Sarah Friar14:38
Yeah. So on the finance side, I mean what we have really seen happen in my finance world here at OpenAI is we're pushing ourselves every day to become the company of the future beginning with finance. That is one of our core objectives. So about two years ago when I joined we started small. So we were using at the time ChatGPT and custom GPTs. We were using them in small and big ways. And one of the things I did for my team was to create hackathons. So every quarter we would create some space for the team to slow down to go fast because when I would pull people on like why aren't you using this new tool they were like I don't have any time to learn it I'm too busy getting my work done and that to me is always symptomatic of people who actually need a breath to slow down so that then they can come back and use tools that will accelerate them. So that was the beginning was those hackathons. One of my real magical moments is we were in the middle of a big fund raise. We created a custom GPT for investor relations. What we did is effectively fed ChatGPT all of our materials. So, our company presentation, all of the diligence materials we'd created. We started to update it and then very quickly we have at our fingertips a custom GPT that helps us answer any investor questions. So you know all those answers you got that you thought were so good they were coming from our custom GPT but that aside. Without any hallucinations. With no, well it's really important to give the, you know, whatever if it's our agent today or to give your memory a lot of direction about things that you don't want it to do or say like in the case of our IR GPT we want it to be very factual, a little salesy but not too salesy, right? We wanted to have a positive personality but not to go into mass sales mode because with investors we want to be very high integrity, you know, very on the mark. We also want to make sure that if it doesn't know that it just says it does not know which is the best piece of advice I ever got as a CFO on an earnings call was to say I don't know but I will follow up. So I try to give my custom GPT that personality. I will run the clock forward to about a month ago. I was in South Korea in an investor meeting and when I walked in the door, they presented me with two pages of questions in Korean. And so I pulled my phone out which had my custom GPT on it. I snapped a photograph and I asked it to just give me the answers. So of course it knew to translate, gave me all the answers. I actually wanted to then have ChatGPT talk back in the meeting in Korean. My translator wanted to make sure that we still went through the translator but we are inches away from being able to just communicate in a bidirectional way English to Korean and back so you can have a very fruitful conversation with an investor utilizing my IR GPT. So that was a very early example but today we are really going AI native in the finance world. So making sure that every process we do, right when you're a CFO you'll start to hear these terms like quote to cash, order to payment, equity, tax, treasury, right? These are kind of the building blocks of any strong finance organization and so within each of those we look at what are the core tasks each is trying to do and then we're constantly looking for ways where we can embrace our own technology to make us more productive, more insightful, do things faster. Even with our accountants, I've been spending a lot of time talking to them about something that I learned back when I was 18, 19 years old, which is most accountants, when you're doing an audit, you do something called sampling. And why do you do sampling? You do sampling because there's not enough people and time to actually go read every single invoice, for example. Right? So you instead say there's a thousand invoices in this period. I'm going to sample 10. And if the 10 I sample are what I expect to find, then I'm going to check this audit. I expect now that the other 990, did I say a thousand, are correct. But you do that because you live in a world of scarcity, scarce resources, scarce people, scarce time. In a world of abundance, which is what AI brings us, the agent can actually check all 10,000 invoices. And so it really kind of starts to shift the control. I actually think it will make controls and precision and so on much stronger. I'll give you one other example. So in our tax team, our tax team is probably our most AI-pilled team, which is funny because tax people are often your most conservative, but we've done something magical here at OpenAI. Our tax team loves our tools. So, one of the things they have to do at the end of every tax year is they have to think about all of the tax forms that we need to fill in and put in to every tax department in the world. Right? We're a very global company. Today only 10% of ChatGPT weekly active users are in the United States. So 90% are outside the US. Our fastest growing continent right now is Africa for example. Wow. So imagine what it would be like without the use of our own technology. You would have people whose job would be to go to the IRS website or the equivalent, you know, the inland revenue if you're in the United Kingdom to go scour through to find the tax form. And these things have a sneaky habit of changing slightly every year. So you might think you've nailed it and then they'll add a new box somewhere. So now it's going to pull that down. Usually in a PDF. It will understand the shape of the form. You can give it the data on the other side of like here's what we all calculated as tax people. But like the mundane task is the writing it in in all the right boxes. So today we have now totally automated that. So every tax form in the world is automatically prefilled which means that my tax team moves into checking mode. That's saved them a lot of time. And ultimately, as we get more and more confident, our hope is that we can even just file in an automated way, which gives the tax team more time to spend on are the numbers correct? Are we doing the right thing for the business? Are there some interesting new ways that we could present our taxes, but to do what they went to school for, the people on this call, but you all are not in school right now to learn how to fill in PDFs, right? And so, I think that is a really interesting shift in my world. And I could give you hundreds of examples like that.