Hello. And welcome to the Bumble Fourth Quarter 2023 Financial Results Conference Call. My name is Elliot and I will be coordinating your call today. [Operator instructions]. I would now like to hand over to Cherryl Valenzuela, Vice President of Investor Relations. The floor is yours. Please go ahead.

Thank you, Elliot. Thank you for joining us to discuss Bumble's fourth quarter and full year 2023 financial results. With me today are Lidiane Jones, CEO, and Anu Subramanian, CFO of Bumble. Before we begin, I'd like to remind everyone that certain statements made on this call today are forward-looking statements. These forward-looking statements are subject to various risks and uncertainties and reflect our current expectations based on our beliefs, assumptions, and information currently available to us. Although we believe these expectations are reasonable, we undertake no obligation to revise any statement to reflect changes that occur after this call. Descriptions of factors and risks that could cause actual results to differ materially from these forward-looking statements are discussed in more detail in our earnings press release and filings with the SEC, including our annual report on Form 10-K for the year ended December 31, 2022, and our subsequent periodic filings. During the call, we also refer to certain non-GAAP financial measures. These non-GAAP measures should be considered in addition to, and not as a substitute for, or in isolation from, our GAAP results. Reconciliations to the most comparable GAAP measures are available in today's earnings press release, which is available on the Investor Relations section of our website at ir.bumble.com. And with that, I'll turn it over to Lidiane.

Thank you, Cherryl. And good afternoon, everyone. It's an honor to join all of you today for my first earnings call as Bumble CEO. I want to sincerely thank Whitney for her continued partnership. She's a founder who is a pioneer for women who has built an incredible company that has created lasting value for customers. I also want to thank the board for their confidence and trust in me and the entire Bumble team for their support during my onboarding. From the first time I met Whitney and proceeded to meet our employees and many of our customers, the impact Bumble has had on so many people's lives have been inspiring to me. As a longtime tech leader for both consumer and enterprise businesses, I joined Bumble because I felt deeply drawn to its mission to create healthy and equitable relationships and by the impact Bumble had in helping millions of people around the world find love, connection, companionship, and friendship. Since its founding, Bumble's powerful brands have, in aggregate, served a passionate customer base of hundreds of millions of customers in more than 160 countries around the world. I have now been with Bumble for two months, and I'm even more convinced of the opportunities that lie ahead of us. I have met and connected with dozens of our customers, fully immersed myself in our products and technology, dove deeply in all aspects of our business, and have seen firsthand the caliber of talent we have with our employees. I'm a product leader at heart, and I'm truly excited to help unlock the company's potential by building innovative products that lead our customers to find love and connection throughout their lives. The global addressable market for online dating remains strong with about 2 billion single people around the…

Thank you, Lidiane. A warm welcome again to Bumble, and I look forward to our continued partnership. And good afternoon, everyone. I'll walk you through our Q4 and full year 2023 results and then share more about our outlook for the first quarter and full year 2024. Unless stated otherwise, all comparisons are on a year-over-year basis. Total Bumble Inc. revenue in Q4 increased 13% to $274 million, in line with our outlook. Revenue was driven by a 16% increase in paying users with contributions from both Bumble and Badoo apps. The growth in paying users was offset by a 2% decrease in ARPPU. Revenue from Bumble App increased 16% to $221 million. Bumble App paying users increased 21% to 2.7 million, and we added 83,000 paying users sequentially. The increase in paying users was driven by a combination of growth in active users as well as payer penetration. Bumble App's ARPPU declined 4% to $27.37, primarily due to geographic mix shift. Within many of our top individual markets, we achieved our people growth as a result of pricing optimizations and higher consumable mix. Badoo App and Other revenue was $53 million, up 4%. We continue to make meaningful progress towards Badoo stabilization and return to growth, driven by a well-received brand refresh and update of the app's user experience. We are encouraged by the continued traction we are seeing in the business. Badoo App and Other paying users grew 8% to 1.3 million, up 66,000 sequentially. Starting in Q4 2023, we've begun including contributions from Fruitz in Badoo App and Other key operating metrics of paying users and ARPPU. Excluding Fruitz, paying users increased 19,000 from Q3 to Q4 2023. Badoo App and Other ARPPU grew 2% to $12.69. Excluding Fruitz, ARPPU declined 1% year-over-year. Turning now to expenses.…

[Operator Instructions]. Our first question comes from Alexandra Steiger with Goldman Sachs.

Maybe one for Lidiane and one for Anu. So, first of all, thank you for laying out your priorities for the company. But coming in from the outside, where do you see the biggest opportunity for Bumble over the next few months, either in terms of unlocking additional user growth or driving our people? And what do you think is currently most underappreciated by the investor community? And then one follow-up for Anu on the 2024 guidance. So, I do want to ask about your updated 2024 guide and some of the assumptions that went into it, now that Q1 is calling for a more pronounced deceleration in growth. So, could you maybe talk about what are you seeing in the business today that is informing your view? And in that context, could you also elaborate a little bit more on like the execution challenges you referenced in your prepared remarks?

I am just thrilled to be here and honored to leading this organization. I came to Bumble because I saw a tremendous opportunity looking at the company overall. As we've heard from my prepared remarks, the company has reached about 200 million or beyond users globally over time. This is an incredible base. And we have a brand that, over the course of the 10 years, continues to be strong. In fact, it is the best brand in that favorability among large online dating apps. I see a tremendous opportunity ahead. But what I came here – the reason why I came here is because I saw a lot of opportunity to innovate across our product portfolio. So, as you heard us share, we are going to relaunch in the near term in Q2 Bumble App. And this relaunch represents one of the largest revamps of the app over the course of the last two years. And what we want to do here is completely modernize the experience to speak to a broader audience. We believe there's a lot of opportunity to create a more human, a more connected experience that will help dating be a desirable experience for users again. And that's what I'm thrilled to be investing our resources and seeing the team take this new pace of innovation to get this product out for our customers. So, that's from a near-term perspective. In addition to that, we see a tremendous amount of opportunity to continue to invest in international markets. The markets like Germany, Spain, France, and Western Europe overall as well as some targeted markets like Mexico and India, where we're seeing really strong growth, we're going to continue to invest in that. Long term, I think there's a lot of opportunity for innovation in the category itself. I haven't seen such a tremendous disconnect between a huge demand and a lack of innovation. I think that is our biggest opportunity ahead. And when I think about what investors should be thinking about is that we have a phenomenal following of customers. Over the last couple of months, I've had the opportunity to meet dozens of customers. And many of them will tell me stories about how much they have been impacted by Bumble. I met Bumble grandma last week. So, people carry the brand in different parts of their lives. We are going to double down on the fact that we have a strong affinity to our brand. This is part of what I really want us to continue to invest, in things like Bumble For Friends where we can bring our base with a differentiated set of experiences. So, I hope our investors are deeply excited about us realizing the potential that we see. But I'll pass it to Anu for the second part of the question.

Maybe I'll just break down the guidance a little bit, starting with Bumble App and what has changed for us from our prior guidance. So, while our top of the funnel has remained strong in many of our global markets, we are seeing a slower-than-expected start to the year, primarily in the US, and the usual Q1 seasonal rebound that we normally expect to see has been less pronounced than in the past. Second, as Lidiane said in her prepared remarks, some of the newer products, such as Premium+, which we launched at the end of December, while they have been revenue-positive, they are not showing the incremental uplift that we would like to see and that we had originally anticipated. And so, for these reasons, we are adjusting our revenue outlook for Bumble App to be 9% to 11% for the full year. And as you've heard today, we are taking immediate and swift action to make the changes that we need to make to the product road map. And with the planned relaunch of the app in Q2, which will be accompanied by the marketing campaign, we expect that our revenue will accelerate in the second half post this launch. And then we have a slew of other features that we are excited about on the product road map that we will then proceed to launch within the second half of the year. So, hopefully, that gives you a flavor for how we're thinking about Bumble App for the rest of the year.

We now turn to Andrew Marok with Raymond James.

When you talk about the Bumble App relaunch appealing to a broader set of users, I guess could you elaborate on that a little bit? Are there different cohorts of users, either by age or market or some other segmentation, that the current version has weakened with that you can shore it up? Or is that maybe net new audience segments?

We believe that there's a couple of different components in the product development. And this has been one of the best parts of joining Bumble, is diving deeply into our product innovation. We believe that there is an opportunity for us. We see completely modern experience to continue to serve the set of customers that are part of our customer base today and are very excited about what we already deliver, but also that we can be more approachable to a set of users that are younger. And that means a completely different tone of voice and a different profile creation and different kind of illustration, a brand refresh overall. This is going to allow us to expand that reach, especially in markets like the US market, where we have seen a little bit more headwind. In addition to that, there are other things that I think are going to be really important for us. This release is really going to be very focused to the core of what our mission has been all about, which is putting up the forefront of our experiences, the women's experiences, and safety. So, we are really optimizing for ensuring that we have high-quality profile creation, a very easy-to-use process for that profile creation, additional set of safety capabilities that's going to help our customers be more successful. We believe these sort of things are going to bring a more balanced set of customers across different segments in different markets. And so, we're really, really excited about that. This is more about expansion and reigniting our own core, which we think will drive growth for us.

Maybe related a little bit, you hear anecdotal reports about younger users maybe being a little bit more hesitant or discouraged to engage with and then pay for online dating services. So, I think you spoke a little bit about your top-of-funnel still being strong and a lot of the changes that you've outlined for the Bumble App relaunch. But I guess are there any points where you would directly be able to push back against those narratives that you hear?

Yeah. No, it's a great point. I certainly have heard that as well, as I've come into the market. And I think there is a generational transition that we are seeing, and we have to be really thoughtful about how we bring our customers along our journey because we have a lot of users today that love the paradigm of the online dating, swiping and discovery and searching, but there is also a set of users that want more flexibility to be able to experience and discover people in a more organic and natural way. Our goal is to set this Q2 launch as just the start of an ongoing innovation for our users. And we want to really be focused on listening and evolving the experiences based on what our users, especially younger users, are telling. So, you can expect a set of personalization and flexibility over time based on what we do learn from our users. We think there is an opportunity to approach younger users differently to meet the need of more organic discovery of friendship, companionship, love and beyond. I think that's one of the most exciting parts of being a great product person is that you get to navigate the different experiences and flexibility is going to be a really big part of how we believe the category and certainly our own product development will be following.

Our next question comes from Cory Carpenter with J.P. Morgan.

You mentioned earlier in the call that 1Q seasonal rebound being less pronounced in the US than in the past. Curious what you think is driving that. How much of that is Bumble specific versus broader industry trends? On the product side, you mentioned challenges with Premium+, but curious what you're seeing with some of your other recent product launches by Compliments, Best Bees in the lower-priced tier, and the role those could play in the brand refresh or the app refresh.

You've all seen downloads data and payer user data for the industry. And there has been a pattern of slowdown over time. For us, specifically, as you heard from both Anu and I, we have had some internal execution challenges that have not really delivered the cohesive set of experiences that we want to deliver, but we have seen pockets of really great positive success. Compliments is a really great one of them. So, what we're doing now with this relaunch is really looking end to end from the experience. What pieces of product experiences have we launched that have added benefit for users that we want to not only keep, but also enhance and which ones we think are not necessarily adding value. Best Bees is a great example of an experience that really is tailored for users, but we've seen some mixed results. So, we think there is a great opportunity there, but we want to enhance the overall AI set of capabilities that drive that portion of our experience. So, our release now is going to be aimed at addressing a lot of these execution challenges, so that, as a whole, the experience will feel very cohesive for our customers. You did touch on the tiering, and let me unpack that a tiny bit. From a Premium+ perspective, we absolutely believe in subscription tiers. Different customers want to have different set of experiences and it provides a strong monetization strategy for us. So, that model is certainly one that we want to maintain. What we have found is our Premium+ tested really well in its early days. But as we expanded to a broader audience, we didn't see a sustainability of that particular tier with a lot of our users. And what we have found is that there wasn't enough differentiation from one tier to the other. There is still a lot of demand and not enough differentiation to keep our users there. So, what we are focused on with this launch and will be evolving beyond the initial launch is creating a very crisp differentiation, so that we drive more users toward higher-end tiers with the value that they will feel good about, so that we can sustain those users there. The base tier, what we have found is that, the addition of that base tier was adding more hurdles for our users adoption of the larger tiers or the higher end tiers that we put a pause on the base tier for now. Our goal is to simplify the set of experiences, so that we get the most value and the highest ARPPU for the users that are coming into Bumble in this launch, and then we'll revisit that base tier as we get Bumble App out and we get some feedback from the set of experiences we'll launch. So, lots going on, but very, very excited about this launch.

We now turn to Shweta Khajuria with Evercore ISI.

Lidiane, one for you. Where do you see is the lowest hanging fruit on innovation on the product as you think about across the platform? For Anu, could you please help us with marketing spend, how you're thinking through the year from Q1 to Q4 as you think about the product launches coming in the back half? Thanks a lot.

In terms of low-hanging fruit, what we're going to do most immediately with our April launch is reducing points of friction. One of the things that I certainly saw is that we did have a lot of capabilities that was adding just more confusion for our customers. So, this is one of the reasons why we're doing a full revamp of the experience, so that we can really feel what that experience is like for users end to end. So, that, we're going to address right away. But let me tell you what I think is one of the most exciting things that I've seen since I got here. I've been in product forever. I'm coming from many years of consumer and enterprise background. And I've seen here that we have 10 years of strong customer data that has been very, very tuned with a lot of information about users' preferences, behavior, learnings, and patterns, and some have been doing safety capabilities for the past 10 years from day 1. So, a lot of ML, a lot of technology that has been focused on safety for our users. That is the biggest potential for us, near term and long term, because we can not only use the various technologies that I'm sure you're all hearing about with generative AI and ML, we can use all of that, but really fine-tune to what is unique and powerful to Bumble. And that is one of our biggest assets and one that I am particularly excited about. But let me pass it to Anu to talk about our marketing spend.

Quickly on marketing spend, just at a high level, so we are intending to create leverage on our marketing spend line item. We've consistently been saying we want to get more efficient. We want to make sure that we have the highest standards in terms of ROI. So, compared to where we were in 2023 in terms of marketing as a percentage of revenue, you should see, in 2024, that line item see some leverage. In terms of how we expect spend to come about over the course of the year, you should see a spend more in the first half of the year than we will in the second half of the year. So, we will start spending more in Q1 leading up into our Q2 launch, more in Q2 as well as a percentage of revenue, and then you'll start to see the marketing spend ease up as a percentage of revenue in Q3 and Q4 as the revenue starts to ramp up as well. So, that's at a high level how we are thinking about marketing spend. Now, as we always say, we have a high bar for how we think about ROI for our spend, both for our brand spend as well as for our growth marketing. So, that is something that we take a look at on a market-by-market basis as well as depending on what's happening from a product perspective. So, you'll see us continue to do that.

Our next question comes from Ygal Arounian with Citi.

The first question, just on the margin expansion and the investment, and I guess what you're reinvesting on the cost resizing. Lidiane, coming in, you're talking about kind of significant investments in relaunching the Bumble App, accelerating the product road map, and transforming Bumble in general. Can you just talk about how you got to this level of framework or how you think about in terms of the right level of investment? I guess on BFF also, just a little bit more color on what you've seen there and what some of the things there that you plan to do on the product road map to try to get that to accelerate or ramp up as well?

Lots of great points of the question there, so let me try to tackle them. Coming into Bumble, the immediate opportunity that I saw for us, especially with the brand that we have, is the ability to serve our customers beyond just dating, is to create a portfolio of experiences that we can bring our customers along with us and really start retaining that customer base for a much longer period of time. So, from dating to friends to official, and really provide a cohesive experience. So, picture that as our directional vision. That has been the foundation of how we've framed this transformation that you've heard from us today. I want to acknowledge today is a difficult day for all of our employees at Bumble. We are saying goodbye to a lot of colleagues that have played a big role in making Bumble what it is today. So, I appreciate all that our employees have done for us. But the foundation of this transformation is how do we organize to fulfill this vision for our customers as quickly as we can. And that has been the foundation of organizing back into functional model, so that we're bringing technical and product leaders that know how to build the platform at scale, so that we can gain the most amount of leverage from our innovation and our resources and our investments. And I'm thrilled to welcome Ali and Antoine with the right experience that they have to help us realize that. And with that in mind, we've really focused all of our transformation decisions based on speed and agility, we've centralized some of our product engineering investments to allow us to go more quickly and drive decision-making more effectively. And a big part of what we want to do in terms…

Our next question comes from Justin Patterson with KeyBanc Capital Markets.

Miles Jakubiak on for Justin. Maybe to start, Lidiane, Bumble has done a good job of stabilizing the Badoo business. Just what are you seeing in that business to start? And how is the confidence level on maintaining that stabilization and returning growth to that business as it seems to becoming a more important part of the equation? On the full-year revenue guidance, maybe just the puts and takes on the macroenvironment factored within that guidance? And then just more broadly, how do you feel about the current macroenvironment relative to the end of 2023?

It's been fascinating coming to the company and learning all of the transformation that we have already gone through with the Badoo relaunch of last year. And it's been going really well. It's been a steady improvement to the customer engagement, overall satisfaction and, as you're seeing in our results, a steadier growth to our business. We're really excited about the progress that the team has made there. And we're going to continue to see focus on that transformation. We believe we've really focused on delivering confident dating, which has been a core of that strategy, and it's resonating really well with our customers. We believe in continuing to push that forward because it's a very important part of our business, as you called out. In terms of macro, I'll pass it to Anu, but I do want to call out that I certainly see a massive opportunity into the category overall. And it really is going to be a key focus for us to deeply listen to our customers in terms of the decisions that we make and the investments that we make. Anu, do you want to provide a little bit more color into the macroenvironment?

Before I touch on macro, I wanted to follow up on Lidiane's comments about Badoo because we didn't talk about it in the context of guidance. We've been very pleased with Badoo's performance. As we've said, it's performing well. It has stable growth. And in many of its top markets, we're seeing strong growth across several metrics. So, we've not made any overall changes to our assumptions from when we had last provided our guidance to now in terms of how Badoo and other performed. So, we continue to be very pleased about it. As you've seen from a net adds perspective as well, Badoo is starting to turn positive. And all throughout this year, we expect to see Badoo being flat to positive in terms of net adds every quarter. So, again, very pleased with the performance there. In terms of how we've thought about macro in our guidance. As I've mentioned earlier, we are seeing some slowness in our top-of-the-funnel trends in primarily the US, where obviously the macro impact is probably more pronounced. We are seeing it, as we've said before, with our younger customers as well. So, we do think that there is an element of macro playing into some of the softness that we are seeing. So, we've made assumptions around how we think it progresses through the rest of the year in terms of what we are seeing today. And then the goal is that, when the product relaunch happens in the second half of the year, the product starts to really resonate with our customers, and we are able to turn the dial up in terms of payer penetration and ARPPU and ultimately revenue because, to Lidiane's point, the core job to be done from Bumble App's perspective is in making sure that we give the customers the best possible experience. And that's what we are heavily focused on and that what you'll see us talk about all through this year.

We now turn to Benjamin Black with Deutsche Bank.

Great. Thank you for taking my questions. First, Lidiane, a bigger picture question for you on just the online dating market in general. There's obviously concerns approaching maturity, even saturation. So, when you were contemplating taking on the role of CEO at Bumble, what did you see specifically that gave you confidence that the end market growth is still very attractive? Perhaps one for Anu too. It would be just great to hear sort of a capital allocation policy update, just given the broader changes in leadership here. Are you potentially open to taking a little bit more leverage to sort of fund some of your initiatives? I'd be curious to hear about that.

Certainly, I had read a lot of reports about the category as I was considering the role. But I find if you look at the data yourselves as well that it's an interesting disconnect. The demand for connection and love continues to be really strong, 2 billion single people around the globe. Yet the products that are bearing the set of experiences to create those connections are not serving users the way that they want to. That actual disconnect was what got most excited about taking this job, especially here at Bumble where I felt so compelled to the mission and the fundamentals of the company, the brand and the financial strength are so positive. I believe when Apple launched the iPhone, people are also talking about why it was someone entering a mature smartphone category. It is innovation and detail to the polished experience of our users that drive change. So, I'm excited to bring a fresh perspective to the category. But, certainly, we're focused on our customers and our company, and we believe we can really meet the needs of the users that are currently there. The demand is there. We just have to meet it. So, truly excited about being here.

Ben, just quickly on capital allocation opportunity. Obviously, Lidiane and I've been spending a lot of time since she started reviewing our capital allocation policy. At a high level, the themes that we have given you all in the past are still very much the themes that we are focused on, which is, number one, focusing on the organic growth of our business. We continue to be opportunistic in terms of thinking about M&A. Again, the bar for M&A is very high for us. And lastly, our commitment to returning cash back to shareholders continues to be very high, as you've seen. We did the transaction in Q4, where we bought shares directly from Blackstone, and we've continued to buy into 2024 as well. So, our commitment around returning cash continues to be high. Obviously, we are continuing to see where the markets are in terms of interest rates. We have the benefit of being fully accretive from a cash perspective, and we feel like we have a very strong balance sheet. So, we are reviewing all the options, and we'll provide more updates as we go through the year.

Our next question comes from Ken Gawrelski with Wells Fargo.

First, maybe for Lidiane. When you talk about applying AI and the opportunities there, could you just, bigger picture, give us a sense of the capabilities that you have inhouse, what you need to build versus potentially partner? How are you going to accomplish what you're setting out to do? Maybe the second one, a little bit more tactically is, when you talk about the softness in 1Q, Match, your competitor, has indicated a step-up in Tinder marketing. Are you seeing any impact from additional Tinder marketing in 1Q on the top of funnel, especially in the US?

Let's start with the first question related to AI. As I mentioned earlier, this is the most exciting part of untapped potential for us, is that we have an immense amount of data related to users' preferences, behaviors, what drives positive success for our customers. So, just a tremendous, tremendous amount of insight inhouse, which has been amazing to see. Separately, AI hasn't been new to Bumble. Bumble has been innovating in AI for a really long time. It launched a lot of capabilities in photo and detection of fake accounts that we recently launched and there's so much more. So, we have an amazing foundation of AI and ML capabilities that exist today that we can already lean on as well. So, what we want to do is not only lean on the set of data and capabilities that we have, but we can also partner, and we have been in early pilots with several large language model vendors to really advance what we believe will help users through this augmented co-chain set of experiences. And so, we think there is just a tremendous amount of near-term opportunities with partners in the space. Now, with a longer-term vision, we believe there is – because of our safety principles, we will be continuing to innovate in AI for a long time. I think there's a lot of unique value to creating a set of principles that should lead to healthy and equitable relationships in relationships and communities and so forth. So, you will see a lot of innovation from us there. Now, in terms of competitive pressure, we have been in a competitive environment always. That's always been the case. Our focus is to really prioritize our customers. I think strong companies are the ones that focus on customers, first and foremost. So, our focus right now is investing in our marketing, our product, and our overall set of customer experiences across our key markets to meet what is differentiated for Bumble, again, which is women's experience, safety, and so forth. So, we certainly feel that it's fully in our control to help our customers meet our experiences.

We now turn to Curtis Nagle with Bank of America.

First one, just wanted to quickly go back to Premium+. I understand the point of, I guess, not being enough differentiation to justify the tier to a broad enough audience. Lidiane, what are you like envisioning adding to this tier to make it, I guess, more appealing? Just a quick follow-up for Anu. Just what drove the ARPPU weakness? Was that mostly a mix shift in brand or anything else going on?

Let me start with our Premium+. There's two dynamics with higher-end tiers that are very interesting for us. The first is users want more of everything on limited capabilities when they take a higher-end tier. So, that's certainly dynamics that we're really looking at, what drives the most important set of customer experiences, is that's number of swipes, super swipes, highlights. So, we really want to expand the set of capabilities that gives customers that confidence that they're getting the best possible set of services from us. The second piece is differentiated experiences. And we believe there are some opportunities for us with AI insights about what might drive higher success for users. We know a lot of our users want to have more information about what's resonating with people that are seeing their profile. So, that's one category of investments that we're looking at, higher differentiation for Premium+. We're going to be looking at these two streams to ensure that we're creating – not only there's great value across the entire app, but certainly differentiated set of capabilities as well.

On the ARPPU question, like I said in my prepared remarks, it's largely a function of mix shift between different geographies that is leading to overall ARPPU being negative. But like I said, in an individual market, we continue to be focused on increasing ARPPU, we continue to be doing pricing optimization work. And as we see higher attach rates for existing users from additional offerings like consumables, you also see ARPPU go up. So, that's really what you're seeing reflected in the overall ARPPU for Bumble App.

Our final question today comes from Chris Kuntarich with UBS.

Just on the reinvestment, the $15 million of the $55 million restructuring savings, can you just talk a bit about what you would need to see to accelerate the amount that you're reinvesting in the business?

Let me unpack the – at a high level, we've talked about reinvestment from a safety, AI data, but let me tell you more specifically what we're going to do there. Our goal is to higher end – as Anu said, from a capital allocation, you want to really focus on organic growth in the near term, but we're going to be flexible in terms of evaluating talent or technology assets that will accelerate our vision from a dating and AI perspective. So, we want to really invest on AI innovation. As I mentioned earlier, there are some pilots that we have already started to ensure that we really learn what makes the AI humanly exciting for users. We want to invest in AI to help our users be more human and better themselves. We are now building AI for the sake of AI here. So, our investments and our pilots are very much about fine-tuning that. So, if there is the ability to actually hire some resources to accelerate that, we certainly will consider that. But to Anu's point, we want to be super methodical and have a high bar because customer experience is going to be the paramount principle behind any evaluation like that. The second piece of reinvestment that I mentioned is accelerating the ability of helping our customers gain value for more than just one of our offerings. So, we are focused on building a user platform that's going to allow us to provide more recommendations for what else might be interesting for users to get from Bumble. So, if you are on a Bumble date and you go on a date, we may recommend for you to try Official, and you are going to carry that experience for you seamlessly. And as we expand into – as we focus on Bubble For Friends, that allows us to really bring our customer base seamlessly to Bumble For Friends. So, we're really excited about this set of reinvestment. That means hiring great talented people that have a lot of AI, data, and safety experience to our teams, and certainly, we'll do that in the fastest possible way.

Ladies and gentlemen, this concludes our Q&A and today's Bumble fourth quarter 2023 financial results conference call. We'd like to thank you for your participation. You may now disconnect your lines.