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 2,194 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 7 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
Moreno: Top three AI vendors in any category have roughly equal tech
“If you're working with one of the top three vendors in every, in any space in AI right now on a four to six week cycle, the tech is probably within 10% of equal.”
Moreno: Top AI sales comp plans require 10x to 30x OTE performance
“In AI right now, the top tier is like.
30 X your OTE.
Like I remember in the days where it was like, oh yeah, if you're doing like five X OTE, that's like spectacular.
And now quote is like 10 X OTE first accelerator tiers, 20:02 is 30.”
A 100% success rate on major decisions indicates insufficient executive risk-taking
“If every one of the big decisions you take turns out correct, you're doing something very wrong. Like, you're not taking enough risk. Something's very wrong. So the batting average, again, like, I say this, like, on big decisions is, like, if your batting aver…”
Shiebler: Artemis evaluates all technical architecture by AI coding tool accuracy
“When we make architectural decisions, the first question that we ask is, is this an architectural decision that will increase or decrease the capability of AI tools to have the, to make the right answers?”
Hirshberg: Every Artemis engineer runs four to eight parallel cloud coding instances
“So today everyone is basically having like, let's say four to eight cloud code instances running in parallel, building the system, working on shipping four to five features simultaneously.”
Hirshberg: Within three years, AI agents will execute most global work
“When we think three years out in the future, we believe that most work will be done by agents. AI will direct the intent, sorry, humans will direct the intent, but AI will execute it. And that would go for probably most, let's say, work in the world, but speci…”
Payne: Leaders who cannot improve their own tools lack customer empathy
“And my theory there is if you can't be empathetic about yourself and knowing you and how you use that thing, you say this is your most frequently used AI product and you can't make a feature for that. Like, you know, come on. Right? You're, there's no chance y…”
Kreps: Amazon built Kinesis to imitate Kafka before monetizing the open-source
“Amazon had a system that was actually built in, I believe imitation of Kafka called Kinesis. So it was incompatible, but kind of looked roughly like it. And that was popular. And we were like, oh man, that's going to take the opportunity. And if it doesn't, Th…”
Kreps: There is no business in selling pure open-source software
“And so, you know, if you're trying to sell a product which is purely open source, you know, effectively The price of that product should collapse to the cost of providing it, which is basically kind of a scale of zero, right? So, so there's no business in sell…”
Kreps: Confluent relegated its core cash-cow product to engineers' spare time
“Originally it was like a small group that was working on the cloud offering. And then we were like, no, okay, everybody. Only does the cloud thing, and we will work on the software product in our spare time. Team by team, which is a very dangerous thing to do,…”
Sales leaders must prioritize recruiting and development before driving revenue
“What I learned there is true for any startup is that you have to recruit great people. You have to develop those people and then ultimately drive revenue as your third thing. If you recruit those great people and they know how to sell the product, then they'll…”
Degnan predicts Snowflake's enterprise software IPO record will be broken in 2026
“I'm sure someone will break it this year because there's companies that have much more revenue than we did, but the largest IPO software IPO ever and enterprise software IPO ever.”
Degnan: LLM companies are just taking orders until they build sales organizations
“CRM is Salesforce is water to the sales team. That's not selling. You don't know how to sell. You know how to do a deal. It's order taking. And so that's what the LLMs are doing right now. They're order taking. At some point, if you build a world-class organiz…”
Enterprise sales reps must be pessimistic because enterprise buyers frequently lie
“Why do I want pessimistic? Because I don't want someone with happy ears. If you're happy ears and you're nice and everyone's nice and you like everyone, well, guess what? There are gonna be a bunch of deals that you're not gonna get because people are gonna li…”
Several Snowflake executives under CEO Bob Muglia were empire builders prioritizing titles
“Towards the end of Bob's tenure, there were a couple execs that were empire builders. They just, they cared more about what the size of their organization, the type of their title, that kind of stuff, than actually doing their job.”
Frank Slootman's rule: when you have doubt about an employee, fire them
“Frank has this thing where it says, when there's doubt, there's no doubt.”
Varanasi: OKRs only work for money-printing monopolies like Google
“If you have a money printing machine, you should have that kind of stuff, but for everybody else, it's different.”
Varanasi: Networking industry will move to square-footage pricing within 5-10 years
“I think now the rest of the industry will move there in the next five, 10 years is some scribbles and notebooks of me and Sunil where we came up with this.”
Varanasi: Networking startups fail to build full stacks and become acquired point solutions
“What we understood what happened with all the companies in the last 2030 years that tried to compete with Cisco was that they then ended up selling that. Then the best companies actually start having success. Then they never go out and build the rest of the th…”
Varanasi: Building a Very Large Business Requires Vertical Integration
“But if you do start a great, you know, point solution or something where you own horizontally one part of the stack, I think the chances of making it to a certain level are higher, but the chances of building a very large business, I think are very slim chance…”
Varanasi: Incumbent-heavy markets become much easier once the initial barrier is crossed
“In a market where incumbents like that don't exist, the initial ramp is easy to get in, but so many people get in, then it becomes really difficult. But with markets like this, with large incumbents, the initial ramp is really hard, but once you pass that chas…”
Category leaders win on superior sales culture rather than pure product
“Normally what happens is like the number one company Is number one, not just because they have great product, but because they also have a very strong sales culture and DNA. No, most of the time you do want someone who is like spent. So they know what good sal…”
Board misalignment over long-term vision was a factor in selling AppDynamics
“But if I have investors who don't want to do that for the longterm, we want to do in something different vision for what the company should be. Then you're kind of misaligned and that creates a big execution and uncertainty and risk. Unfortunately, we had thos…”
Bundling software modules destroys internal accountability by hiding inferior underlying products
“But we create a model that we don't bundle things. So each of these modules are sold on their own to create accountability. They will never be best of breed in them. If we don't have accountability to the customer, the minute we bundle it, then you can have li…”
Kanter: Founders who hate their companies only have themselves to blame
“When it came down to it and you probed these questions of what they were looking for is basically they had, they disliked the business that they ended up building. And to me, like, that's a kind of a crazy situation to get yourself into. Cause it's your fault.…”
Kanter: 20 years of experience is often just one year repeated 20 times
“In the beginning, you look for people who have a lot of experience. And then you realize you hire someone with 20 years of experience, and they don't have 20 years of experience, they have one year of experience repeated 20 times. By contrast, you hire somebod…”
Kanter: Stedi gives identical support to $500/month and seven-figure clients
“We don't have a different support program, any internal designation for support between customers who pay us seven figures per year and customers who pay us 500 dollars a month. This is the exact same support.”
Stauch: IT automation fails unless setup is faster than manual execution
“Automation doesn't actually work for this IT use case unless it's faster to automate something forever than to do it manually once.”
Stauch: Disrupting legacy enterprise software requires attacking its configurability head-on
“I think so much of this legacy enterprise software, it's powerful and it's sticky because of its configurability. And if you're going to disrupt them, you have to disrupt them in a way that actually attacks that configurability head on.”
Stauch: Large enterprises demand software that adapts to existing internal business processes
“And I think what large enterprises want to do is not adapt their process to your software, but adapt your software to their business process. And these large enterprise software platforms like Workday and Salesforce and ServiceNow, they're very good at that. T…”
Stauch: LLMs do not need to improve further to build a massive business
“I'm really happy with where the models are at today because they don't have to get any better for us to build a massive business. How they work today is actually good enough for our use case.”
Stauch: Future AI could allow startups to rapidly copy software
“The competitor I'm most worried about is the one that doesn't exist yet. The one that comes along a couple of years from now. And maybe these tools have unlocked so many crazy capabilities that they're able to move very quickly and build so much of what we bui…”
Stauch: AI code generation makes coding literacy more valuable, not obsolete
“Shockingly, I think there's higher order returns to being technical and being able to code than there were. I think there was this moment where maybe we thought everything would be no code. And I think this era of these models being very good at code generatio…”
Stauch: AI Software Categories Will Be Dominated by Single Winners
“And I think the same thing is going to happen in AI. And in this case, a lot of times it might be the incumbent that still wins, but there are going to be AI native competitors creating a massive, massive value in these categories. And I don't know That it's g…”
Stauch: AI lets startups combine product simplicity with enterprise configurability
“AI gives them a chance to compete both on simplicity and user experience and also configurability because you're using AI to set these configurations or maybe achieve value propositions that these other platforms just can't touch.”
Stauch: Legacy enterprise software giants will naturally lag in adopting AI
“They have this classic innovators dilemma that it makes it hard to steer the big ship to add these capabilities while still protecting their existing product and revenue not making drastic changes that are not backwards compatible. And so they're just naturall…”
Major film studios actively seek generative AI video tools from fal
“Something changed this summer and we are getting a ton of interest from basically all the studios in LA or elsewhere. Everyone is really interested to at least do something about it because now they understand this is good enough and they can actually save mon…”
Frontier AI model advantages last only three to four months
“In the whole AI market, it looks like it's very hard to differentiate with models. If you have a good model, you maybe have a three month lead, maybe four months people catch up.”
Model commoditization will drive fragmentation, favoring multi-model platforms like fal
“So it looks like it's going to be really hard for someone to differentiate with the quality of the model. And we believe this is going to lead to even, even more fragmentation. So a company like Fall where you get to access many different models at the same ti…”
fal employs over 30 engineers with zero dedicated engineering managers
“Yeah, we don't have engineering managers. We have around like. 30 to 34 engineers. We do have leads. Obviously we have leaders in the In the team, but you know, we don't have this engineering manager role. Everyone is always, like, contributing, writing code. …”
Sekar: Saying yes to customers creates more outsized impact than rigid focus
“There's a lot of people who say, You need to say no to as many things as possible and focus. Not saying you should never focus, but also you should say, well, for a customer, how could I say, say yes to as much as possible? And sometimes that feels unnatural, …”
Sekar: Selling to discretionary IT budgets creates false product-market fit signals
“There were some customers who would buy something because they thought it was neat, and the IT department had discretionary budgets. They're technologists. They thought that something was cool, and it's actually really dangerous because as a startup, you think…”
Chaudhary: Apparent lack of market is often a packaging problem
“It could be that what everyone is pointing to is like a lack of a market is actually just a product and packaging problem.”
Sparks AI teaches kids early literacy in months without human intervention
“We can take a kid from not knowing how to read to early literacy in like three or four months in about 15 minutes a day with no humans involved. That's never been possible before.”
ClassDojo mandates that over half its workforce must be former founders
“We basically just had the mandate. We're like, look, we're like more than half the company is going to be founders. I think it was more than two thirds at some point, but it's like, I'm one half is going to be founders or founding team members.”
A lead investor attempted to halve Canva's valuation on signing day
“It was all rosy until the final day when they had to sign the long docs, everyone else had signed, everyone else had put in money. And this investor came back to us and said, you know what? We think we overvalued you. We think we can get better deal. How about…”