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 80 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 5 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
Levie: There will be more lawyers in 5 years than today
“There are going to be more lawyers in the next five years than we have today.”
Levie: US-China AI race is commercial, not existential
“You know, the idea that we're in some kind of, you know, kind of race, existential race where a month or two of advantage is gonna, you know, change the total outcome of AI progress and what everybody does between us and China. I just don't agree with, I think…”
Levie: Incumbents will capture AI value as effectively as startups
“That is as much going to be an incumbent's game as a startup's game this time around.”
Levie: One-person billion-dollar AI startups will be rare novelties
“There's a lot of belief that like, oh, well, well, you might have these solo companies that, you know, become multi-billion dollar companies with just one person or, you know, three people and a bunch of AI. I think that will be done, you know, just by virtue …”
Levie: CS grads will join industrial giants over big tech
“Maybe if you're graduating, you know, name your computer science school today, you don't go immediately to Google. You go to literally John Deere or Caterpillar or Eli Lilly, but the skills that you have are going to be just as relevant in just a different dom…”
Levie: AI agent operators will create up to 1M new jobs
“I'm not a hundred percent clear on that, but there is a hundred percent a role right now that there's going to be 500,000, a million jobs created for, and it's basically some kind of agent operator.”
Levie: Future software development will center on background systems, not apps
“There's a limit to, again, the number of software you need to build that looks like an app on your phone. There's an unlimited amount of software you need to build That looks like a background system process that's connecting different data sources, automating…”
Levie: AI agents tapping OpEx budgets will double global tech spend
“And I don't think it like, You know, 10 X's the size of IT spend or technology spend globally, but it certainly doubles it.”
Levie: Enterprise AI diffusion will take longer than Silicon Valley expects
“And then the only part why, why 18 months is like not even a relevant window to me is I think diffusion is going to take longer than Silicon Valley thinks.”
Levie: Enterprise AI preparation represents 10 years of work for Accenture
“That is like what I just described right now is 10 years of work for Accenture in every enterprise on the planet or the next gen Accenture that does this in particular industries or workflows.”
Levie: Enterprises cannot shift AI liability to providers like Anthropic
“I promise you, you're not going to be able to blame Anthropic when something goes wrong. And so if you can't blame Anthropic when something goes wrong, then at some point it doesn't really work to tell the company, like to tell your customer, well, That, that …”
Levie: AI coding productivity gains will not quickly transfer to other knowledge work
“What they think is that, ah, that the outcomes that you're seeing in AI coding will quickly come for other areas of knowledge work, and that is a, ah, a slight misread on the other areas of knowledge work.”
Levie: Only 1 to 3 independent horizontal LLM startups will reach scale
“But I think for like the pure play horizontal LLMs we, I think those will largely be subsumed by the big players with maybe room for one, two, three independent companies at scale that are not in the hyperscalers, but there will not be room for 50 companies. T…”
Levie: AI is the final death knell for on-premise data storage
“AI is kind of the final I would say maybe death knell to that particular approach. If you're, if your data is not in the cloud or in a cloud ready form, I think it's gonna be extremely hard for you to get the full value of AI on your information.”
Levie: AI model progress shows no signs of plateauing
“But I would say I, I'm seeing no signs of AI models, slow down, anything plateau in terms of the innovation curves that that we're seeing.”
Levie: Box reinvests in headcount whenever AI boosts function productivity
“At least so far empirically, every time that we've done that, we will actually reinvest in that area of the business.”
Levie: Dozens of category-winning AI labor startups will emerge within five years
“And this is a, this is again, one of these windows Where 10, 20, 30, 50 companies will get started that, that were like the window in two, in the mid 2000 where like all of today's SaaS companies basically emerged in like a five year period essentially. And we…”
Levie: ChatGPT will not replace dedicated language tutoring apps like Duolingo
“I don't think ChatGPT itself is going to become a language tutor. I think it'll have the full capability to be a language tutor at the model level.”
Levie: Incumbents must adopt superior third-party AI models to survive
“If what they have is better for the product that you're trying to deliver to customers, that is the only way that you're going to survive this.”
Levie: The workflow automation market could grow 100x due to AI
“So the I think the thing that will 100% guaranteed happen, like in five years from now, this will be the most obvious thing of all time. But when you look at like RPA, you had to be, you know, a relatively deep expert in, in RPA. You had to be like a midsize o…”
Levie: Box's 4x valuation multiple is way undervalued and should be 6-8x
“Now, now Forex is clearly way, way too undervalued. It, you should be in the kind of, you know, six or eight X range.”
Levie: Startups must prioritize product-led growth before adding enterprise sales
“Then I personally would sequence product-led growth and nail that because you will always be able to layer in a sales motion on top of a product-led growth engine because the DNA of product-led growth ends up being a lot harder to sort of rewire in later becau…”
Levie: High early-stage valuations will yield spectacular failures and big winners
“There will be a lot of bets that will not work in that model. Because again, back to category, you know, one, there are lots of challenges companies run into. So we will see spectacular failures in this approach, but ultimately they might get paid for by the s…”
Levie: Venture market will see gradual correction, not a bubble burst
“We will see a correction. I just don't believe it's going to be a sudden correction that will feel like a sort of bubble burst. I think it'll be, you know, more pressure for keeping valuations in some reasonable band that still, compared to 15 years ago, will …”
Levie: Enterprise customers will not pay for petabytes of blockchain storage
“The idea of taking petabytes of files or information and sort of storing those 10 or a hundred or a thousand times is just actually going to be quite inflationary to the technology market, and I don't think customers will ultimately want to pay for that.”
Levie: Automation exposes unseen downstream bottlenecks rather than reducing work
“Automation is going to actually just force us to see the next set of bottlenecks that are in all of these industries that we didn't perceive that we had before because everything was so slow and manual.”
Levie: AI agents will trigger an explosion of unstructured data
“Agents are going to be this incredible consumer and creator of your unstructured data. They're gonna Read through every one of your contracts and generate all of your contracts. They're going to generate marketing assets. They're going to write reports for you…”
Levie: Box API activity already dwarfs direct human user interactions
“The volume of API usage on our system is already enormous and already, you know, is outsized relative to any of the end user interactions in the system.”
Levie: Enterprise AI token budgets will shift from IT to departmental OpEx
“The budget of tokens will have to move out of IT spend and into regular kind of OPEC spend. This can't be treated like a, oh, you know, I'm going to trade off between Salesforce licenses or compute tokens. Like it's going to more be, I'm going to trade off You…”
Levie: Traditional tech media offers zero AI alpha compared to frontline engineers
“The information sources aren't the classic ones. It's not the roll up review two weeks later from your traditional news publication that is going to give you any kind of alpha. It's the practitioner who's the, you know, literally the engineer at the, you know,…”
Levie: Software platforms must adopt a headless-first architecture for AI agents
“And in the past year, those capabilities have just absolutely accelerated. To the point where I'm fully convinced that you just, you have to be, you know, headless first as a software platform.”
Levie: Enterprise AI adoption will be multi-vendor rather than single-source
“Companies are going to adopt multiple of these systems. They don't want to be single vendor. They don't want to be, they don't want to have single vendor in this stack. One service goes down, or one changes its APIs, or one has a new commercial model. You're g…”
Levie: Every enterprise deploying AI agents will require automated evaluation tooling
“And then I'm like, oh, actually everybody on the entire planet, if you're putting agents into an enterprise workflow needs evals. Because you need to know if all of a sudden your agent just stopped producing, you know, like you know, loan origination documents…”
Levie: Users Will Wire Into Specific AI Models Rather Than Abstracted Selection
“I don't think you're going to have complete commoditization of sort of the personality of the models for the sort of style and the response to the point where then, you know, if you're a user, you know, any given response could come from Gemini, Versus GPT-IV …”
Levie: AI context windows grew 500x in 18 months
“The token context window was more or less, I think, 4000 tokens. So you kind of give it like a blog post to analyze just in the past, you know, week at Google IO Sundar announced a two million token window model or version of Gemini. So think about that. That'…”
Levie: Traditional RPA is frail and fails to handle business variability
“The challenge with RPA is, you know, RPA is relatively frail. It's often sort of, it's like looking at your computer screen and, you know, performing some kind of wrote, you know, routine actions doesn't handle variability very well. Because there's again, doe…”
Levie: AI agents will act as enterprise autopilots, not co-pilots
“When you think about now an organization that has, you know, effectively AI agents that augment the labor or the people in the organization, they're not co-pilots. They're literally autopilots that are going out and doing work for you. That's a, you know, Pret…”
Levie: Corporate org structures will survive AI disruption intact
“I think org structure stays the same. I think what happens is, is you now have the ability to sort of drop AI labor into any part of that org chart, And in fact, in many cases augment, you know, just whatever you would normally have had people go do.”
Levie: Bespoke value-based pricing is nearly impossible to scale in software
“That one's tough to scale because everything's bespoke. So let's kind of throw away the value, the kind of bespoke value oriented approach, because that does never, you can, you know, Except for maybe like a Palantir or something, it's very, very hard to kind …”
Levie: AI startups will win where incumbents face Innovator's Dilemma business model traps
“Similarly in AI, I think there'll be some categories where incumbents have the natural advantage, but then there will be either blind spots that those incumbents don't kind of go after, or there will be things so different from their existing business model in…”
Levie: OpenAI will become a universal assistant interface across audio, video, and text
“ChatGPT is going to be this universal sort of assistant interaction, you know, interface, and all the, you know, subsequent tools to manage that and interact with different AIs that kind of come together there. And then they're going to have an API business th…”
Levie: A six-month AI pause cannot resolve irreconcilable AI safety philosophies
“Six months is not going to solve this. There are very fundamentally different philosophies in, in the land of AI that, that, that are irreconcilable. They will not, they will never fit together.”
Aaron Levie: Incumbent RPA vendors are uniquely positioned to win in AI
“Yeah, I mean, actually, I think being an incumbent RPA vendor is, is actually a great spot because if you already are talking to customers about literally automating business processes and workflows, and there's just a better way to do that and there's nothing…”
Levie: AI services and implementation spending will be massive over next five years
“So, so I think I would take the bet on, on AI services for the next five years, unquestionably. The amount of dollars that will go into the change management of systems, the implemented, the implementation of the technology is, is going to continue to be massi…”
Aaron Levie: AI agents will lower startup barriers like AWS and Stripe
“If Shopify caused businesses to get started because it lowered the barrier to being able to sell online, if AWS caused applications to get started because I was like, oh, I could just build an app and run it in the cloud. I don't have to think about servers an…”
Levie: Existing legal frameworks are largely sufficient for dangerous AI use cases
“I think there are real reasons we should, you know, sort of pay attention to some of the more you know dangerous use cases of AI. I just think we have in many cases sufficient Legal frameworks for addressing those things.”
Levie: Self-replicating AI escaping data centers is an unlikely near-term threat
“What I'm less worried about at the moment is probably the more fringe extreme things of the AI sort of self-replicates. It sort of, you know, jumps over outside the data center to another data center and then self-propagates. And I'm less nervous that that is,…”