Paul Gu. Co-Founder, CEO Upstart. Episode 8.
发布时间 来源
Episode 设置
摘要
Paul Gu is the co-founder and CEO of Upstart, the AI lending marketplace. He co-founded the company in 2012 alongside Dave Girouard and Anna Counselman and took over as CEO on May 1, 2026, with Girouard moving to executive chair. Before running the company he was its CTO, overseeing product, engineering, and machine learning, plus general management of the emerging auto and home businesses; he's been on Upstart's board since 2015. He pioneered Upstart's statistical models for predicting income and employment, came out of the quant finance world, and is a Thiel Fellow and a Yale dropout.
In this episode we discuss:
00:00 — "The model's gonna suck": why you can't copy Upstart
02:02 — Three sheep, two breeds, one A/B test
07:56 — Upstart as a position, a first derivative, and a second derivative
08:13 — The core business: 50 million Americans the prime market won't serve
10:31 — Why a loan P&L looks nothing like a shoe P&L
12:03 — Not lending off your own balance sheet
13:03 — Risk capital deals and buying commitment from your funders
15:32 — "An operating business that feeds a credit hedge fund"
16:02 — Where did yield go? Treasuries, inflation, and J&J bonds
18:19 — Where should a normal person park cash now?
21:20 — Inflating away the debt vs. the hard choices nobody will make
24:10 — Can AI get us to 5% real GDP growth?
26:06 — The distortions poisoning America: the GI Bill and housing
28:38 — Housing as a status good, and the real supply constraint
29:58 — Cartoon math: $100 of loans, $5 of contribution, a 20% fund
33:08 — Can an LP actually get these returns? Leverage and the Goldman piece
34:31 — Contribution margin vs. net income at a 35% CAGR
37:07 — Auto and HELOC: from -150% margins to breakeven
41:33 — The real moat: Jane Street techniques pointed at consumer credit
43:41 — The credit trifecta — growth, performance, and profit at once
45:30 — The five-year gauntlet in full: bad loans and angry regulators
48:09 — Building the foundation model for credit
49:56 — The four things you have to prove to launch a new product
50:23 — "You pitched me on being an indentured servant"
51:25 — Buying Prodigy, and why rewriting dealership workflows failed
56:08 — Phase two was also wrong: the lowest rate isn't enough
58:03 — The golf trip problem, and paying dealers to pick you
01:01:04 — Why Upstart stays away from new cars
01:06:03 — "No one wants to fund a new product. It's like nuclear waste"
01:06:33 — R&D loans on the balance sheet: paying for training data
01:08:11 — Pulling five years of signal out of six months of payments
01:10:52 — "There are no heuristics in our business"
01:11:58 — Rewriting XGBoost around net present value
01:14:04 — Second derivative: focus, hurdle rates, and one strategy per bet
01:16:51 — Killing auto refi, the product they were best at
01:22:03 — "Waiting is the death of execution"
01:23:19 — The dyssynergy of carrying four unprofitable businesses
01:24:42 — 2040: relevant to economic history, and unambiguously pro-human
01:28:46 — Does the US government need an Upstart?
01:29:21 — Jack in the Box, and "why don't you get a horse?"
GPT-4正在为你翻译摘要中......
