Sep 30, 2021 · 36m · 20vc

20VC: The Opendoor Memo: Keith Rabois on The Origins of Opendoor from a Conversation with Peter Thiel, Why Cash is Not a Competitive Moat for Startups Today and What People Misunderstand About Black Swan Events in Real Estate and How it Impacts Opendoor

Keith Rabois · 25m spoken
0:00 / 0:00

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In this episode of 20VC's 'The Memo,' Founders Fund General Partner Keith Rabois details the incubation, scaling, and public listing of Opendoor, sharing foundational insights on algorithmic home pricing, venture building, and capital dynamics. He also reflects on applying these operational lessons to his latest venture, OpenStore, while offering strategic perspectives on venture capital moats and personal productivity routines.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. Harry holds 27.6% of the talking time here. How this is scored →

Harry as informed peer 3.1 Guest teaching 3.9 Guest disagreement 2.4 Harry pushing back 1.7
05100:0010:0020:0030:003:08–6:57 · Harry as informed peer 2/10 Welcome Bumper and Conversation Kickoff Harry opens the show by asking Keith about the origin story of Opendoor and why the 2003 prototype was deferred. Keith explains how the post-dot-com crash capital crunch and lack of tech debt facilities prevented funding two home cohorts.6:57–9:59 · Harry as informed peer 3/10 Capital Dynamics and Home Pricing Cohorts When Harry asks about performing top-down market analysis, Keith dismisses the premise, stating he never does top-down market modeling because residential real estate is obviously the largest asset class in the world.9:59–12:45 · Harry as informed peer 3/10 Assembling the Founding Team and Talent Assessment Harry asks how Keith detects talent in 'diamonds in the rough' when assembling founding teams. Keith highlights matching candidate attributes directly to core startup risks and praises Eric Wu's interviewing skills.12:45–16:08 · Harry as informed peer 3/10 Overcoming Early Seller Conversion and Trust Hurdles Harry inquires about early operational hurdles. Keith shares an epiphany regarding seller conversion where sellers doubted a startup's solvency, which was solved through targeted PR, before discussing city expansion criteria.16:08–19:06 · Harry as informed peer 3/10 Pricing Strategy Debates with Co-Founder JD Ross Keith refutes common wisdom around black swan macro real estate events, explaining that Opendoor actually performs better in down markets due to heightened liquidity demand and backing it up with 2008 price decay data.19:06–22:45 · Harry as informed peer 3/10 Fundraising Challenges and Correcting Operational Errors Harry asks about past fundraising friction. Keith candidly admits to making operational mistakes in 2016, such as building distributed local teams copied poorly from Uber, before contrasting those lessons with OpenStore.22:45–25:34 · Harry as informed peer 4/10 Financial Discipline Amid Back-to-Back Funding Rounds Harry asks whether cash itself forms a competitive moat for asset-heavy models. Keith disagrees directly, asserting that cash merely follows progress rather than predicting or establishing a true moat.25:35–27:58 · Harry as informed peer 4/10 Expanding to 60 Markets and the SPAC Decision Harry asks about expanding to 60 markets and the choice to go public via SPAC. Keith explains that direct listings had legal constraints on capital raising at the time, making a SPAC the fastest vehicle for public listing.27:58–31:21 · Harry as informed peer 4/10 Evaluating Public Listing Vehicles and SPAC Mechanics Harry brings up the statistic that 97% of SPACs trade below their offering price. Keith rejects the broad generalization, emphasizing that different listing mechanisms fit different companies and citing Rocket Lab as a success.31:21–33:59 · Harry as informed peer 2/10 Personal Routine: Sleep, Barry's Bootcamp, and Fitness In the quickfire section, Keith discusses unsung heroes at Opendoor, prioritizing eight hours of sleep, and how Kevin Systrom introduced him to Barry's Bootcamp.3:08–6:57 · Guest teaching 3/10 Welcome Bumper and Conversation Kickoff Harry opens the show by asking Keith about the origin story of Opendoor and why the 2003 prototype was deferred. Keith explains how the post-dot-com crash capital crunch and lack of tech debt facilities prevented funding two home cohorts.6:57–9:59 · Guest teaching 5/10 Capital Dynamics and Home Pricing Cohorts When Harry asks about performing top-down market analysis, Keith dismisses the premise, stating he never does top-down market modeling because residential real estate is obviously the largest asset class in the world.9:59–12:45 · Guest teaching 3/10 Assembling the Founding Team and Talent Assessment Harry asks how Keith detects talent in 'diamonds in the rough' when assembling founding teams. Keith highlights matching candidate attributes directly to core startup risks and praises Eric Wu's interviewing skills.12:45–16:08 · Guest teaching 3/10 Overcoming Early Seller Conversion and Trust Hurdles Harry inquires about early operational hurdles. Keith shares an epiphany regarding seller conversion where sellers doubted a startup's solvency, which was solved through targeted PR, before discussing city expansion criteria.16:08–19:06 · Guest teaching 6/10 Pricing Strategy Debates with Co-Founder JD Ross Keith refutes common wisdom around black swan macro real estate events, explaining that Opendoor actually performs better in down markets due to heightened liquidity demand and backing it up with 2008 price decay data.19:06–22:45 · Guest teaching 4/10 Fundraising Challenges and Correcting Operational Errors Harry asks about past fundraising friction. Keith candidly admits to making operational mistakes in 2016, such as building distributed local teams copied poorly from Uber, before contrasting those lessons with OpenStore.22:45–25:34 · Guest teaching 5/10 Financial Discipline Amid Back-to-Back Funding Rounds Harry asks whether cash itself forms a competitive moat for asset-heavy models. Keith disagrees directly, asserting that cash merely follows progress rather than predicting or establishing a true moat.25:35–27:58 · Guest teaching 4/10 Expanding to 60 Markets and the SPAC Decision Harry asks about expanding to 60 markets and the choice to go public via SPAC. Keith explains that direct listings had legal constraints on capital raising at the time, making a SPAC the fastest vehicle for public listing.27:58–31:21 · Guest teaching 4/10 Evaluating Public Listing Vehicles and SPAC Mechanics Harry brings up the statistic that 97% of SPACs trade below their offering price. Keith rejects the broad generalization, emphasizing that different listing mechanisms fit different companies and citing Rocket Lab as a success.31:21–33:59 · Guest teaching 2/10 Personal Routine: Sleep, Barry's Bootcamp, and Fitness In the quickfire section, Keith discusses unsung heroes at Opendoor, prioritizing eight hours of sleep, and how Kevin Systrom introduced him to Barry's Bootcamp.3:08–6:57 · Guest disagreement 1/10 Welcome Bumper and Conversation Kickoff Harry opens the show by asking Keith about the origin story of Opendoor and why the 2003 prototype was deferred. Keith explains how the post-dot-com crash capital crunch and lack of tech debt facilities prevented funding two home cohorts.6:57–9:59 · Guest disagreement 4/10 Capital Dynamics and Home Pricing Cohorts When Harry asks about performing top-down market analysis, Keith dismisses the premise, stating he never does top-down market modeling because residential real estate is obviously the largest asset class in the world.9:59–12:45 · Guest disagreement 1/10 Assembling the Founding Team and Talent Assessment Harry asks how Keith detects talent in 'diamonds in the rough' when assembling founding teams. Keith highlights matching candidate attributes directly to core startup risks and praises Eric Wu's interviewing skills.12:45–16:08 · Guest disagreement 1/10 Overcoming Early Seller Conversion and Trust Hurdles Harry inquires about early operational hurdles. Keith shares an epiphany regarding seller conversion where sellers doubted a startup's solvency, which was solved through targeted PR, before discussing city expansion criteria.16:08–19:06 · Guest disagreement 4/10 Pricing Strategy Debates with Co-Founder JD Ross Keith refutes common wisdom around black swan macro real estate events, explaining that Opendoor actually performs better in down markets due to heightened liquidity demand and backing it up with 2008 price decay data.19:06–22:45 · Guest disagreement 3/10 Fundraising Challenges and Correcting Operational Errors Harry asks about past fundraising friction. Keith candidly admits to making operational mistakes in 2016, such as building distributed local teams copied poorly from Uber, before contrasting those lessons with OpenStore.22:45–25:34 · Guest disagreement 4/10 Financial Discipline Amid Back-to-Back Funding Rounds Harry asks whether cash itself forms a competitive moat for asset-heavy models. Keith disagrees directly, asserting that cash merely follows progress rather than predicting or establishing a true moat.25:35–27:58 · Guest disagreement 2/10 Expanding to 60 Markets and the SPAC Decision Harry asks about expanding to 60 markets and the choice to go public via SPAC. Keith explains that direct listings had legal constraints on capital raising at the time, making a SPAC the fastest vehicle for public listing.27:58–31:21 · Guest disagreement 3/10 Evaluating Public Listing Vehicles and SPAC Mechanics Harry brings up the statistic that 97% of SPACs trade below their offering price. Keith rejects the broad generalization, emphasizing that different listing mechanisms fit different companies and citing Rocket Lab as a success.31:21–33:59 · Guest disagreement 1/10 Personal Routine: Sleep, Barry's Bootcamp, and Fitness In the quickfire section, Keith discusses unsung heroes at Opendoor, prioritizing eight hours of sleep, and how Kevin Systrom introduced him to Barry's Bootcamp.3:08–6:57 · Harry pushing back 1/10 Welcome Bumper and Conversation Kickoff Harry opens the show by asking Keith about the origin story of Opendoor and why the 2003 prototype was deferred. Keith explains how the post-dot-com crash capital crunch and lack of tech debt facilities prevented funding two home cohorts.6:57–9:59 · Harry pushing back 2/10 Capital Dynamics and Home Pricing Cohorts When Harry asks about performing top-down market analysis, Keith dismisses the premise, stating he never does top-down market modeling because residential real estate is obviously the largest asset class in the world.9:59–12:45 · Harry pushing back 1/10 Assembling the Founding Team and Talent Assessment Harry asks how Keith detects talent in 'diamonds in the rough' when assembling founding teams. Keith highlights matching candidate attributes directly to core startup risks and praises Eric Wu's interviewing skills.12:45–16:08 · Harry pushing back 1/10 Overcoming Early Seller Conversion and Trust Hurdles Harry inquires about early operational hurdles. Keith shares an epiphany regarding seller conversion where sellers doubted a startup's solvency, which was solved through targeted PR, before discussing city expansion criteria.16:08–19:06 · Harry pushing back 2/10 Pricing Strategy Debates with Co-Founder JD Ross Keith refutes common wisdom around black swan macro real estate events, explaining that Opendoor actually performs better in down markets due to heightened liquidity demand and backing it up with 2008 price decay data.19:06–22:45 · Harry pushing back 1/10 Fundraising Challenges and Correcting Operational Errors Harry asks about past fundraising friction. Keith candidly admits to making operational mistakes in 2016, such as building distributed local teams copied poorly from Uber, before contrasting those lessons with OpenStore.22:45–25:34 · Harry pushing back 3/10 Financial Discipline Amid Back-to-Back Funding Rounds Harry asks whether cash itself forms a competitive moat for asset-heavy models. Keith disagrees directly, asserting that cash merely follows progress rather than predicting or establishing a true moat.25:35–27:58 · Harry pushing back 2/10 Expanding to 60 Markets and the SPAC Decision Harry asks about expanding to 60 markets and the choice to go public via SPAC. Keith explains that direct listings had legal constraints on capital raising at the time, making a SPAC the fastest vehicle for public listing.27:58–31:21 · Harry pushing back 3/10 Evaluating Public Listing Vehicles and SPAC Mechanics Harry brings up the statistic that 97% of SPACs trade below their offering price. Keith rejects the broad generalization, emphasizing that different listing mechanisms fit different companies and citing Rocket Lab as a success.31:21–33:59 · Harry pushing back 1/10 Personal Routine: Sleep, Barry's Bootcamp, and Fitness In the quickfire section, Keith discusses unsung heroes at Opendoor, prioritizing eight hours of sleep, and how Kevin Systrom introduced him to Barry's Bootcamp.

speaking balance: gold is Harry, purple is the guest (3 minute bins)

0:00 · Harry 100% · guest 0%0:00 · Harry 100% · guest 0%3:00 · Harry 28.8% · guest 71.2%3:00 · Harry 28.8% · guest 71.2%6:00 · Harry 11.6% · guest 88.4%6:00 · Harry 11.6% · guest 88.4%9:00 · Harry 22.4% · guest 77.6%9:00 · Harry 22.4% · guest 77.6%12:00 · Harry 13% · guest 87%12:00 · Harry 13% · guest 87%15:00 · Harry 10.6% · guest 89.4%15:00 · Harry 10.6% · guest 89.4%18:00 · Harry 13% · guest 87%18:00 · Harry 13% · guest 87%21:00 · Harry 12.8% · guest 87.2%21:00 · Harry 12.8% · guest 87.2%24:00 · Harry 19.3% · guest 80.7%24:00 · Harry 19.3% · guest 80.7%27:00 · Harry 14.9% · guest 85.1%27:00 · Harry 14.9% · guest 85.1%30:00 · Harry 11.2% · guest 88.8%30:00 · Harry 11.2% · guest 88.8%33:00 · Harry 50.9% · guest 49.1%33:00 · Harry 50.9% · guest 49.1%36:00 · Harry 100% · guest 0%36:00 · Harry 100% · guest 0%
Sharpest disagreement ▶ 9:08 Keith rejects top-down market sizing

Keith explicitly dismisses Harry's question about top-down market analysis, stating he never does top-down models and that residential real estate obviously requires no such modeling.

Hardest push from Harry ▶ 24:42 Harry pushes on cash as a moat

Harry pushes Keith on whether cash functions as a moat in capital-intensive businesses, forcing Keith to directly refute the premise.

Biggest teaching moment ▶ 16:54 Keith re-educates on down-market liquidity dynamics

Keith corrects the common intuition about real estate crashes by presenting data from 2008 showing minimal 30-day price decay and explaining why liquidity providers perform better during market downturns.

Harry holds his own ▶ 28:34 Harry brings data on SPAC underperformance

Harry confronts Keith with the stat that 97% of SPACs trade below IPO price, challenging the general validity of SPACs as a public listing mechanism.

the scores for every segment, with the reasoning behind each
ChapterTopicHarry as informed peerGuest teachingGuest disagreementHarry pushing backWhy
Welcome Bumper and Conversation Kickoff 2311 Harry opens the show by asking Keith about the origin story of Opendoor and why the 2003 prototype was deferred. Keith explains how the post-dot-com crash capital crunch and lack of tech debt facilities prevented funding two home cohorts.
Capital Dynamics and Home Pricing Cohorts 3542 When Harry asks about performing top-down market analysis, Keith dismisses the premise, stating he never does top-down market modeling because residential real estate is obviously the largest asset class in the world.
Assembling the Founding Team and Talent Assessment 3311 Harry asks how Keith detects talent in 'diamonds in the rough' when assembling founding teams. Keith highlights matching candidate attributes directly to core startup risks and praises Eric Wu's interviewing skills.
Overcoming Early Seller Conversion and Trust Hurdles 3311 Harry inquires about early operational hurdles. Keith shares an epiphany regarding seller conversion where sellers doubted a startup's solvency, which was solved through targeted PR, before discussing city expansion criteria.
Pricing Strategy Debates with Co-Founder JD Ross 3642 Keith refutes common wisdom around black swan macro real estate events, explaining that Opendoor actually performs better in down markets due to heightened liquidity demand and backing it up with 2008 price decay data.
Fundraising Challenges and Correcting Operational Errors 3431 Harry asks about past fundraising friction. Keith candidly admits to making operational mistakes in 2016, such as building distributed local teams copied poorly from Uber, before contrasting those lessons with OpenStore.
Financial Discipline Amid Back-to-Back Funding Rounds 4543 Harry asks whether cash itself forms a competitive moat for asset-heavy models. Keith disagrees directly, asserting that cash merely follows progress rather than predicting or establishing a true moat.
Expanding to 60 Markets and the SPAC Decision 4422 Harry asks about expanding to 60 markets and the choice to go public via SPAC. Keith explains that direct listings had legal constraints on capital raising at the time, making a SPAC the fastest vehicle for public listing.
Evaluating Public Listing Vehicles and SPAC Mechanics 4433 Harry brings up the statistic that 97% of SPACs trade below their offering price. Keith rejects the broad generalization, emphasizing that different listing mechanisms fit different companies and citing Rocket Lab as a success.
Personal Routine: Sleep, Barry's Bootcamp, and Fitness 2211 In the quickfire section, Keith discusses unsung heroes at Opendoor, prioritizing eight hours of sleep, and how Kevin Systrom introduced him to Barry's Bootcamp.

Statements from this episode (21)

Disclosure
Thiel offered $5M in 2003 to fund Opendoor's predecessor
“Peter was willing to fund the company with about five million dollars, but fundamentally, to buy enough homes and prove that you could accurately price the homes, five million was at the very low end of what would be feasibly, statistically, to prove that we c…”
Keith Rabois Sep 30, 2021 ▶ 5:16
Insight
Rabois: Debt capital is the operational oxygen for Affirm and Opendoor
“In addition, we do use debt and debt is the oxygen for businesses like Affirm. It's the oxygen for companies like Opendoor.”
Keith Rabois Sep 30, 2021 ▶ 5:57
Assertion Supported
YouTube and PayPal founders helped build Opendoor's 2003 predecessor
“The logo for Home Run was designed by Chad Hurley as a side project. I got a decent part of the website was coded by Max Levchin.”
Keith Rabois Sep 30, 2021 ▶ 6:30
Insight
Rabois: 20 to 25 homes provides statistical validity for pricing algorithms
“And so we could buy a cohort of call it 20, 25 homes. And you can get some statistical validity out of that size cohort.”
Keith Rabois Sep 30, 2021 ▶ 7:13
Disclosure
Rabois: Opendoor launched in 2013 with $10M initial capital
“Which is actually what we did in 2013 when we funded the company. We actually only funded the company with ten million dollars, which was basically just enough to buy two cohorts of homes.”
Keith Rabois Sep 30, 2021 ▶ 8:00
Assertion Not checkable as stated
Rabois: 83% of US homes are commodities, not unique assets
“And in truth, most homes, when I say most, I mean, 83% of homes in the United States are more like a commodity.”
Keith Rabois Sep 30, 2021 ▶ 8:37
Insight
Rabois: Infallibility in assessing talent alone can propel a startup
“And for CEO, that one skill alone Can propel a company. If you can assess people infallibly, that is, you know, the propellant for many, many, many companies.”
Keith Rabois Sep 30, 2021 ▶ 12:00
Insight
Rabois: Early city expansion cannot be driven by data or algorithms
“When you're going from one city to two cities, There is no algorithm behind this stuff. I mean, because by definition, you don't have data to tune what cities are most attractive.”
Keith Rabois Sep 30, 2021 ▶ 14:44
Opinion
Rabois: San Francisco Bay Area real estate is too anomalous for Opendoor
“The Bay Area is just too anomalous from a real estate perspective to invest in.”
Keith Rabois Sep 30, 2021 ▶ 15:33
Assertion Not checkable as stated
Rabois: Opendoor still executes its pricing model incorrectly eight years later
“The one that I still make fun of JD about is how we did our pricing model, which we still basically don't do correctly. You know, eight years later, we'll eventually fix this, but there's a lot of debate about whether we should have consumers name their own pr…”
Keith Rabois Sep 30, 2021 ▶ 16:20
Insight
Rabois: Opendoor performs better in depreciating real estate markets
“I've always had the hypothesis that, in fact, Opendoor would do better in a bad real estate market, a down market, a depreciating market, than an appreciating market. If you think about it, we basically provide liquidity. Typically, people who want liquidity c…”
Keith Rabois Sep 30, 2021 ▶ 17:13
Assertion Contradicted
Rabois: Phoenix home prices decayed at most 2% monthly in 2008
“No market in the United States actually collapsed very fast. Like even in Phoenix, which was one of the most affected markets in 2008, the greatest decay in any 30 day period was about two percent.”
Keith Rabois Sep 30, 2021 ▶ 17:56
Assertion Contradicted
Rabois: Diversified US residential real estate lost no money in 2008
“If you studied residential real estate in the United States over the last century, had you been relatively well diversified across all markets in the US, you would not have lost money even in 2008. So most US markets do not move in tandem or Historically have …”
Keith Rabois Sep 30, 2021 ▶ 18:36
Opinion
Rabois: Copying Uber's distributed local market team model is a bad idea
“Second, and related to that, we built insanely dumb idea of building like a distributed team, like in local markets, which is the bad idea taken from Uber was never a good idea in the first place. It might have even been a bad idea for Uber, but it was a bad i…”
Keith Rabois Sep 30, 2021 ▶ 20:12
Assertion Supported
Square reduced merchant onboarding from weeks to instant approval for 93%
“Before Square, people sometimes forget, before Square in the United States to get access to the credit card infrastructure. You can apply, in quotes, for a merchant account And that would take three weeks. It would require a credit check and a manual investiga…”
Keith Rabois Sep 30, 2021 ▶ 22:01
Assertion Supported
Rabois: Opendoor negotiated its second funding round before launching
“So we wound up negotiating the second round pretty much before we actually launched the company.”
Keith Rabois Sep 30, 2021 ▶ 23:04
Insight
Rabois: Cash is not a competitive moat for technology startups
“I don't really believe cash is a moat generally across technology companies. I think cash follows progress, not really predicates it.”
Keith Rabois Sep 30, 2021 ▶ 25:07
Prediction Held up
Rabois: Opendoor will cover all US markets except possibly Bay Area
“So literally everywhere in the United States are going to be able to, you know, buy and sell homes through Opendoor except maybe the Bay Area.”
Keith Rabois Sep 30, 2021 ▶ 26:13
Disclosure
Rabois: Opendoor pursued a SPAC under the misconception it was faster
“The real reason for choosing to go down the SPAC model was I wanted us to be a public company as fast as humanly possible. I had some reasons to believe we could do it a little bit more rapidly through a SPAC. The truth is that's not really true, but it was ea…”
Keith Rabois Sep 30, 2021 ▶ 27:10
Opinion
Rabois: Differences between IPOs, direct listings, and SPACs are now minimal
“That's really the role of the CEO and the board to choose wisely, but all of them have their merits and they're harmonizing a bit Where the differences are quite small at this point, and very nuanced.”
Keith Rabois Sep 30, 2021 ▶ 29:02
Insight
Rabois: Eight hours of sleep is the most important decision for success
“I've always prioritized eight hours sleep in my life. I think it's the most important sort of decision. You can make in terms of health, happiness, professional success.”
Keith Rabois Sep 30, 2021 ▶ 32:22
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