Max Levchin
Analyst · William Blair. Please go ahead
Adyen, similar to some of the other payment providers or payment processors, the most important value from that partnership, from a kind of partnership really, is speed to integration, speed to going live. So, it doesn't necessarily increase our pace of sales, but it moves our pace of implementation from whatever average is to much shorter because if you already plumped through with Adyen, you can just light up Affirm in the UK very, very quickly. So in the in the sense that whatever we have in a pipeline that we have signed going live, if they're an Adyen today, will be a faster process. And we have many of those relationships in the US. This one isn't the first one internationally, but it's definitely, I think, the most significant or the most visible one right now. In terms of the sense for things in the UK, just came back from London. I feel like I'm spending half my time in London at this point. Going well, doubling down on sales. I spend lots of time visiting merchants. Obviously, we are the upstart brand in the market, so I have to spend a lot of time just educating the market about who we are, how we do business, how we're a little bit different from the incumbents. Obviously, we already said out loud, so it's no surprise the big step function will come when we take Shopify live there and that's definitely on the horizon. We're working towards that. We won't get there before we get through the beta period with Shopify in Canada which is live now. Just limited number of engineers we can throw at this. But Canada beta is going well. I am confident UK beta will happen in reasonable time, very well as well.
Matthew O’Neil: Thanks, Max. Maybe as a follow-up, speaking of large international incumbents, one that has a particularly aggressive posture on AI historically took a bit of a turn today. I was wondering if you can address where AI is working, I noticed in the note the dispute resolution process for example, but maybe where you found the most success and you've been a proponent of machine learning and AI for a long time and maybe where the human touch still reigns supreme. Thanks.