The Ledger
Every statement that passed quotation and attribution checks. Mix any filter with any other: certainty 1/5, debate potential 5/5, or both at once.
why aren't all 52 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 1 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
Consumer-only healthcare startups rely on untrustworthy data-selling models
“The companies that you can build on top of just the consumer and healthcare, Oftentimes there's the kind of companies that, that paint themselves into a corner that can never be trustworthy enough to go enterprise. They're the kind of companies where the busin…”
Healthcare system is unprepared for an impending surge in needs
“We're in for a tsunami of healthcare needs and the system is not prepared to deliver it.”
Healthcare founders trap themselves by staying down-market too long
“The trap that a lot of, I think healthcare founders fall into is that they stay down market. They don't figure out, they don't like Time their Yolo shot to go up market at the right moment.”
Vertical AI startups cannot win by fighting foundation model labs
“If you are fighting against them, you've already lost. If you haven't figured out how you're going to win with them, how you're gonna not just coexist, but actually find ways to collaborate potentially, and if the tailwinds that they create are not yours to le…”
Healthcare AI startups do not need forward-deployed engineers
“No, you don't. Not in our case. You're going to get to that zero to one. You're going to get to that first product in all the ways, like people in, you know, in the health systems, in the clinics and listening to the doctors and the nurses and figuring it out.…”
Founder mode means targeted tours of duty, not micromanagement
“Founder mode is just about, to me, it's about tours of duty depending on what's on fire inside the company or like what's the most important thing and what you're best at. You just go crush. You just have to go you know, kill whatever that challenge is. And it…”
An Abridge investor required Shiv Rao to undergo a psychological assessment
“We were talking about psychological assessments, I think, before we started, and how some VCs will do that, and I had one before we took money from one of our investors”
Top VC kingmaking works via a psychological placebo effect on founders
“It's less the brand, it's more the placebo effect. It's more the psychology. It's when you feel like the more you can feel inevitable, the more you will be.”
Doctors refuse to join hospital networks that do not provide Abridge
“There are doctors right now who we've heard who won't sign up to join a healthcare system, a hospital, if they don't have a bridge.”
Forty percent of Abridge's model outputs come from in-house models
“About 40% of our model outputs inside our product are generated by in-house models.”
Frontier models could not meet latency needs for key healthcare workflows
“But that kind of experience you need insane performance and latency And that's something that we weren't able to achieve in an easy, elegant way with Frontier model. So for certain use cases, there was really no choice.”
Abridge will never become an electronic medical record system
“Like we don't ever want to be an electronic medical record.”
Abridge rarely encounters competitors Nabla or Candidate in sales deals anymore
“We don't see either of those companies much anymore.”
Microsoft obfuscates pricing and overcomplicates enterprise software
“Especially like the Microsofts of the world just obfuscate things so much and make things so complicated.”
Top research talent is far more valuable than early model access
“B. B over A. Yeah, no question about it. No question about it, because ultimately it's always about the people, and if you've got incredible people, you're going to build your own models, your own primitives, and yes, the frontier models you're going to be abl…”
AI will progressively automate low-stakes primary care workflows
“It's those types of workflows that are, will, you know, progressively get automated till we get to some approximation of maybe the most boring variant of primary care, you know, that nobody wants to practice.”
Rapidly scaling companies benefit significantly from in-person work
“Things are moving so quickly that the more time that you have in person, the better. There's no question about it.”
Operating without pressure is the hardest stage of startup growth
“You know, honestly, like the chapter of company that, that sucks the most is like the one where you don't feel pressure.”
Anyone who claims CEOs can have everything is lying
“There's trade-offs and there are sacrifices and the folks who say you can have everything are lying and you just have to be eyes wide open on what you're giving up.”
Being in San Francisco is super important for AI startups
“As we were inflecting, we just needed to be, you know, in that moment, and the amount of ideas that you just osmotically absorb by being there, the kind of talent that you have access to, the kind of mentorship that you have access to, I think it's super impor…”
Abridge can operate as a flat company using AI tools
“And anymore, I'm in this very idealistic mode that we can be a very, very flat company in the near future. Just like less managers, like less, like a lot more ICs, super ICs taking on that much more, you know, everybody Everybody kind of with these tools able …”
Clinical conversations can power new healthcare AI infrastructure
“It was this thesis that this idea, the secret hiding in plain sight, that this data set, this, like these conversations, it's the most human signal and it really powers healthcare. And you can build a whole new set of rails on top of this signal.”
Highest-upside vertical AI companies control full tech stack
“I think the vertical AI companies that have the most leverage that have the most upside are the ones that can reach farther down into the stack and own their destiny in a different differentiated way that can kind of control their P and L.”
Use frontier AI models when building features that require endless improvement
“If the market cares about you always improving on something that you don't think you'll ever be perfect on, and healthcare has a lot of use cases like this, it makes more sense to ride the frontier wave.”
Abridge will remain private as long as private capital supports its mission
“I have a mission, and to serve that mission I will do what it takes, and if I can do it in the private markets, I'll raise money there. If I need to go public to do that, then I will go public.”
Doctors are compensated for documented care, not care delivered
“So when you think about it in, in the United States, but really this is like true in many parts of the world, clinicians, doctors, they're not compensated for the care that they deliver. They're compensated for the care that they documented, that they deliver.”
Epic was the best EMR software during clinical practice
“And I was at a health system that had multiple medical records, and I was always the happiest when I was using Epic compared to any others out there.”
Abridge is expanding back into patient-facing healthcare software
“Actually, we're getting back to the patient side of that slide now, again,”
Declining AI inference costs will drive exponentially higher token usage
“I don't know about the specific number, but I think directionally, I think so. I think that you just can't get enough of this technology once you start to use it. And even as inference costs come down, you just end up using more and more and more of it.”
NVIDIA CEO Jensen Huang maintains extremely fast response times to founders
“And so, and Jensen, NVIDIA is one of our investors, and Jensen told me this, he once called me at midnight, and I was like, on his way home, cold call, and I knew it was him and I picked it up, and it was awesome... He was calling me back Because of an email I…”
Shiv Rao stopped interviewing every candidate around 100 employees
“Oh, it's been a long time. It's been a long time. I. A hundred? Even, probably even a little bit before that, honestly. It was around then.”
Massive capital rounds are a brute instrument to win markets
“You raise this capital because it's a brute instrument now that is going to allow you to win. And so against certain things, you just don't want to even debate. And if you are, you're doing it wrong.”
Abridge's hardest funding round was its Series A-1
“The hardest round was a series A-one. You know, venture capital, you know, you obviously know it was a weak round. We were in a weak spot because there's like a digit at the end of it.”
Elad Gil is the single investor Shiv Rao would choose today
“If I start a new company right now, I would call Elad. Elad Gill. We'd go big, like single GP, you know, like all of the wisdom in his head all that I've learned from him, his ability to go every stage and be incredibly valuable.”
Corporate development requires binary focus, not split-role employees
“How you need to have people just fully focused. It needs to be their entire job. You can't split people's, you know, brains on it. If you're gonna do it, you gotta be binary.”
US healthcare stakeholders are fundamentally misaligned with patients
“And that's what healthcare is in the United States. It's providers, health systems, pointing guns and getting pointed at by insurance companies. And then there's also life sciences companies. And those three stakeholders in some way, shape or form are misalign…”
Abridge raised a $5M seed round at a $15M pre-money valuation
“Our series seed was like, we raised five million dollars on a pre of 15.”
800,000 US doctors actively practice, mostly in large delivery systems
“There's about a million doctors in the country, maybe 800,000 of them are actually practicing. The vast majority of them are concentrated in large care delivery systems.”
JAMA study showed 30% of US nurses planned to leave profession
“There was a study about nurses recently that was published in JAMA that suggested that 30% of nurses in the country Didn't want to be nurses in the next 12 months.”
Winning healthcare enterprise sales requires aligning CMIO, CIO, and CFO
“And so you got to take that responsibility very seriously because the enterprise motion in healthcare is complicated. You have a lot of different stakeholders. You have your end users, but then you have the decision makers and there's a CMIO, chief medical inf…”
Microsoft bought Nuance for $20B+ and competed with Abridge
“And the first big competitor for us was Microsoft. They had bought a company called Nuance for 20 some billion some years ago, and they had a product in our category and we still compete with them in the marketplace.”