The Ledger

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why aren't all 560 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 0 checkable ones are still open, waiting for their date. predictions held up or didn't; assertions are supported or contradicted. on every card: ▮▮▮▮▮ certainty · ▮▮▮▮▮ debate potential. speakers are clickable

Assertion Contradicted
Loiacono: Competing PBMs Faked Mandatory Federal Compensation Disclosures in 2023
“23 people needed to start reporting this information, people being pharmacy benefit managers and administrators like ourselves, Had to start reporting this information. And what we realized is people were faking it. They either weren't doing it or they were pr…”
AJ Loiacono Aug 24, 2026 ▶ 32:22 He spent $0 on marketing—raised $400M at $3.25B valuation | Judi Health
Assertion Partly supported
Amazon threatened to boycott Columbia unless they suspended Roy Lee
“An Amazon executive sees this. They send a letter to Columbia saying, essentially, you need to expel this kid, or we're never going to hire you from your school anymore, and it's, like, a very thinly veiled threat. Columbia sees the letter. They loop me into a…”
Roy Lee Aug 4, 2025 ▶ 14:26 He got kicked out of Harvard—then grew to $5M ARR in just 3 months. | Roy Lee, Co-Founder of Cluely · PMF Show
Assertion Partly supported
Wipro cut its HR team by 45% using Ema's AI agents
“For Wipro, for example, they report from thousand people. They have been able to first, you know, reduce the time taken for any of these requests. These are not just questions, requests from five to seven days to like few seconds to minutes. Right. So that's a…”
Surajit Chatterjee May 11, 2026 ▶ 9:32 Coinbase's ex-CPO bet on AI agents before ChatGPT—now he's closing 7-figure Fortune 500 deals. | ... · PMF Show
Assertion Contradicted
Dan Mishin: The vast majority of top AI engineers are in China
“Vast majority of best AI engineers in the world are in China today.”
Dan Mishin Jun 15, 2026 ▶ 14:15 He quit his $50M ARR startup to work as a paralegal—then raised a $60M Series A. | Dan Mishin, Fo... · PMF Show
Assertion Supported
Sierra suffered a massive AI agent failure with Gap
“There was a massive hiccup with AI agents that Sierra launched for Gap.”
Roy Moussa Mar 12, 2026 ▶ 21:12 This 3x founder hit $1M ARR in 5 months. Here's his playbook. | Roy Moussa, Founder of GetVocal · PMF Show
Assertion Supported
Madheswaran: EvenUp relied on offshore labor before layering in AI
“Versus even for the time was kind of done by offshore human labor on two very specific tasks. And they're now layering in AI.”
Jay Madheswaran Feb 10, 2026 ▶ 32:27 How I grew to $3M ARR in 6 months—& to a $1B valuation in 2 years. | Jay, Founder of Eve Legal · PMF Show
Assertion Supported
Roy Lee: I recorded myself using Interview Coder during an Amazon interview
“I record myself using it on Amazon.”
Roy Lee Aug 4, 2025 ▶ 11:29 He got kicked out of Harvard—then grew to $5M ARR in just 3 months. | Roy Lee, Co-Founder of Cluely · PMF Show
Assertion Supported
Chase, Wells Fargo, and Bank of America each made $2B in overdraft
“Chase, Wells Fargo, and Bank of America at that point in time, again, going back to seven years, were each making two billion annually. That's so give or take six billion, and almost all of that goes to their nibbets. It's almost all Pre-tax profit.”
Zuben Matthews Jul 14, 2025 ▶ 11:03 How he grew to $100M ARR—then exited for $460M. | Zuben Matthews, Founder of Brigit · PMF Show
Assertion Supported
Carta Data: Only 4% of SAFE Bridge Startups Reach Series A
“If you took a bridge on a safe or a note after you had already raised price funding, so this is all about priced seeds to price series A, the percentage on the convertible bridges was four percent.”
Peter Walker May 22, 2025 ▶ 16:59 Q1 2025: The Seed to Series A Gap is Wider Than Ever. Here's what to do. | Peter Walker, Head of ... · PMF Show
Assertion Supported
Kuveke: Deel planted a spy in Rippling to steal Slack data
“Apparently what went on is a deal found an ex rippling and found a rippling employee and basically planted them in the company. And then this guy just went into Slack channels and stole all of their like rippling sales and marketing information and Pawned off …”
Jack Kuveke May 8, 2025 ▶ 7:50 Adam Neumann Returns, SV Spies, AI Robots Rise | April Startup News w/ Jack Kuveke · PMF Show
Assertion Partly supported
Loiacono: Traditional PBMs Charge Hundreds of Different Prices for Same Drug
“You know, so if a traditional pharmacy benefit manager, someone we compete with, they'll have hundreds of different prices for the same drug, same day, same pharmacy for different customers.”
AJ Loiacono Aug 24, 2026 ▶ 9:13 He spent $0 on marketing—raised $400M at $3.25B valuation | Judi Health
Assertion Supported
Hughes: YC internal data proves staying in SF yields higher success rates
“When we graduated from Y Combinator on the last day, they just put up, like, all the data behind, like, companies who stay in SF and companies that leave SF. Even if you go to New York, like, it just, like, the chances of success are just so much higher if you…”
Mark Hughes Jun 1, 2026 ▶ 16:55 He hit $1M ARR by sending 500,000 cold emails—then raised a $25M Series A in 6 days. | Mark Hughe... · PMF Show
Assertion Supported
Walker: AI foundation model seed startups reach $160M-$200M post-money valuations
“There's always this cohort of mostly candidly AI infrastructure companies that are building foundational models or building like the tech around foundational models, and they are getting valued at Just astronomical numbers. You know, I call it a 160, 170, 182 …”
Peter Walker May 25, 2026 ▶ 3:06 Q1 2026 w/Carta: What you need to raise a Series A. | Peter Walker, Head of Insights at Carta · PMF Show
Assertion Supported
Walker: Zero-revenue AI infrastructure startups are raising hundreds of millions
“Then there's this toward, you know, those AI infrastructure companies might be earning zero dollars and they're raising hundreds of millions because they're, they haven't, you know, come out with their new world model yet or whatever it is.”
Peter Walker May 25, 2026 ▶ 17:35 Q1 2026 w/Carta: What you need to raise a Series A. | Peter Walker, Head of Insights at Carta · PMF Show
Assertion Supported
Kuruvilla: Spangle boosts e-commerce conversion up to 50%
“We have case studies that demonstrate that we can bring up to almost a 50% increase in conversion, 30% increase in revenue per visit.”
Maju Kuruvi Apr 9, 2026 ▶ 13:56 He ran Prime fulfillment for Amazon—then raised $20M to replace e-commerce with AI. | Maju Kuruvi... · PMF Show
Assertion Supported
Mashrabov: Vertical drama apps beat Netflix on month-one ARPU
“I mean, essentially, they have higher average revenue per paying user in month one. Think about then Netflix.”
Alex Mashrabov Dec 4, 2025 ▶ 30:31 He exited to Snap for $166M— built an AI video startup, then raised $50M. | Alex Mashrabov, Found... · PMF Show
Assertion Supported
Walker: Top-quartile seed valuation barely increases Series A graduation rate
“What it showed is that on a percentage of graduation basis, yes, the highest valued companies graduate to Series A little bit more often than the other companies. But it's not a massive difference. It's within a couple percentage points.”
Peter Walker Nov 27, 2025 ▶ 4:59 Q3 2025 w/Carta: What you need to raise a Series A. | Peter Walker, Head of Insights at Carta · PMF Show
Assertion Supported
Eskildsen: Turbopuffer is 100x cheaper than incumbent vector databases
“The innovation of Turbo Puffer is that it is almost a hundred times cheaper than the incumbents at the time to store that coordinate system.”
Simon Eskildsen Oct 30, 2025 ▶ 6:42 He built a new database in his bedroom—now he powers Cursor, Notion and Anthropic. | Simon Eskild... · PMF Show
Assertion Supported
Noronha: Paul Graham Criticized Gamma's Launch Tweet About Slide-Making
“I actually remember Paul Graham replied to the tweet and said, making slides is not the most valuable tool in business. Like, anybody who thinks this is not making a good business. Like, the way to make a good business is to make a good product.”
Jon Noronha Sep 4, 2025 ▶ 46:59 Paul Graham Said His Startup Was Worthless—2 Months Later He Hit $1M ARR. | Jon Noronha, Co-Found... · PMF Show
Assertion Partly supported
Average bank overdraft borrowers paid $69 to borrow $70 for four days
“What we saw Was the average overdraft borrowing was only about 70 dollars, and people were overdrafting twice, so paying about 68, 69 dollars in fees for a matter of four days of borrowing.”
Zuben Matthews Jul 14, 2025 ▶ 11:38 How he grew to $100M ARR—then exited for $460M. | Zuben Matthews, Founder of Brigit · PMF Show
Assertion Supported
US banks generated $30B annually in overdraft fees around 2018
“The reality is when we started our company, banks, We're making about thirty billion dollars in overdraw fees. Thirty billion dollars.”
Zuben Matthews Jul 14, 2025 ▶ 10:47 How he grew to $100M ARR—then exited for $460M. | Zuben Matthews, Founder of Brigit · PMF Show
Assertion Supported
Paycheck-to-paycheck Americans pay up to 80% of bank overdraft fees
“And then you start to see who's paying 80% or 75% of those fees, who's paying Is it people who've got 10,000 dollars in their bank account who just made a mistake and didn't transfer money from one place to the other? It's not. It's the hundred plus million Am…”
Zuben Matthews Jul 14, 2025 ▶ 11:54 How he grew to $100M ARR—then exited for $460M. | Zuben Matthews, Founder of Brigit · PMF Show
Assertion Partly supported
Kuveke: Ilya Sutskever's SSI raised at a $34B valuation with zero revenue
“Safe super intelligence with this Ilya, the old CTO of open AI's company just raised at a thirty four billion dollar valuation. And what, how much money are they making? Zero.”
Jack Kuveke May 8, 2025 ▶ 25:19 Adam Neumann Returns, SV Spies, AI Robots Rise | April Startup News w/ Jack Kuveke · PMF Show
Assertion Supported
Kuveke: Mira Murati raising $2B seed at a $10B valuation
“Mira, the other co-founder of OpenAI is raising a two billion dollar seed round at a ten billion dollar valuation. She's not offering the rules of the engagement are that she has more, more board votes than everyone combined on the board plus one.”
Jack Kuveke May 8, 2025 ▶ 28:18 Adam Neumann Returns, SV Spies, AI Robots Rise | April Startup News w/ Jack Kuveke · PMF Show
Assertion Supported
DoorDash Offered Canadian Restaurants 0% Commission to Undercut SkipTheDishes
“Once they started focusing on Canada, they would go and offer restaurants to have what we were doing for 25% commission. They would just do for free.”
Jeff Adamson Mar 24, 2025 ▶ 8:01 He sold SkipTheDishes for $200M—then grew Neo Financial to a $1B valuation. | Jeff Adamson, Co-Fo... · PMF Show
Assertion Supported
Bolt backed out of its Wyre acquisition on the scheduled closing date
“Yes, and basically you always find definitive agreement, and then you have closing conditions that usually take like a year, like we have to transfer our licenses over to them, and meet all these closing conditions, and then we had a closing there's like some …”
Yanni Giannaros Dec 9, 2024 ▶ 45:09 He grew to $90M ARR, was about to exit for $1.5B—and then, it all fell apart. | Yanni Giannaros, ... · PMF Show
Assertion Supported
Walker: 58% of two-founder startup teams split equity unequally
“Something like 58% of two founder teams split unequally, so not fifty-fifty.”
Peter Walker Aug 22, 2024 ▶ 30:28 Q2 Early-Stage Venture Report w/ Carta’s Head of Insights: Valuations, Round Sizes, Graduation Ra... · PMF Show
Assertion Supported
Carta Data: Smallest Seed Rounds Graduate to Series A Less Frequently
“The general gist of it was that if you raise a small seed round, that is less highly correlated with your ability to raise an A round. So it looks to be that the smallest, and there's a bell curve here where, you know, at the smallest seed rounds tend to make …”
Peter Walker Aug 22, 2024 ▶ 37:10 Q2 Early-Stage Venture Report w/ Carta’s Head of Insights: Valuations, Round Sizes, Graduation Ra... · PMF Show
Assertion Supported
Loiacono: US drug spend surged from $110B in 2000 to $1T today
“If we went back to 2000, the year 2000, The total drug spend in the United States was like a hundred and ten billion dollars. We fast forward to today. It's a trillion.”
AJ Loiacono Aug 24, 2026 ▶ 8:27 He spent $0 on marketing—raised $400M at $3.25B valuation | Judi Health
Assertion Supported
Teller: X shut down its nuclear fusion project after 1,000 plasma shots
“We closed this down about a year and a half ago. We had a fusion project. We ran it. We did build something the size of a house. We did almost a thousand plasma shots. We convinced ourself it was not going to change the world. And we closed the project down”
Astro Teller Jul 13, 2026 ▶ 30:25 Tries 1,000 ideas & kills most—how X built Waymo & Google Brain | X (Alphabet) · PMF Show
Assertion Supported
Walker: Current Series A Rounds Average $14M–$15M at $75M Post-Money
“Like, you're talking 14, fifteen million dollars raised. You're talking seventy-five million or so post-money valuations on that.”
Peter Walker May 25, 2026 ▶ 7:42 Q1 2026 w/Carta: What you need to raise a Series A. | Peter Walker, Head of Insights at Carta · PMF Show
Assertion Supported
Walker: Seed-to-Series A 12-Month Graduation Rate Has Rebounded to 10%
“You've got the companies that raised about a year ago. So Q one of 20, 25 or so, how many of them have gotten to series A so far? It's something like 10 to 11%, which in a year is actually pretty good. It's much better than it was in 20, 22 or 23, where it was…”
Peter Walker May 25, 2026 ▶ 16:24 Q1 2026 w/Carta: What you need to raise a Series A. | Peter Walker, Head of Insights at Carta · PMF Show
Assertion Supported
Walker: Median Seed Company on Carta Has Four Non-Founder Employees
“We're seeing like the median seed stage company on Carta has four employees, not counting the founders.”
Peter Walker May 25, 2026 ▶ 23:52 Q1 2026 w/Carta: What you need to raise a Series A. | Peter Walker, Head of Insights at Carta · PMF Show
Assertion Partly supported
Haroun: Law firm rates increased 18% year-over-year since AI emerged
“The rates actually have gone up 18% year over year since AI came out.”
Omar Haroun Mar 19, 2026 ▶ 8:31 How he grew his AI startup from $2M to $20M ARR in 12 months. | Omar Haroun, Co-Founder of Eudia · PMF Show
Assertion Partly supported
Haroun: Tech companies using AI tools are hiring more developers, not fewer
“Everyone in the Valley or really any tech company at this point is now using Maybe previously cursor increasingly clod or whatever the mechanism is right to no longer write any code manually, but we're not hiring fewer developers. We're hiring way more.”
Omar Haroun Mar 19, 2026 ▶ 18:12 How he grew his AI startup from $2M to $20M ARR in 12 months. | Omar Haroun, Co-Founder of Eudia · PMF Show
Assertion Supported
d’Sa: Most Voice AI Platforms Like Vapi Run on LiveKit
“So VAPI and like land and retail and some of these, most of them actually are built on top of LiveKit. And so they use our infrastructure for all of the transport.”
Russ d’Sa Feb 23, 2026 ▶ 46:12 His startup powers OpenAI's Voice Mode. Last month, they became a unicorn. | Russ d’Sa, Co-Founde... · PMF Show
Assertion Contradicted
Walker: Bridged startups now graduate to the next stage at higher rates
“Weirdly, in the last year, there's been a couple quarters where the companies that took a bridge More of them have made it to the next stage and the companies who haven't taken a bridge yet.”
Peter Walker Nov 27, 2025 ▶ 44:24 Q3 2025 w/Carta: What you need to raise a Series A. | Peter Walker, Head of Insights at Carta · PMF Show
Assertion Supported
Walker: Seed deal volume will decline in 2025 despite higher invested capital
“When you look at the data, yes, there's more capital being invested, but the number of rounds at seed stage for us this year is actually going to go down.”
Peter Walker Nov 27, 2025 ▶ 2:13 Q3 2025 w/Carta: What you need to raise a Series A. | Peter Walker, Head of Insights at Carta · PMF Show
Assertion Supported
Walker: Lowest-quartile seed startups reach Series A half as often
“The companies that didn't had a big, big change were the lowest valued companies. So the lowest quartile, if you were raising a seed round and it's in the zero to call it 25th percentile of valuation, so on the very low end, those companies made it to series A…”
Peter Walker Nov 27, 2025 ▶ 5:14 Q3 2025 w/Carta: What you need to raise a Series A. | Peter Walker, Head of Insights at Carta · PMF Show
Assertion Supported
Walker: SAFEs Dominate All Startup Fundraising Rounds Under $4 Million
“Like safes are the dominant way to get money into a business. Now, anything under four million dollars is dominated by safes. Where it used to be, you'd start on safes and then you'd raise a seed, but if you're raising two and a half, three, four million dolla…”
Peter Walker Nov 27, 2025 ▶ 10:13 Q3 2025 w/Carta: What you need to raise a Series A. | Peter Walker, Head of Insights at Carta · PMF Show
Assertion Supported
Walker: Series A startup headcount dropped from 25 to 16-17 employees
“Series A, 20, 21, you had 25 people working for the company, full-time equity holding employees working for the company. Now you probably have 17. 16.”
Peter Walker Nov 27, 2025 ▶ 12:32 Q3 2025 w/Carta: What you need to raise a Series A. | Peter Walker, Head of Insights at Carta · PMF Show
Assertion Supported
Walker: AI/ML engineer pay rose up to 40% in 18 months
“Actually, AI ML engineers over the last 18 months on Carta, their pay packages have risen between 25 and 40%.”
Peter Walker Nov 27, 2025 ▶ 16:08 Q3 2025 w/Carta: What you need to raise a Series A. | Peter Walker, Head of Insights at Carta · PMF Show
Assertion Supported
Walker: Almost no seed-stage secondary transactions include startup employees
“While we're seeing, call it close to double the amount of founders taking something out at seed, like almost none of them have employee participation.”
Peter Walker Nov 27, 2025 ▶ 37:32 Q3 2025 w/Carta: What you need to raise a Series A. | Peter Walker, Head of Insights at Carta · PMF Show
Assertion Supported
Walker: Only 20% of seed startups reach Series A within two years
“The latest data has it at 20% of companies got from seed to A in two years or less.”
Peter Walker Nov 27, 2025 ▶ 43:23 Q3 2025 w/Carta: What you need to raise a Series A. | Peter Walker, Head of Insights at Carta · PMF Show
Assertion Supported
Snowden leaks accelerated VDI demand and created Nutanix's killer use case
“And after Snowden, basically, There was a big push towards virtualizing desktops. Like, okay, no machine leaves the premises. Everything is actually on the inside, and it became a great use case for us to say, let's virtualize the windows, desktops, in an envi…”
Dheeraj Pandey Nov 3, 2025 ▶ 9:21 He built a $20B public company, left—then raised a $100M Series A. | Dheeraj Pandey, Founder of N... · PMF Show
Assertion Contradicted
Zach Lloyd: Warp was the first software product to coin agent mode
“And so we moved to this model and we called it agent mode, which everyone has copied that name, by the way, if you look it up on chat GPT, we were the first people to call anything agent mode.”
Zach Lloyd Oct 9, 2025 ▶ 41:00 He quit Google & his 1st startup failed—but his 2nd grows at $1M ARR every 10 days. | Zach Llyod,... · PMF Show
Assertion Supported
Walker: AI seed-stage valuations are 40% to 50% higher than non-AI
“We're showing a chart right now that shows seed stage valuations for AI companies being 40 to 50% higher.”
Peter Walker Aug 21, 2025 ▶ 18:17 Q2 2025: The new Series A Bar is $3M ARR—& only 20% of seed startups make it. | Peter Walker, Hea... · PMF Show
Assertion Supported
Walker: Median Series A ARR rose from $1M in 2021 to $3M in 2024
“So it used to be in 20, 21, that the median amount of CAT or median amount of ARR for a Series A company is like just above one million bucks. In 20, 24, that was nearly three million dollars. And on the top quartile, so 75th percentile ARR used to be in 21, a…”
Peter Walker Aug 21, 2025 ▶ 26:55 Q2 2025: The new Series A Bar is $3M ARR—& only 20% of seed startups make it. | Peter Walker, Hea... · PMF Show
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