The Ledger
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Levie: AI code generation will increase software complexity and engineering jobs
“The funniest concept that the more code we write, the less we would need engineers would be the opposite because now your systems are even more complex than before, which means that you're going to be running into even more challenges of when you need to do a …”
Levie: Incoming software engineers will be unable to code without AI
“It's going to change the nature of the incoming class of engineers that you hire. Like they will literally not be able to code without AI assistant, assisting them.”
Levie: Enterprise AI implementation will fuel services businesses for decades
“So, so that, and that's going to be, there's going to be businesses that are doing that for decades. Like it's going to be an incredible opportunity for this kind of next generation set of firms, as well as existing ones that, that lean into that.”
Levie: Headless AI agents will scale to 1,000x human users
“Where again, you were normally constrained by the number of people on these platforms, but now the headless user can be, you know, a hundred or a thousand X the scale of those human users.”
Levie: AI yields 2x to 3x productivity gains, not 10x
“I don't think that it's a five to 10 X gain. I do think it's a two to three X gain, maybe across the board. You are still rate limited by how quickly can you review this stuff and check on the work.”
Levie: Enterprise AI diffusion will take longer than Silicon Valley expects
“The diffusion of AI capability is going to take longer than people in Silicon Valley realize.”
Levie: AI-native service firms will disrupt incumbents before hitting normal corporate limits
“I do think that will be relatively disruptive You know, for some time until the bigger incumbents can kind of, you know, get out of the way on this. And that will at least create, you know, some precedent or case studies of what this new sort of corporation co…”
Levie: Pricing H-1B visas allows big tech to capture most talent
“I think that you'd have a situation where the Amazons and Googles would probably actually capture the vast portion of the talent in this situation. So it's not clear to me that, like, startups sort of are come out ahead or better off from this particular imple…”
Levie: AI market will follow SaaS pattern with $100B new disruptors
“I think it's going to look like what we saw in something like SAS or cloud, which is the incumbents get bigger, but then there's all of these new categories that we would not have been able to predict. And then there's lots of 10 and 20 and fifty and one hundr…”
Levie: Tech industry will build domain-specific AI agents over next five years
“We're just in a five year period right now where you're gonna have to build agents for every vertical, every domain, and there's a playbook that's starting to emerge of what that needs to look like.”
Levie: Enterprise AI adoption will outpace the cloud computing transition
“AI is going to take over the enterprise. We know this is going to happen, and it needs to happen to us faster than it happens to our competitors, which is a totally different dynamic than we saw with cloud.”
Levie: Enterprise AI adoption speed is limited by human workflow changes
“And that, that's something where I do think We have to be prepared for this as many years. It's about the speed at which humans can change their workflows as opposed to how kind of quickly the technology can just, you know, sort of evolve in advance.”
Levie: AI will trigger a 10x surge in custom software creation
“And so I could underwrite a 10 X growth of the amount of custom software that gets written and the fact that these core systems don't go away because there's just actually going to be way more software in the world that gets created.”
Levie: Vertical AI agents will outperform horizontal models in specialized workflows
“Now, that translates fine to agents, but I still would then bet on that, that vertical player doing that, as opposed to somebody prompts their way into ChatGPT to build a FDA compliance agent. I would still largely bet on, you know, complianceagent.ai to do th…”
Levie: Graphical user interfaces will remain essential alongside AI agents
“The theory of, like, the full abstraction away from the interface, and it's all an API call, I don't think that happens, and so, ironically, probably what will happen is in a couple years from now, we will see agents, like, rebuild entire web pages and dashboa…”
Levie: AI will invent new work rather than just automate tasks
“What we do too many times with an AI is we like look at today's way of working and we're just like, AI will come in and take 30% of that. And it's like, no, no, no, we'll just do totally different things with AI.”
Levie: AI adoption will create new jobs dedicated to managing agents
“So they'll hire more people and those will be, you'll have new types of jobs. Like we'll have jobs for people just to manage agents and Like, you'll have operations teams.”
Levie: Construction workers are far more mobile than tech workers
“I think we think of, you know, the tech industry as being very mobile. Well, it turns out construction workers are actually far more mobile than those of us in the tech industry.”
Levie: AI agents will prefer APIs over GUI navigation when available
“I would just say that, that, that any software that has a good API, the agent would absolutely prefer To use the API.”
Levie: AI agents will outnumber human software users by 100x to 1,000x
“If you have a hundred or a thousand times more agents than people, then your software has to be built for agents, and then what is the way that those agents are going to interact with your system? It's going to be through an API or a CLI.”
Levie: Future SaaS success depends on building high-quality APIs for AI agents
“Everybody that built a SaaS business or a software business is like, the game is, can you build really, really high quality APIs? Can you have a way of monetizing that? You know, do you have a way of handling the identities and all of the access controls for a…”
Levie: Small startup founders report 3x to 10x AI productivity gains
“I will regularly talk to three, five, ten-person startup founders that, that self-report they might be getting somewhere on the order of, like, three to five to 10 X productivity improvements.”
Levie: Startups gain enterprise scale because incumbents refuse to retool workflows
“And they're not going to retool their entire internal engineering workflows to move at 10 X the pace. And so a brand new startup can go and do that and then instantly get the scale of a larger company.”
Levie: Consumer adoption will drive a massive enterprise AI upgrade cycle
“So this is why, this is just lays the foundation for why we're going to see just a massive upgrade cycle in the enterprise.”
Levie: Expert engineers achieve 10x productivity gains from AI tools
“Where the expert engineers are like, I don't mind that it's a slot machine where I'm pulling it and I see what comes out because I know I can still get 10 X productivity.”
Levie: AI prompting will not disappear anytime soon
“I think prompting doesn't go away anytime soon, simply because the leverage you get on the set of instructions you're going to give the AI at the start. It's still going to be massive.”
Levie: Goldman Sachs uses AI to draft S-1s in minutes
“David Solomon at Goldman Sachs, Has given this anecdote of they can write now an SEC filing or an S one for an IPO in like a few minutes that used to take a number of analysts, you know, a few days.”
Levie: SaaS per-seat pricing will persist until humans are fully removed
“Well, until you, until the human literally is not a seat on the system, I think you don't remove the end user license as a component.”
Levie: AI produces million-dollar marketing videos for hundreds in token costs
“You can now put together an otherwise million dollar marketing video for a couple hundred bucks of tokens.”
Levie: Enterprise AI agent diffusion will take years
“It's going to be, you know, a number of years for this sort of diffusion to roll from what we're seeing in Silicon Valley, what we're seeing as tech startups all around the world into the rest of knowledge work.”
Levie: Corporate compute budget discussions will explode over next two years
“The engineering compute budget conversation is going to be the most wild one in the next couple of years.”
Levie: Enterprise AI agent integrations will remain read-only for years
“I think we have a read only version of this for a number of years before”
Levie: Autonomous agent coordination will be enterprise executives' next big problem
“This is going to be, like, the new big question that every CFO, CIO, et cetera, is running around trying to, with their hair on fire, trying to figure out.”
Levie: AI agents with spending budgets will unlock new internet business models
“You do give these agents, you know, a budget and a protocol to work with, and all of a sudden you're like, oh, Like, on the fly, they can go get medical research for some deep research tasks they're doing, and I'll pay, like, three dollars for that, and the ag…”
Levie: Only 10% of traditional engineers ever managed cloud infrastructure spend
“Only, only like 10% of your engineering had to think about cloud infrastructure spend.”
Levie: AI adoption speed exceeds prior tech shifts and changes daily routines
“The universal adoption of this as a consumer technology and then bleeding into prosumer is, it exceeds anything I've ever experienced, and I think it is, it will just fundamentally change people's sort of daily pattern.”
Levie: Ultimate AI end state is autonomous background agents
“The real ultimate end state of AI and thus AI agents is these are autonomous things that run in the background on your behalf and executing real work for you.”
Levie: Enterprise AI coding tools cost just 1% of an engineer's salary
“Let's say your most aggressive cursor usage or something is like a thousand bucks a year, 2000 bucks a year. So you're at like one percent salary maybe.”
Levie: SaaS and mobile made data ingestion orders of magnitude easier
“Now that is trivial, because of software as a service, because of mobile, because of these platforms. So, Getting the data has become, you know, orders of magnitude easier, and so the next job is really, what do you do with it?”
Levie: Municipal sensors and industrial equipment will drive IoT more than wearables
“They make the sirens, and the lights, and the a lot of the equipment to figure out where traffic's flowing and if you just think about, like, that is the like, the device that will be the industrial internet and the internet of things device more than somethin…”