things that I think are whether you invest in payments or software or internet,
Starting point is 00:12:57 it's the same thing in my framework. The one variable that I have dropped completely is the TAM equation because I've historically gotten TAM completely wrong. I've always underestimated TAN. And if you believe what I said we think is going to happen on the internet, there is just infinite potential in almost every single vertical ahead of us. So let's talk about new companies. Generally speaking, we don't invest early on in the lifecycle of companies, especially in internet because I find people who invest, they are, it's almost like black magic. I just couldn't do it. I look for companies that have created real tangible business models. And for me, the one thing that I look at is the unity economics of the business model. In the internet, there's been so much noise
Starting point is 00:13:39 in confusion over the last few years that all these companies burn so much money and burning all these VC capital and gosh, there's no business we built here. And this will all come to an end one day. I cannot disagree more with that view. Because anybody who's investing in a company, obviously there are some lazy thesis out there, but the reality is that the only thing we focus on is, is the company able to make money on a per unit basis, whether it's a unit or whether it's a hyper-local area? You look at DoorDash overall, which is a company we own, yes, they burnt a lot of money for a long time, but as long as they were making money on a street level, you knew that this model is translatable to the entire country. So that brings me to the second point. So the first point
Starting point is 00:14:20 is unity economics. We tend to focus on unit economics and break it down, 10 ways to Sunday, by geography, by demographic, by subscription model, etc, et cetera, et cetera. And we absolutely want to see real free cash flow on a per unit basis in almost every scenario. That's number one. Because once you find that, then you come to the second point, which is the growth mentality. We as a firm do not invest in companies growing 20% for a long time. We want to see you expanding and capturing as with market share as possible, because even in a
Starting point is 00:14:51 oligopoly or a duopoly to the larger company. goes a majority of the operating profit dollars in that particular vertical. That's number one. The growth mentality is so hard to capture. The way I tested out is I want to see the management team primarily looking for high and great growth marketers, having a culture of frugality. I love companies that are very, very frugal in the way they operate. They penny pinch for the most part. And I think the best companies in the world tend to penny pinch at the internet. Look at the classic use of booking.com. Extremely frugal business. Look at DoorDash. extremely frugal business. Look at bite dance. Look at Amazon. Frugal businesses. Even Facebook,
Starting point is 00:15:29 despite the fact they have all these perks and pay people well, they are a relatively frugal business that everyone is incentivized to be very frugal with their time and spend their time at the highest productivity applications. Frugality and growth mentality almost go hand in hand for me in many of the cases I've seen. You try to not spend too much and try to get the most oomph of what little resources you have. So the growth mentality is so important. And then find you come to the team. And again, I want to only work with people who are honest, high integrity and who we can basically sleep well at night knowing that they will take care of our capital. I spend a lot of time testing out, doing back channel references on the CEO, CFO, just the quality
Starting point is 00:16:11 of people they hire. I just want to make sure that, listen, we are hopefully going to be the journey for 10 years with you. And for me, integrity and trust is probably the most important thing. Most of the frameworks are used for almost everything in the earlier stages, especially in the private markets. The same thing is true for the public markets as well. We generally try to find similar principles and similar philosophies. So now, their question was about what other companies making the change? Finally, after 20 years again, we're seeing old school companies finally figure out the e-commerce model, for example. E-commerce is one of the oldest parts of the internet. You had travel and then e-commerce. And maybe you'd argue travel is a part of e-commerce. But if you look at 20 years, there was a time I still remember where Target used Amazon to run their website. We've been doing a lot of soul searching on companies like, hey, what are omnichannel business is going to do in the future?
Starting point is 00:17:01 And now with a number of tools available, you finally enable both SMBs, as well as large corporations, kind of evolve themselves into internet forward businesses. Within that, companies that we don't like are companies who are just not willing to evolve and are willing to die, you can broadly divide this group into brands and retailers. If you look at the retailers, obviously Costco, obviously Walmart and obviously Target, obviously William Sonoma. Four big companies come to my mind. That said, even with these companies,
Starting point is 00:17:30 I would rather invest in the picks and shovels and the distribution layer. I am a bigger fan of owning Instacart stock than owning Walmart stock or Target stock. If you either the retailers for a second, I have an even bigger affinity for brands. We, as a firm, started doing work on Nike, and Lulu Lemon. Because I think brands that have this pole position and customer love, historically
Starting point is 00:17:51 highly distributed, but also earned very high margins because Nike earns high margins, so does Lulu for the quality of product. Well, now if they transition to an e-commerce business, they expand the TAM for themselves, they reduce their store footprint, which gets them more efficient, and they create more software in their ecosystem, which increases their margins. For me, if you look at existing companies transitioning onto the new world, I have a preferreferior. for the infrastructure providers, such as a DoorDash, such as an Instacart, such as a RAPI and Latin America, within the retailers and brands, I have a preference for brands. And again, if you looked at Nike's reports from a few days ago, boy, it wasn't impressive. Incredible numbers.
Starting point is 00:18:31 Yeah. I love this concept of brands transitioning into the internet, but it brings up the question you mentioned scale earlier and the preference for very high growth in companies that you're looking at. I think internet scale is an interesting phrase and concept. of the most powerful ways to have a great business is to get to scale faster than others. Talk about your views on scale, achieving it. What does it mean for you to say a business has scale? And how is that different for an internet business versus a non-internet business? It's difficult for me to comment on non-internet business because it's just not part of my circle of competence. So let me talk about how I think about internet scale. So first of all,
Starting point is 00:19:08 from a qualitative perspective, I tend to love companies that have a product that is not sold, that has pulled off the shelf. And this is applicable to software companies, payments companies, and internet companies. If you have a product that's pulled off the shelf by your consumers, where there's a bit of a viral loop, whether it's customer love, you start seeing the beginnings of internet-like behavior. What does that really mean? It means that you don't have to put a bunch of marketing into growing your business, which also means that most of the efforts in the company, especially in the early stages, happened from a product-driven perspective. Product-driven, customer-obsessed firms generally tend to have the initial potential of becoming Internet-scale business.
Starting point is 00:19:51 Let's start there. Number two, I want to see companies that reduce friction for consumers and businesses. I think there's an old saying that distribution trumps product innovation all day long. For me, it's about I look for companies where they reduce the friction for whatever the business or the consumer wants to achieve. Let's get the case of Twilio as a company. I love Twilio as a business. It's a software company. But any API model, what does it do with?
Starting point is 00:20:15 It allows developers to expand the total amount of things they can do and makes their life easier. When you reduce friction for developers or reduce friction for SMBs by allowing them to put up a website and three clicks like Shopify, when you have TikTok, which allows a creator to create a professional video within 15 minutes, or you have Instagram that allows everyone to look and feel like a professional photographer, that reduces friction. When you can click like yesterday, I just got this mic you asked me to buy for this podcast on Instacard via Best Buy.
Starting point is 00:20:45 One click, pay $10 as a tip for convenience to bring a mic and a webcam to me. That reduces friction. I love companies. In fact, the only thing we look for, primarily from product perspective, does it reduce friction to achieve human needs? The number one you have is, are people pulling the product off the shelf? Number two is, does it reduce friction? That number three, of course, is, listen, are there smart marketing channels that
Starting point is 00:21:09 once you find that product market fit, are there smart marketing channels you can use in order to scale your business and is the team being very smart about this channel? So obviously, many years ago, people used to have entire businesses built on Google, SEM, and SEO. Classic examples, booking.com. They were selling hotels online, but they built the best SEO engine in the world. Nobody could beat them at that stuff. In fact, the heart of that business is the SCEO-SEM engine. It just so happens they sell hotels, but I bet if you've put with that on selling cars or selling food, they do a bank up job anyway. Then everyone pivoted to using Facebook as their next driver of growth. Now, Facebook obviously taps out after a while,
Starting point is 00:21:50 which is why we saw all these DTC businesses get to $10, $20 million of volume, and then it became unaffordable to scale on Facebook. But Facebook has the biggest reach and the most targeting variables out there. So it is an absolute beast for growing your business. But then I look for very interesting other channels. Like, if you take DoorDash, for example, I find it very impressive. that they use Square Cash app as a way to grow their business. Companies that constantly find the next interesting hack to grow that business also tells me that there's some internet scale potential in that business. So you have the growth mentality, the virality of consumer adoption, and then reducing friction. Typically, those three or four factors really tells me that, hey,
Starting point is 00:22:32 there is an internet scale business to be built here. Now, what does scale really mean? The hard part is when you do these three things, what effectively happens is, unit economics look really good. And then if you have a unit economics working product, then you can pour growth marketing on it to scale it without losing money. And it's hard to say internet scale because reality is a few years ago when I was sitting with one of my old colleagues, we were talking about trillion dollar businesses and it was so difficult to imagine a trillion dollar EV business even three or four years ago. And now we consistently talk about trillion dollar businesses. The way I think about internet scale is There was an article in the Wall Street Journal today about Amazon killing Shopify and killing
Starting point is 00:23:10 Wayfair and copying everybody. And I said, it doesn't matter. Amazon will be a three, four trillion dollar business in the next decade. It's reasonably obvious. But hey, Shopify will also be a $500 billion business. Wayfair will also be a $50 to $100 billion business. These are niches. You call them niches, but that's internet scale when you can build the best focused furniture company in the world. It's a controversial company called Carvana. Carvana is an incredible incredible business model. It is the best product out there. They have some of the best growth marketing teams in the world, in my opinion, and they focus completely on delighting the consumer and reducing friction because we all know that going to a use car dealership is a terrible
Starting point is 00:23:49 experience. With Carvana, they can build a $100 billion business on the back of just selling cars and financing them alone. So when I talk about internet scale, these are $50, 100 billion businesses focused on one thing and doing it so well, and frankly, one thing in the Western forget about the international part of the world. There are more consumers outside the U.S. and in the U.S. But you can build 50, 100, 200, 300 billion dollar business focused on one niche in one part of the world. That's Internet scale. Could we use Carvana as an excuse to describe, we'll call it the Carvana model, the service via the internet of a specific use case, buying a used car on the internet, what that playbook
Starting point is 00:24:29 looks like. Because it strikes me from everything you've said that one of the most interesting opportunities is taking this playbook and applying it to every kind of simple niche mundane transaction you could think of that currently doesn't take place online to build a huge business. And I know Carvana is an interesting one because it's controversial in the equity markets, vocal longs and vocal shorts. Walk us through Carvana and most importantly, the Carvana playbook and why you think it might be interesting. Let's take the case of Carvana. It's a super interesting company. Carvana sells use cars online. The use car dealership model is a terrible business model for the dealer. and I say one of the worst experiences for a consumer.
Starting point is 00:25:05 Why is it bad for the Dior? Because it's not a scalable business model. Most dealers either end up franchising across multiple locations, but then they have the cost of their people. The business model works with upselling you on warranties and guarantees and other sales tactics that do not make it a happy experience. And I'm pretty sure dealers work at sub 5% operating profit margins. By no definition is that a good business model to start with.
Starting point is 00:25:29 The innovation in the mid-1990, out of Circuit City was spun CarMax. Let's build a superstore for use cars. And CarMax is a wonderful company, by the way. It's a wonderful company because they were able to integrate, I think, 1.6% of the overall market share, 600,000 sales, car sales, I think, a couple of years ago. It took them, gosh, 30 years to do it. 30 years to get to sell 600,000 cars. What is the problem in CarMax? Three parts to the car selling business. You've got to acquire cars. You've got to refurbish cars. You've got to sell cars. It's very simple. If you think about what Carvana did. They had a company called Drive Time that was a part of a historical part of their business.
Starting point is 00:26:07 It gave them some capability to acquire cars at scale. Then what they did is they ended up building refurbishment centers, centralized refurbment centers, which reminds me of Amazon fulfillment centers. By doing that, they got real scale economics because a portion of every CarMax location is spent on refurbishing cars. Now, what have you centralized it? They got some real scale economics there. But the real genius, I think, is on the front end for what they did. So if you've used to Carvana, so I bought four use cars on Carvana, and frankly, it's a delightful experience. It's delightful because you can actually pick the car, buy the car, and they gamify the process
Starting point is 00:26:43 and get financing all in 10 minutes or less. I've never seen a smoother transaction process of buying a car. And part of what we do is whenever we own a stock, we actually go through the product experience quite a bit, and then we also go and do the fulfillment center's checks and talk. to salespeople and a lot of scuttled but work to get conviction on an idea. But the point I wanted to make with the Carvana experience was it took 10 minutes to buy a car. And I've never seen 10 minutes to buy anything, especially for a $25,000 transaction. The beauty is how they executed against every single market. The other thing I haven't talked about about internet businesses is,
Starting point is 00:27:17 and one thing I insist every single company going public does is please show us your cohorts. cohort analysis is the one superpower that you shouldn't make investors guess on because you want to be able to drive layer by layer build up on a three to five year basis. What Carvana go to market, unlike Vroom, for example, is they took a city and they said, we're going to have a playbook driven by radio advertising. Who would have thought radio advertising would be a suitable go-to-market for an internet business, but it worked really well? I think they started at Nashville first, and their entire point was, let's go to Nashville and let's sell the first 100 cars and then 200 cars, then 500 cars, and let's acquire customers on the back of radio commercial because people spend time
Starting point is 00:28:04 and cars on the other radio. That's a pretty simple way of thinking. But then their entire point was the playbook was extremely local. So you start with one city and go up the penetration curve and get to one percentage point of all the cars sold in the market. They go to market was phenomenal because once people were hooked onto the product and they tried the product and bought the car in 10 minutes, the car got delivered to you with a seven-day return policy within 48 others. Very recently, I sold my car on Carvana, and this is what happened. I sold a car. I got four quotes. I got four from Carvana and three competitors. One competitor gave me a price, $1,000 more than Carvana. So I went down the process of selling my car. The first thing they did is sent me an email, said, okay, here's a FedEx label.
Starting point is 00:28:51 please ship one key back to us. And then we will call you in a week as to when we can pick the car up and then do 10 different things. Well, that was terrible. Carvana was paying me $1,000 lesser. I go there, literally within two minutes of filling the application up, I get a automated link to set up a time to pick up my car within 48 hours. What do you think I did? Listen, I'm fortunate enough to give up $1,000. Many people are not, but it is the obsession on reducing friction that people just don't get about Carvana and none of the competitors come close to it. Every day they increase at operations just a little better and a little better. They just put base between them and everybody else behind them.
Starting point is 00:29:35 Hamilton Helmer talks about his seventh power, but just process. You've got to be in the works. You've got to do it. Do it just a little bit every single day better. Before you know it, the compounding effects put you so far ahead of the competition, nobody can touch you anymore. So we can argue about the unity economics and oh, by the, way the numbers are padded, et cetera, et cetera. But from a internet consumer perspective, Carvana is probably one of the most delightful experiences I've had outside of Amazon.
Starting point is 00:30:01 Knowing the financials for a second arguing about valuation, which is a very different argument altogether, Carvana shows me every single data point that tells me this is an internet scale business. How do you think about the frequency of use for an internet scale business as a variable for evaluating it? Carvana strikes me as something that you've done it four times. I bet not a lot of people have done it four times. That seems like a lot of times to purchase a car. Does frequency matter to you? I want to go to BightDance next and you could say like a consumer on BightDance on TikTok is looking at, God knows how many videos a day like the frequency is insanely high. We'll go to the total other end of the spectrum. How do you think about something like
Starting point is 00:30:36 that as you evaluate a business, the frequency of use? All things being equal, high margins are better than low margins and high frequency rather than low frequency. But again, we're talking about converting the entire global GDP into the internet. So not everything is high frequency in light. If you have a business model that has high margins and high frequency, well, you're going to build a trillion dollar business and Carvon is going to build a $50 billion. That's the only difference. The equity scale is going to be bigger.
Starting point is 00:31:02 Hey, if you find me the next bite, then please tell me about it first. I tell you, but if you ignore that for a second, see, frequency matters. But again, even if a company doesn't have a high frequency use case, you can insert frequency in the mix. So one thing I've been telling the Carvana team for a few years is you should build a community around Carvana. Once you have a car, I should have a subscription product where I pay, I don't know, X amount of dollars per month or per year, but I get all my checks done. Instead of buying a maintenance package and paying, I don't know, buy a grand third or whatever, or buying an extended warranty, just maintain the vehicle better for me. Let me pay you X amount of dollars per month
Starting point is 00:31:40 where I can get my oil checks in your network, just general checkups, etc, etc, from, and build a loyalty program around it. Because again, if you build a loyalty program, one, in itself that creates stickiness. Two, because again, you felt taken care of. You know, bundle an insurance, everyone has to buy insurance. I still don't understand why insurance is not bundled into my car.
Starting point is 00:32:02 And I buy a car, bundle me cheap insurance, but are many ways even in a non-high-frequency purchase channel to engender loyalty and engender frequency. All things equal, I love frequency. But on the other hand, let's talk about food, which is the highest frequency of business model. I love Doordash, I love Swigby, I love Zomato, I love Rappi, the more frequency you have, the better.
Starting point is 00:32:25 The challenge, of course, in those models are, because the AOVs are so small, the average order values are so small, at this point at least, the worry always says, man, the consumer surplus, what the consumer has to pay on top of the cost of food, for example, maybe too much to bear to engender high frequency over time.
Starting point is 00:32:45 High frequency also kind of in e-commerce cuts the wrong way. The happy middle is somewhere in the middle where that's why Amazon is such a wonderful business model, which is why I'm very excited when Dodehash is talking about adding new verticals and multiviricality with their food business, which is also why we invested in Rappy because that happens to a multivocal business starting in the beginning. frequency is absolutely preferable, but if you don't have it, it doesn't matter, you can create loyalty around it and programs around it that keeps you sticky on the platform. I mean, this is what booking.com,
Starting point is 00:33:18 booking.com is wonderful because, one, if you want to go to Europe and book a hotel, well, you've got no choice but to do booking.com. But number two is the guarantee cancellation with no pricing. So you don't feel like you've got to call Expedia's picky customer support to get your hotel reimbursement. And then they had the genius. is, and by the loyalty has been a marketing technique from the beginning. Uber did a really good job, for example, with their fintech platform and their Uber car. Their Uber car, you collect so many points on Uber that it engendous loyalty to the Uber eats and the Uber platform. Many, many ways of creating loyalty and stickiness, even though the frequency is not a high fan.
Starting point is 00:33:55 Let's go to the highest frequency end of the spectrum with Bite Dance. You were one of the early investors in ByteDance, I think privately many years ago. Talk about that business and we can skip the obvious aspects. Everyone I think at this point is familiar with TikTok. They probably use it a little bit. They understand the beauty of the data accumulation and the algorithm and talk about reducing friction. Like you're seeing your first video inside of a few seconds of downloading that app. So they've been incredible at reducing friction. As you think about that business, what is most interesting to you about it today? And what, if anything, about how it's been run or grown itself, do you think is portable away from the business and potentially applicable to other internet-scale businesses?
Starting point is 00:34:35 So to be clear, when we invested in Bidance, gosh, four years ago, they did not have Tick-Tac. There was no TikTok. BideTan is not an application business. What people don't understand about Bidtance is right now, everyone thinks about it as this big consumer phenomenon in the U.S. and in China, but it wasn't always the case. And it's important to understand what underlies the business. First of all, the company at its core has the best machine learning and the best personalization algorithms in the world period, one of the best. Almost to the point of in the Western world,
Starting point is 00:35:08 we would call it creepy, but it works really well. I say this with respect, it felt creepy, is that we would mean the testing of the old Totiava application across five or six different phones sitting in our office in Menlo Park. I distinctly remember one of my colleagues telling me, man, why are we investing in this piece of crap? It's just showing me pictures of skimpy women, skimply clad women. What are you talking about? Like, I'm seeing sports. And it turns out that that guy clicked on a couple of pictures because it was right there because they're going to entice you. And then the machine went off on a complete tangent of its own and just kept showing him picture after picture. And he's like, this is a really crappy product experience. A couple of clicks took him
Starting point is 00:35:46 down the wrong rabbit hole. But that is what really struck us as, my God, it's the personal decision algorithm that is so powerful here. The machine just adjust to your requests very, very, very quickly. That's number one. Number two, people don't understand. the infrastructure and the depth of hardware and software being built inside the organization. This company is one of the biggest buyers of Nvidia GPUs in the world. If you talk to the management team a few years ago, the company they would really idolize is Google. And what is special about Google? Google basically built some of the most incredible internet infrastructure for its own
Starting point is 00:36:21 because the technology at the time was not enough to satisfy the volume of search queries being conducted on Google. You've heard all the stories about it. At its core, it is a software and machine learning driven enterprise. So then the question is, how do they create applications? What's going to be interesting when BidDance goes public next year? And if you look at this company over the next four or five years, is people will not quite know what to make of it. We in the Western world look at Facebook.
Starting point is 00:36:47 We've got four big applications. Where you got WhatsApp, Messenger, the big blue app, and Instagram. Google has 10 properties. Tencent has two properties. ByteDance will look like one or two properties and a bunch of rats, cats, and dogs. And the reason why it will look like that is I don't even think, unlike many companies that we're used to in the US where you've got a big visionary leader who has a view on this is the way the world looks like. Zhang Yi Ming is what I call,
Starting point is 00:37:14 he's an amazing leader, but he's sort of one of the most flexible minds I met in my life. What I mean by that is the company is on the constant edge of experimentation. Any point in time, there are probably dozens, if not hundreds of experiments being run on what will work. A couple of years ago when I met them, we were mapping out where can we pull dollars from into advertising? Because what we know is you've got these big platforms at scale, but the reality is if you think about the totality of human knowledge, there are people who love Brazilian Jiu-Jitsu movies in Brazil and in India and in Japan and in China. We know people who love Volkswagen's in Germany and Argentina.
Starting point is 00:37:54 If you actually look at the totality of human nature, that are lookalikes in every single part of the world, and Yemin was all about that. How do you unlock knowledge and interest graphs? Which is why every single application on bite dance is based on removing friction. It is very easy to build a totia piece of text, very easy to build a TikTok video. It's very easy to do a bunch of other things.
Starting point is 00:38:15 So removing friction is important. The key point here is at any point in time, there are hundreds of applications being done. This is why they had a jokes application. One point they had an application, primarily for car enthusiasts. Because this is all the places in the world where you see look-alike audiences
Starting point is 00:38:30 in different parts of the world. I cannot tell you with any confidence that I have a view on what the next big app from Biden is going to look like. But where we do know that consumers love to spend time is on education and gaming outside of entertainment.
Starting point is 00:38:45 So education, gaming, entertainment, and knowledge. Four places we spend most of our time staring at our phones. Knowledge, TikTok, Twitter, podcasts. Entertainment, Netflix, education, very important, especially post-COVID. Education could be a very important time that people spend money and time. And then it comes to gaming.
Starting point is 00:39:03 Gaming is just again, part of entertainment. So when I think they are going to spend that time as education and gaming, but the reality is we don't know what's actually going to take off till it takes off. It's a culture of experimentation. But once they find that something works and clicks, these guys just pour growth marketing dollars on it. And they are willing to spend. In fact, one of the big criticisms of TikTok,
Starting point is 00:39:24 back in the day is they were spending money to acquire customers. And again, that goes against every framework and every piece of pattern of recognition that we have as internet investors. But their genius was to think about consumers as e-commerce entities. In an e-commerce company, you spend money, you acquire the customer, the customer spends money on the platform. It's an arbitrage story. And they have the same view. Well, let's acquire the customer, but then we're so good that once we acquire the person, they retain at 40, 50%, 50% six months on. And once they're in, they spend 70 to 80 minutes in the platform. And so they can be monetized at very, very high levels. That is the interesting part about by dance nobody gets. It is this experimentation model,
Starting point is 00:40:05 which in three years, we don't know what they're going to create, but you kind of know that the culture and the company is based on building the next big thing. Once they find it, they know how to scale. If this company knows one thing well, it's how to scale independent products. number three is, of course, the company always wanted to be a global company. So one of that got me very excited early on is, man, for the first time, we may actually have a global Chinese company, which has not happened so far. Now, unfortunately, some of their terms of the US were thwarted for a few months. But again, it looks like next year things may be back on track, but it may be the first global Chinese company. I think that's the genius behind Biden's that I don't think most people
Starting point is 00:40:43 quite understand because even now what I read in the media is, oh my God, TikTok's so great. And TikTok is just one piece of a huge empire that people don't really see. I love that it's ultimately like an engine company, a know-how with how to apply personalization and then scale a successful product. I think everyone's learned from technology companies history. You think back to AWS as kind of an experiment inside of Amazon. Obviously, in hindsight, it looks genius. But at the time, like, who would have thought that most of Amazon's market cap today might
Starting point is 00:41:12 be the result of something like that? It sounds like with ByteDance, while TikTok's obviously globally popular, or maybe most of its market value comes from one of these experiments, and that's not necessarily because of that experiment. It's rather the platform itself that enables that. You brought up such an interesting point on AWS, because a lot of what Amazon's genius was is they took pieces of OPEX for themselves and set it free in the world,
Starting point is 00:41:34 and then created that platform for everybody else. I see the same patterns and buy dancers for it. So let's talk about this product. Imagine their P&L in 2021, when they hopefully go public, it'll have three line items. It'll have the advertising business. it'll have a value added services business, and it'll have an enterprise business. Let's talk about the enterprise business for a second. So one of the challenges in China is there are no great
Starting point is 00:41:55 homegrown solutions for software. We have a slack and we just have a bunch of things we can use off the shelf. This morning, I was sitting on Rome Research and I thought it was a wonderful product. But those products don't exist in China, which is also why I think the opportunity of a cloud in China for companies like Baba is so immense ahead of them. What did Biden's do? Well, Biden's basically put together a bunch of products and they found it quite anemic and mediocre. So what they did is they've built their own product for internal productivity. It's called Lark. It effectively is file sharing, meets collaboration, meets on-click video chats and video streaming, meets email, meets a couple of other things. And they took that and they started using it internally and everybody had to use as a wonderful
Starting point is 00:42:39 gamified consumer-driven product for the enterprise. And these guys do consumer really, really well. And now they've taken that product out and they basically said, okay, let's sell the rest of the world. Starting in the UK, I think a couple of years ago, you can actually buy LARC, I think, for $8 per person per month. I haven't used the product internally, but again, it tells you that they are looking at the great companies in America and saying, how can we be that? It's a learning organization at its core. So I would be, unless something unto what happens, this is going to be one of the trillion-dollar businesses the world to see. I love the idea of process power driven by OPEX and then OPEX being used as a source of innovation to turn it inside out. It's such a cool idea. I think it's almost evil genius and this is
Starting point is 00:43:24 what creates trillion dollar businesses. Once you get those things going, there is no limit to which you can grow. It's literally as far as the eye can see. Let's talk about global. Everyone talks about the U.S. technology companies you started to reference and we talked about bite dancing, some of the international ones. Maybe we can begin in India. I think that, part of your view of the next 30 years and this transformation into increased internet GDP relative to global GDP is that a lot of it will happen away from America. America has definitely been a leader in this kind of space. I don't know how many of the top 10 companies are U.S. technology companies. So they got good market share in the internet already. How do you see this playing out
Starting point is 00:44:00 for other more unique geographies and places that have enormous markets like India, China, and Latin America? So let's talk with India first. I've been obviously I am of Indian origin. So I've got a little bit of a soft corner there. But I also cut my teeth investing in the private companies in India first. So this is where I actually learned investing in private companies. Now, let's level set this a little bit, acknowledging the negatives. India has always had a lot of opportunity, but has disappointed for the most part. We haven't seen, except for one, maybe a make-by trip on the US exchanges, we haven't seen major Indian companies come to scale and become real long-term public companies, we can all invest behind. But this is not to say there's a lack of
Starting point is 00:44:42 talent or a lack of opportunity in India. So let's talk about the waves of Indian entrepreneurship. We had the first wave in the late 1990s. There were a couple of good companies built, a couple of private exits, but it kind of fizzled out. And then we had a bit of scarcity or a bit of black hole in terms of innovation till we had the mid-2000s again, where we saw the rights of flip cars and basically e-commerce in India. And again, those were good. Those created the first, I would call billionaires in India on the back of technology investing when Flipcott sold to Walmart. Then after the great financial crisis where we kind of saw what I call wave after wave of super smart entrepreneurs willing to build for India first because the market obviously was
Starting point is 00:45:22 very big. It's a very young market and it's upwardly mobile, which has all the right characteristics to go and to build big companies. But through 2010 till 2020, it's been a bit of a slog. But at the end of 10 years, if you want a successful ecosystem, you need three things. You need talent, which is there a plenty. You need capital, which was there but keeps going in and out as investors come in and go out because of the market. But then you need exits. First of all, what I'd say with talent is, I've been investing in India for, gosh, close to nine years now. I would be confident putting some of those entrepreneurs in front of any entrepreneur around the world and they would hold their own.
Starting point is 00:46:00 There are smart entrepreneurs at every part of the world. and the beauty of the next 20 to 30 years are all these geniuses will be discovered because capital will find them and the opportunity is going to be there in front of them. The quality of people and the quality of product, every single wave, every single couple of years, just getting better and better and better. Why is that the case? Pre-COVID, I think it's something as simple as innovation in airline ecosystems. Now you can fly San Francisco to Delhi and SF to Bangalore direct in 19 hours. I remember coming to America 20 years ago. It was a chore to come to America. Get on a plane from Mumbai, end up somewhere in Europe, and then connect to America, and then go to the third town. It's just painful. Now we have one-stop direct flights between San Francisco and Bangalore, generally speaking, or Delhi. And I have seen with the last few years, almost every month we would have Indian entrepreneurs come by the Bay Area, learn from the best here, and move back. So that's number one. Number two, though, is the democratization of knowledge. I mean, Patrick, think about the service you're doing on this podcast. Ten years ago, the smartest people would not be teaching us
Starting point is 00:47:07 everything. And now they are. Knowledge, thanks to the internet, thanks to Twitter, thanks to the amount of information on blogs, and the access to smart people has basically allowed everybody to create solutions when they didn't have a chance to do before. Knowledge has been democratized. Now, when those two things happen as people get richer, what happens? Ambitions get bigger. And now the ambitions of Indian entrepreneurs are world-class. I can put them in front of anybody and they want to build world-class companies sitting in India. Why can they do it better than most? Because again, all these entrepreneurs grew up in an era of frugality. Indians are extremely frugal people. If you can build a business and have the unity economics work in India, when you take it to a different
Starting point is 00:47:50 part of the world, it becomes a walk in the park. Which is why I think over the next 20 years, a lot of SaaS companies are going to come out of India because you have this unfair advantage of low costs in India, but yet you sell to American consumers and American businesses. Now, the last in that ties us all together is now the emerging scale of companies and the number of IPOs are going to come out of India in the next one to five years. And these are going to be billion dollar exits, three, four, five, ten billion dollar companies. This is why India is so exciting. I think where that cusp of kind of that hockey stick opportunity because you've now got a young and extremely entrepreneurial ecosystem that all wants to go and build wealth. That should remind us of America in the 1800s.
Starting point is 00:48:38 And then the last piece of course is getting the exits going. India has always disappointed on exits. I am hoping this time will be different. The data and the scale of these companies tells me it's different this time. Now we will see. Cover companies that I've invested in will likely go public next year and that is very exciting. And these, These companies are doing 30, 40 billion dollars of volume already in payments, for example. So I want to highlight two companies here. Two companies I'm excited about in India right now is Pine Labs and Udan. They are both investments I made.
Starting point is 00:49:08 Pine Labs think of it as a square of India in many ways. They have this POS system. It goes to hundreds of thousands of SMEs and people accept credit cards. What has COVID done for them? Obviously, during a couple of months of COVID, volumes declined 70%. But again, you see the resilience, how they came back strong. and now they're above COVID levels. And frankly, now there's this huge pull function
Starting point is 00:49:28 because every merchant in India is like, I've got to take digital transactions else I don't have a business. Number one, number two is I want credit so that pay later business is on fire right now. When they go public, whenever they go public, they will be compared to an afterpay, to an affirm, to a square, and they have all the right characteristics to do so. So look at the quality and people want access to growth markets.
Starting point is 00:49:52 And India is absolutely one of the big, growth markets of the world, and they have a business model that works really well. The other company you would talk about is Udan. This is the beauty of international investing in internet, because human nature is the same. Whether you live in America, Western Europe, India or China, you're the same person. You want to eat food. You want to buy your groceries. You want to get stuff from a shop. It's the same thing. This is different than software where it's a very unique system that works in one part of the world, maybe not on the different part of the world. So with Pindu, though, when we invested in the IPO a couple of years ago, outside of the game, if you, it's a very different,
Starting point is 00:50:24 front end, which is all valuable, everything else. The genius there was to go to the manufacturer and go to the source and go to the farm to buy produce wholesale so that you could reduce prices and you could collapse the six or seven layers of distribution via internet scale distribution. That's internet scale again. You're increasing efficiency in these markets. Once we saw that worked, we're like, well, this should work in India because you've seen these case studies in India where Unilever has to put these special supply chains in place to basically be able to sell a statute of shampoo for 10 pennies in a fourth-day-a-town. It's a supply chain nightmare. Now, what if you collapse that? If you collapsed that, you went to the manufacturer or the wholesaler
Starting point is 00:51:08 and directly sent stuff to the small store. Well, that should produce a very big company with lots of margin to be taken out of the system. And then why is the small store important? Because, again, Indian consumers are frugal. They do not trust e-commerce companies, which is why no e-commerce company front end can really scale. They still trust the local store. If you think about the three-part framework that helped Amazon scale, price frequency convenience, well, let's give prices a local store, let's give them convenience, and let's get them infinite selection. Well, then you have a real business. Udan went from zero to close to, gosh, two and a half billion dollars in volume exiting this in less than three years. That is hyper-scale, India. And again, they burn money, but again,
Starting point is 00:51:56 if you look at them on a unit economic basis, contribution margin positive. And guess what? The local stores love them. And they've created that trust equation between the local store and the manufacturer. Once you build an infrastructure, nobody can touch you. Udana will be another candidate that goes public in a few years, will be listed on the NASDAQ. And the best part about India, as Indian companies already realize that the real value equity creation happens in the U.S. What do they do from the get-go? They are organized as Singapore entities. And so as Singapore entities, they can go public on the U.S. exchanges and so that all of us around the world can take advantage of a country which I think has the next best 50 years ahead of it.
Starting point is 00:52:37 I love the idea that all of this is lining up and the preface that you gave of the reasons why maybe it hasn't happened so far and kind of what's changing. The key thing here, I think, is the comparability of an internet business in India to an internet business in America or somewhere else because of the shared layer of needs and consumer needs. I know that you've broken down internet businesses into a number of subcategories, some of which we've hit on, some of which we haven't. And I'd love to spend a few minutes on a few of these categories with a mind towards the models with which you approach them. So if you're looking at a payments business versus a content subscription business or something, obviously you're going to be looking and caring about
Starting point is 00:53:15 different things. And I'd love just because you've looked at all these things so deeply, internet business specifically, for you to give us a few of the lenses through which you view these different kinds of businesses. So maybe we'll start at the top with, everyone will know, Facebook and Google with advertising. As you approach an advertising business where obviously those two companies have totally dominated it, I know Amazon is fast growing because of the attention that they demand. But when you think about the opportunity to be an advertiser on the internet, what matters, what gets you excited, what do you look for when looking through a business that might monetize that way? Only two things that matter in ad business. One is scale of users
Starting point is 00:53:51 and therefore time spent. So time spent per DAU per day. That's the one thing that matters. And second, on the supply side, the quality of tools to onboard advertisers. Because the first, many advertisers are going to be small and medium businesses. You can't sell to big enterprises. So when we invested in bite dance, only one thing that mattered. Can you really, retain users, did you get to some scale of 100 million users, how much time do they spend on the system? Same story with Roblox, by the way. Now, Roblox will not advertise on an advertising basis, but guess what? They could turn it on and it'll be incredibly bad. People spend two hours a day. For me, a pure play ad model is scale of users, time spent per DAU per day, ideally,
Starting point is 00:54:32 and on the supply side, the quality of tools available to very quickly onboard users. I love this game. We're going to hit these categories. Okay. A couple things that matter, right? The two things, maybe more than two in some of the other cases, but I love this way of approaching it. Okay, so those are the two things that matter for advertising. What about for sort of the opposite end of the spectrum?
Starting point is 00:54:52 So most ad businesses are getting you there and entertaining you or keeping you there somehow, but not charging you to be there and then serving you ads. What about direct content subscription businesses? How do you think about what are the things that matter looking at one of those? I'm assuming you're talking about a Netflix, for example. Sure. A Netflix is Spotify. It is the depth and quality of,
Starting point is 00:55:10 content. That's the only thing that matters. If you have high quality content, the question then is, is it affordable? Is it cheap enough to use it every day or every month and pay $8,10? And then I would assume that retention of users, time spent again, would be really important. So quality of content. So Netflix is the wonderful model because of a true utility. If you're cutting the card, before you buy Disney Plus and Hulu, you're buying Netflix. So it's water in the tab. Again, I would say with Netflix, it is affordability, quality of content, and stickiness of users. Let's jump to stick with consumer and jump to the two huge categories, e-commerce and marketplaces. And those are different things, obviously.
Starting point is 00:55:48 As you approach new businesses, e-commerce has been a hard place to build a lot of great businesses. Some of the very best businesses are e-commerce businesses, but tend to be huge-scale winners. How do you approach e-commerce and marketplaces? Sometimes e-commerce companies are marketplaces and vice versa. When you talk about e-commerce, I'm assuming you talk about first party. So the first thing you want to see in an e-commerce business is do you get, to positive contribution margins on a product sold. This is excluding all discounts. Number two is,
Starting point is 00:56:17 I look very carefully for logistics. How long does it take for it to get to you? This is a world where I think people will pay for convenience. And I don't see that trend changing anytime soon. If you ignore the obvious bear case of, oh, you know what, it's too expensive to order a burrito because it costs seven bucks more on Uber reeds, people will pay for convenience. And again, in that spectrum of, hey, can I get Amazon became a big deal because they went from one week shipping to two-day shipping to one-day shipping. The problem is can't they get to two other shipping, which is what Doodash and Instacard does for you? If they don't cross that chasm, it may even be a problem for Amazon. For me, on the product side, it is about unit economics on actually selling the product
Starting point is 00:57:03 and making money on every single unit to sell. On the consumer side, the convenience factor of actually getting it within a period of time that doesn't annoy you. Number three, and this is what's really getting interesting in marketplaces, is, man, US e-commerce is so boring. It is so boring. Think about the offline world. You've got Big Buck retailers, which is, by the way, very much an American phenomenon. It doesn't happen most of the rest of the world.
Starting point is 00:57:30 You've got the mall and you've got High Street, luxury fashion. Luxury is for a few rich people, so ignore that for a second. Amazon effectively is the big. box retailer with infinite selection. What about the mall? When I came to America for the first time, I learned the concept of mall walking. I did not notice it. I did not realize it. But mall walking is a thing. People love going to a mall because it's a form of entertainment. So for me, I am looking for products that delight the customer, which is why, by the way, Etsy works. It's cute, interesting stuff made by artisans with love that consumers enjoy browsing and shopping. This is why Poshmark works.
Starting point is 00:58:08 People love selling their stuff to other people and people love browsing stuff. It's just a human need to connect with, which is why Pindodo works wonderfully well in China. It's a human need to make things fun and we buy a few things together. Back to e-commerce, unit economics, convenience, and then going forward, is there something that hooks the consumer that makes it really entertaining? It's something I look for. How about in marketplaces?
Starting point is 00:58:32 Anything special that's just reserved as a lens through which to view marketplace businesses where it's not first party, build the product, it's rather connecting supply and demand. It's serving as the connective tissue. Yeah, the thing is, marketplaces ultimately, I think, have to devolve into some sort of full-sac solution. We're all seduced into the world of, hey, a pure play marketplace will work forever. I think we have now learned over the last five or six years that that's not going to work, which is why Grubhub is facing a difficult scenario right now.
Starting point is 00:59:00 A pure play marketplace, when somebody with a first-party solution that provides price-selection convenience gets you faster, a pure play marketplace cannot survive. So I actually think as e-commerce companies evolve, there's nothing called an e-commerce company anymore. There's only omnichannel businesses. Amazon has offline and offline businesses do e-commerce, just the way you have a full-stack solution for food and car railing, etc, etc. I think a pure marketplace as a standalone basis may have issues going forward. Every CEO, every entrepreneur thinking of building a pure marketplace, it'll work to hack your way into some growth, but you really want to put some claws in it to make sure you either control the supply side so that nobody else can come in and take the supply
Starting point is 00:59:42 away from you. I love it. Let's move to another type. We're just going to do all these because this is so damn fun. The next one is what you call on demand. This would just be something like Uber DoorDash, would be another example where it's not a subscription necessarily. It may look like one functionally in terms of how much you use it in terms of the revenue generated per user and the frequency of that revenue. But fundamentally, it's just you need something you want in this quickly as possible internet on demand. What distinct things matter here relative to some of the other categories that we've discussed? I think it's supply side and local network effects. I love on-demand businesses because one, the tam is huge. Two, once you crack it, that's your moat. Nobody can touch
Starting point is 01:00:19 you after that. Because you either got into some level of dominance, either because of product excellence, process excellence. And back in the day, we used to seduce by the fact that capital was a competitive mode and capital is no longer a competitive mode. So product and process work. On demand is a hand-to-hand street fight business on the ground. Lead by street, location by location, street fighter business. For me, product and process and supply exclusivity is what drives on-demand companies forward, which is why DoDash does so well, because they have the best process in the world to go and fight street by street. And it's very hard for a traditional marketplace to change their DNA. In fact, I would argue the only company in the world I've seen that has changed
Starting point is 01:01:06 their DNA to go from a capital-light high-margin business to be able to be street fighters is a company in India called Zomato. Another company that will go public in the next 12 to 24 months to close the loop in India, they have really impressed me in the way they've changed their DNA to be able to do kind of a high-capex, high-burn, operational heavy business. Look at Google, for example, struggles to do shopping, struggles. do it. In fact, Google's been selling phones for a long time, and I'm still an Android user, but you do the unboxing, who nobody gets delighted at opening up an Android device. They get delighted to opening an Apple device or even an Oculus device is delightful.
Starting point is 01:01:44 Google just cannot do it. But guess what? Amazon pivoted turning on advertising on the dime. So that's my point. Once you build that process muscle, that is your moat. I don't think anybody can touch you after that. It's too hard. The next category is payments. And you've mentioned a few these companies, very different style of business, Square, PayPal, Stripe in the private markets. The payments category is very unique. Talk us through the lenses that matter to you when looking at these businesses and maybe say a bit, because I think just in terms of number of them, if you just look at like a coverage universe, there are fewer of them, it seems. So any comments on just how many winners there can be in this space and whether there will be sort of one winner to rule them all,
Starting point is 01:02:22 since there are relatively few of them to begin with. When people talk about these winner-take-all markets, I don't have a view on these, except if I look at what has happened in the past. People talk about, oh, my God, Amazon will rule e-commerce. That's just not true because guess what? There are many large companies built in the offline world servicing consumers. So you have a Walmart, which, by the way, was the old version of Amazon. This two will be about it.
Starting point is 01:02:46 But around a Walmart also came a T.J. Max, also came a William Seroma, also came a Target, that are going to be many of these companies. There's nothing called winner take-all anymore, at least in my mind, in fact, one of the biggest mistakes I have made in my life, and I think a lot of investors, is be scared by what the big platforms will do. Now, in certain social and in search,
Starting point is 01:03:03 you do really have a winner-take-all market, but in e-commerce, I'm coming to the conclusion that's just not true anymore. So back to payments. It's the same thing. It's very hard to dislodge Visa and MasterCard. I think those are the two best businesses in the world, period. You can't do anything about them.
Starting point is 01:03:18 It's like Google and Facebook, you can't touch them. Leave them aside. But almost in every other case, there are merchant processors, that are aggregators, and just the way there are usually three to 10 to 15 local, as well as national ecosystems around payments processing, I think there won't be as many offline, but there'll be two or three or four. The three companies I personally love are Ady and Square in the public markets. We own both those companies. And at the private markets, I obviously have Stripe NB. and one of my biggest mistakes is not investing in Stripe, $92 billion ago at $8 billion in market cap.
Starting point is 01:03:55 So I guess I'm the dofus here, but my God, they have built a machine that works. What do I look for primarily in a payments business? I actually look for what conversion gains are you able to create for a merchant? Payments, by the way, is a tax and a bane in the universe. Nobody wants to pay for payments. And the U.S. especially is very expensive. I mean, companies pay between 150 and 300 bibs, which is ridiculous. It's very expensive. It's a tax on the entire system. So the only way to justify that tax is as payment schemes get more and more complicated across multiple kinds of payment schemes, are you able to, one, bring more people into the ecosystem, so your sales increase. Square Cash app is powerful because it brings 100 million underbanked people in America, making less than $75,000 into the formal payments ecosystem. That's why it's so powerful.
Starting point is 01:04:47 Stripe is powerful because arguably it has the best conversion ratios and the lowest kind of transactional loss ratios of any payments company in the world. And the same thing is true with Adion. Now, and financial in China is a different beast altogether. That's an entire super app, which is just a completely different ecosystem. So that's why I look for in payments companies. I mean, especially in America, that rate rate is a rate too far. Only way to justify that is can you increase conversion rates for the merchant and bring new customers to them, either via buy now, pay later, or some financing or whatever you have to justify that 200, 300 bips you are charging them.
Starting point is 01:05:29 This is for the bigger merchants. And for the smaller merchants, it's equally the smaller merchants are not that price sensitive. But again, you are bringing new customers and allowing them to start a business, which is why Square is so powerful. I mean, when we invested in Square, gosh, three or four years ago, at 12 bucks a share, I mean, there was no cash app. But it was so brilliant to see how they had this piece of hardware that looked and felt like Apple that you go to almost every Walgreens.
Starting point is 01:05:53 The test we did, I went to Walgreens all over San Francisco. I know it's a wrong sample size. I get it. But I asked them, how many days does it take for these square dongles to get stocked out? And they would say typically two days. In two days, it's gone. The product is flying off the shelf. Square, once you build this unfair piece of hardware distribution layer, well, you can put software on top of it
Starting point is 01:06:12 and monetize that, which is what they did. With payments, those are the two things I look for. Can you add value to the merchant by increasing conversion rates, reduce transaction losses? And if you're omnichannel, same story. Can you actually reconcile your omni channel, your online and your offline trades kind of in the same ecosystem? And so which is why Adi and so powerful,
Starting point is 01:06:32 because they have one of the best payment systems in the world period. I love it. What is the rake rate, take rate, outside of the U.S.? Is it much lower than that 150 to 300? and if there's a big difference, what drives that difference? First of all, it's regulation and legislation that drives a difference. So in the UK, if I'm not mistaken, I've looked at this company called Monzo in the UK, which is phenomenal kind of like next gen manager finances, credit card for consumers,
Starting point is 01:06:57 and now for businesses. I think when I met the CEO one day, they were talking about, hey, what do we do in the US? And everyone wants to be in the US because I think the stat goes something like this. For every order that they process in the UK, the equivalent order, would make them six times more money. Because of the regulation in the UK and Europe more generally, the payment processing rates are far lower. Also, by the way, unlike the US, debit is a bigger portion in Europe, generally speaking, and Germany is still a cash economy for the most, like, unbelievable. It makes the extreme case of India where the rate rates are zero effectively, when you use the
Starting point is 01:07:34 UPI rails mandated by the government, it's frictionless cost of payments, maybe a few bibs. If you look at and financial Alibaba, the intercompany transfer pricing between Ant and Alibaba is less than 10 bibs. Look at us here. We're sitting here charging a 150 per merchant where the rest of the world it's almost free. It's like water. I don't suspect things will change anytime soon in the US. So companies that either from abroad, like Adion, who are getting deals cut in the US, you should assume that their effective unity economics go up over time. And companies that have established a dominant position because of the quality of product like Stripe has in the U.S. will keep doing very well. And then for the SMBs and everybody else, I think Square keeps just gaining
Starting point is 01:08:20 market share. I love this. I can do this all day with you. We're in the home stretch here, really getting just left with software. So I would say there's three kinds of software that are worth mentioning. One is consumer, one is enterprise. And the third is developer facing. And you mentioned Twilio earlier. It's a very popular category in private markets. There aren't as many developer tool public market companies, but I think that will change in the years to come. Let's briefly touch on the things that matter for these three categories, too, starting with consumer software. Yeah, for consumer software, I'm talking about things like Zoom and Slack. I look for the network effects associated with them. I remember a time when, gosh, before Stewart ended up sending
Starting point is 01:08:57 his company to Salesforce, Microsoft Teams was going to dominate the business and crush Slack. And I was like, this is actually impossible. They actually cannot do it. What they can do is it's bundled. teams with all their corporate customers, but every forward-looking consumer in the forward-looking business and consumer in the world will be on Slack. So that was Slack specifically. Zoom actually, I think, used the original internet concept of reducing friction. Go back three years before Zoom, remember how painful it was to download an app like Blue Jeans or Skype? It was so painful. People send me a Blue Jeans link. I'm like, please, guys, let's not do it. Let's go to Zoom. You want one-click start talking to somebody, it has to be like your natural behavior. So I think with both these
Starting point is 01:09:42 companies, with consumer-facing companies for the enterprise, I actually think consumer companies have a really good shot at cracking this. Now, if they had to focus on it, Facebook has tried Facebook workplace by dance is trying lark. I look for entrepreneurs or companies that are bringing consumer-facing behavior like internet companies to the workforce. This reminds me of times back in the day where people would refuse use of BlackBerry because they said, we have one device, we want to use our Apple device, let the CIO change their security motion around me. I refuse to go to a different device. Because consumers are powerful at the end of it and employees are powerful at the end of it.
Starting point is 01:10:18 For consumer software, the exact same feature set that we think about on internet companies applies to enterprise companies as well. How about an enterprise software? Anything distinct or different. Everyone talks about how the enterprise is really just going to become the same set of things that matter for consumer because we're also demanding now. that everything we use be super low friction. Any additional thoughts on enterprise before we close with developer tools? Yeah, I'd say for enterprise, listen, I don't do enterprise
Starting point is 01:10:42 software because generally I don't understand businesses that need large sales forces, big closing times. It's not part of what I call internet style investing. So I would not be the right person to talk about it. I'll tell you, like, listen, with Slack being acquired by Salesforce, I actually think part of the entire acquisition there is to bring that mindset into a hulking organization like Salesforce, which is getting long in the tooth at this point, because the products are not exactly friendly or consumer facing. I think Mark Beniof being the genius he is, he realizes that we can't go down the path of Oracle, which basically everyone hates. Instant, why not transform the organization within? The thing is very smart because that's why there's a Brett Taylor and a
Starting point is 01:11:24 steward Butterfield and the business going forward. Look at the change in mentality happening at that business. We don't own Salesforce stock, but I would suspect there is more to the acquisition of Slack than just acquiring Slack. I think it's about changing the mentality of a organization, which was going down the path of being a little archaic. Last one we'll do is developer tools. I don't want to talk about Twilio because everyone talks about Tuolio. It's an amazing company.
Starting point is 01:11:49 I've had Jeff on the podcast. He's amazing. But we kind of know, like the story here is what's incredible is more and more stuff is being built. Talk about software and internet-enabled businesses. They all need developers. They all need some core primitives. Something like communications with Twilio grows with the use.
Starting point is 01:12:04 case itself. What else, though, beyond Twilio is interesting to you in this, we'll call it infrastructure developer tools space? And what matters to you when you're looking at one of these businesses, especially, you know, young ones? I look for virality again. I look for number of GITs, number of developers using it, the amount of interaction on developer forums. So for me, I look at, and mostly these developer tools happen to be open source companies. The MongoDBs are super interesting. The optas are super interesting. providing single sign-on for companies. Anything that allows a developer,
Starting point is 01:12:38 instead of integrating an SDK and doing a bunch of work, where you do a simple API call and get your job done, just the way a consumer wants to click and get food delivered in 30 minutes or less, it looks and feels to me like an internet company. Companies I look at the outside, again, I wouldn't call us as experts in developer tools just yet, but it looks and feels to me like these companies can create that $50,000, $150 billion businesses.
Starting point is 01:13:03 I mean, Tweedio in my mind will absolutely build a 200 plus billion dollar business. For me, the few things are viral adoption, engagement, usually freemium tools, which is I also like Atlassian on Australia. I love Canva out in Australia as well. Amazing company. And guess what? We had to build a logo. I had two choices.
Starting point is 01:13:23 I could either hire a designer. I'm like, you know, screw it. I was going to build it on Canva. It took me 10 minutes to build a logo. It looked beautiful. Me, I just became part of the tam of Canva. I'm a designer, in quotes. Again, reducing friction, making life easy for developers, and usually open source sold by a
Starting point is 01:13:39 premium model are four or five of those key KPIs I'm looking for. Well, this has been so much fun. I've got two closing questions for you. Like I said, I could literally do this on every topic with you. Just love the energy and interest that you obviously bring to the conversation. The first is about investing the firm itself and what makes for a good investor. And I guess the way I'll phrase the question is, when you're looking at hiring and mentoring somebody new to the investing space, which you were not that long ago. You were an engineer first as the first
Starting point is 01:14:08 part of your career at Qualcomm. The transition to being an investor is an interesting one. It's a very different discipline. What advice would you have for people out there because you've been hiring and training people to be successful early in one's career as an investor? I've been hiring people through my engineering days, from my investor days for a few years now. And I love mentoring young people. It's one of my personal pet passions in life is to find that diamond in the rough, like who doesn't even know how good she or he is. It makes me very excited because that's just the small part I can give back to this amazing community of thoughtful people.
Starting point is 01:14:42 What I come to the conclusion is resumes are pretty much useless to me. I look for what I call four uncoachable traits. And this goes back to my original point of, man, I would love to find that brilliant young investor hiding in South Africa that nobody knows about. Because I promise you, she is there. I guarantee you that. We just don't know about her yet. I look for four uncoachable crates.
Starting point is 01:15:03 And all four are, you have to have all four else we can't hire you. But the first thing I look for is a very deep, very deep love for learning. You're learning because you love learning and you will do it for free. Being intellectually curious and love learning is a must have in this business. Number two, incredible work ethic. Half of life in this business is just turning up and busting ass. I can't teach you work ethic. you either have or you don't have it, but you can test for work ethic and people can showcase work ethic to
Starting point is 01:15:32 you. The third one, I've come to the conclusion, and again, it's been told by smarter people than me before, but investing is an EQ business and not an IQ business. You don't have to be really smart to be an investor. It's about mental flexibility. The way I've thought about this is I look for people who have showcased to me persistence and grit. The capacity to be beaten down, punch in the face and coming back stronger than ever is so important to me. Again, what I've noticed with resumes are when people have been very successful in life, they've never seen hardship. When they see that first hardship, they cave. I don't want that. I want people who have seen hardship and who've just come back with the heart of a champion. And the fourth thing is something I really have thought
Starting point is 01:16:12 deep and hard about respect to culture in investing firms general and culture and our firm. I've come to the conclusion that I want to only hire givers and not takers. And I think it's a wonderful thing to be a giver. Because what happens is you then create your own platform and Vex around you. And this is why Twitter and frankly, I think about what you do. Like you are a giver because you're just giving knowledge for a bunch of smart people. Giving in a world of investing where everyone is very short-sighted, very sharp elbowed, the culture of the firm, at least our firm, is about fine people who love giving and sharing. Because what happens is, tangibly, you become smarter for yourself. The reason we put out our quarterly updates on this
Starting point is 01:16:52 is what we learned in the quarter. Because guess what? I get more feedback than what I put out of the world. Because people tell me other things they learn, very selfishly, we get smarter. But number two, I think, is there is a strong view on karmic connections. You create so much karmic goodwill in the world for yourself when you give that you never know when the next helping hand comes from. And I'll tell you, at least in my life, I wouldn't call myself exceptionally smart or off the charts impressive, but I have absolutely been helped by the kindness of strangers. Well, you couldn't have set me up better for my traditional closing question, which is to ask you what the kindest thing that anyone's ever done for you is. I love the way you ask this question every single time.
Starting point is 01:17:31 And in fact, sometimes I just forward to the end of the podcast, ignore the content. But I'll tell you, listen, so obviously starting a firm has been front and foremost to me. It's just my third baby right now after my kids. The kindest thing I'm going to point out is there's a gentleman called he works at Greylock. His name is Ashim Chandna. He's a very under the radar, but a brilliant, brilliant. in venture investor. One of the best in the world, by the way. And I met him serendipitously, I'd say 12 months ago. We had a quick discussion. And I was sitting on starting a firm,
Starting point is 01:18:01 and literally on the spot, he committed his first check. Like literally, he was my first money in when I knew him for 45 minutes. I'm not sure what he saw in me, but he saw something. So, especially for the context of building a firm in the early days where you're not quite sure whether there are so many reasons to fail when a kindness of a stranger comes in an ashamed in this case, and he's now become a dear friend, obviously, committing a few million dollars to you in 45 minutes. I think that's really from a company building perspective. The money is a token, but he gave me the confidence that I could go and raise capital, which is always the hard part about bootstrapping a firm. And so I would say that in the last 12
Starting point is 01:18:43 months, the most contemporary kind thing somebody has done for me is what Ashim did, and he literally helped me on my way starting a firm. Well, I love the answer. Nobody listening is going to question your passion for what you do, and I think that you display those four same characteristics that you laid out. This has been so much fun. I was so excited to say that you're the first husband and wife appearance on the show, but then I realized that the wolves have you and Anu beat, but you certainly rivaled them for passion and interest. It's been so much fun hosting you and her, and I really appreciate your time today. I can't wait to do it again. I'm so grateful, Patrick. Thank you for all the good work you do. And I'll tell you that this is my must listen podcast. I literally have not missed a single episode. But man, like the amount of karmic value you created the world is commendable, man.
Starting point is 01:19:26 So I really appreciate this. Well, thank you so much for saying. So like I said, I can't wait to do this once a quarter or something with you and share what we learned with the audience. Have a great day. Thanks for your time. Thank you, Patrick. Appreciate it.
Starting point is 01:19:38 This episode was brought to you by Kannelist. In this four-part mini-series, I sit down with Kannelist, customer Fenimore asset management to discuss the firm's history and how Canales helps their firm better find and manage their investments. In this week's episode, Fenimore's portfolio manager Drew Wilson and I discuss the origins of the firm and how they came across Canalist. So Drew, I think a neat place to begin would be to have you tell us the origins of Fenimore itself. What's its sort of general thesis? Walk us through how you invest. Sure, Patrick. Fenimore asset management is an investment firm based in Cobleskill, New York.
Starting point is 01:20:12 We were founded in 1974. Our origins are actually quite interesting. Our founder is Tom Putnam. His father, Bob, owned a textile mill here in Cobleskill. We're big fans of Warren Buffett. He's very well articulated the challenges of the textile industry in the 60s when increased competition and dwindling margins and higher capital requirements began to decimate the economics of that industry.
Starting point is 01:20:37 So facing this prospect, Bob sold the company. And Tom, who had moved away since then moved back to, among other things, helped manage the proceeds of the sale. He was doing really well and word spread about how well he was doing. So he started managing money for family and friends. And ultimately, for institutions, in fact, in 1974, we took on our first institutional client, which we still have to this day. Their experiences, business owners, really helped shape the investment philosophy that we employ to this day. we approach every investment as if we're buying a fractional part of a business rather than buying a stock certificate. So we look for companies with high cash returns on capital,
Starting point is 01:21:21 which are protected by identifiable and sustainable competitive advantages, and where opportunities to redeploy that capital at attractive returns are plentiful. We managed a little over $3.5 billion in three mutual funds and also in separately managed accounts. I summarize our approach as concentrated quality value investing. We apply this in three different strategies, an all-cap strategy, a dividend growth strategy, and a small-cap strategy. This requires us to build and maintain extensive models, not only on the businesses that we own, but on those in our inventory or those companies that we'd like to own at the right price.
Starting point is 01:22:02 And this can be really labor-intensive. So before Canalist, we would get all the data from either equity databases, or SEC filings, press releases, sell-side reports, and even scraping the internet, we'd often have to hand-enter this data into the model when we got it. Knowing a lot of what I'll call quality value managers, I know how important deep work on the individual companies is. And so I'd love to hear sort of the before and after of when and how you found Canalyst and sort of how the work was being conducted before you started working with them and what they uniquely enabled as you think about the prosecution of deep work on small to midcap names.
Starting point is 01:22:45 You're exactly right. Running concentrated portfolios, not only are we able to do deep work on individual companies, but it's imperative that we do so. It's one of our primary differentiators. We spent a lot of time learning the dynamics of the industries and the nature and intensiveness of the existing competition. And importantly today, the potential for disruption. in the industry and how all of these affect the potential growth of the industry. And then within the company, we dig deep into the revenue and the cost drivers and how management is able to deploy the assets to capture attractive returns and how likely they'll be able to continue to do that. While much of this work is qualitative, the key to being
Starting point is 01:23:32 value investors is having some sense of what the company is worth so we can buy it at a margin of safety. We've employed the same philosophy and approach since our founding in 1974, but our process is organic, and we're always trying to improve it to make it more effective and more efficient. One of the process improvements we were exploring a couple of years ago was outsourcing part of our model building to free up our time. It happened to be during that exploration. I got an email from Canlis that was introducing me to their services, so naturally I requested a demo. I've done a lot demos in my life, many of them are really impressive, but this one blew me away. Nearly every feature reveal was a wow moment. If you enjoyed this episode, you can sign up for a new email
Starting point is 01:24:19 newsletter sent out each week called Inside the episode. Each week I condensed that week's episode to my favorite big ideas, quotations, and more. I've been recommending books to members of this email list for years, and we'll keep doing so in this weekly email. You can sign up at investorfieldguide.com forward slash book club.

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