PROS Holdings, Inc.

Q1 2024 Earnings Conference Call

5/7/2024

spk03: The question and answer session will follow the formal presentation. If anyone should require operator assistance, please press star zero on your telephone keypad. As a reminder, this conference is being recorded. I would now like to turn the conference over to Belinda Overduput, head of investor relations. Please go ahead.
spk01: Thank you, operator. Good afternoon, everyone. And thank you for joining us. Our earnings press release, SEC filings, and a replay of today's call can be found on the investor relations section of our website at pros.com. Our prepared remarks are also available on our website and will be replaced by the official transcript, which includes participant questions once available. With me on today's call is Andres Reiner, President and Chief Executive Officer, and Stephan Schultz, Chief Financial Officer. Please note that some of the commentary today will include forward-looking statements, including, without limitation, those about our strategy, future business prospects and market opportunities, and our financial projections and guidance. Actual results could differ materially from such statements in our forecast. For more information, please refer to the risk factors described in our SEC filings. PROS assumes no obligation to update any forward-looking statements to reflect future events or circumstances. As a reminder, during the call, we will discuss non-GAAP metrics. Reconciliations between each non-GAAP measure and the most directly comparable GAAP measure to the extent to which available without unreasonable effort are available in our earnings press release. With that, I'll turn the call over to you, Andres.
spk05: Thank you, Belinda. Good afternoon, everyone, and thank you for joining us on today's call. We delivered a strong start to 2024, exceeding the height of our guidance ranges across all metrics. We grew subscription revenue by 15% in total revenue by 10% while delivering a near 300% improvement in adjusted EBITDA year over year, reflecting our continued focus on our 2026 goal of being a Rule of 40 company. Core to our strategy to fuel our growth is to continue to bring groundbreaking AI innovations to market. and drive market adoption of the Pros platform with our Land, Realize, and Expand strategy. In Q1, we officially launched the Pros Co-Pilot for Sales plugin in partnership with Microsoft. In today's environment, customers place a premium on speed and efficiency, and research shows that 35% to 50% of sales go to the vendor that responds first. The Pros Copilot for Sales plugin seamlessly integrates Pros AI Power Quote insights into Microsoft Copilot for Sales, empowering sellers to deliver fast, personalized offers to customers directly from email threads. Pros is the first vendor to integrate Quote insights into Microsoft Copilot for Sales, uniquely harnessing the power of data from across ProSmart CPQ, Microsoft 365 apps, and CRM platforms to drive AI-powered offers that win. Our platform innovations are resonating, evidenced by our wins across industries. I will share a few of our exciting wins starting with new customers. In Q1, ECE Group and Les Schwab made the strategic decision to adopt the PROS platform. ECE Group, a global leader in real estate management, chose to activate smart CPQ to power offers for the retail rental spaces to accelerate time to quote and drive a better customer experience. Les Schwab, a leading automotive tire and parts distributor, chose to activate smart price optimization and management to power real-time dynamic pricing across their more than 500 retail stores, fueling their profitable growth strategy. We also welcome Air India as a new PROS customer in Q1. Air India selected the PROS platform to activate or offer marketing solution to seamlessly market personalized offers to passengers online, bringing them into their direct booking channel to drive higher conversion of online sales and fuel profitable growth. Now on to some of our incredible expansions in Q1. Hyatt has expanded its use of offer marketing on the pros platform to continue to drive exceptional experiences for their guests through optimized and personalized marketing campaigns. The new innovations enable Hyatt to enhance customer acquisition strategies by launching customizable pages at scale across all digital campaigns. AirBaltic, the flag carrier of Latvia, expanded their use of the PROS platform by activating dynamic ancillary pricing. Airlines around the world are increasingly focused on driving revenue growth through ancillaries. And PROS has the only AI-powered solution in the market for ancillary pricing. PROS DAP uses reinforcement learning techniques to present tailored ancillary service prices to passengers. aiming to drive more overall ancillary sales at more optimal prices. Based on PROS initial estimates, DAP is expected to drive 2% to 6% revenue uplift through AI-powered dynamic pricing. With DAP, AirBaltic has already seen revenue uplift on assigned seating, which is one of their largest ancillary revenue contributors. Cargolux expanded their use of the PROS platform by activating our Gen 4 AI price optimization, including our capacity-aware optimization. With this expansion, Cargolux would take advantage of our latest AI innovations to drive even more value as they continue to use the PROS platform to power their omni-channel sales motion. We're so proud to see how the PROS platform is helping businesses across industries and around the globe drive immense value. You will hear more from our customers directly and learn more about the new AI innovations we're bringing to market at our upcoming Outperform with PROS conference. Now onto our recent organizational update. We welcome Todd McNabb as Chief Revenue Officer. Todd will lead our global go-to-market team, bringing to PROS over 25 years of experience in driving sales and scaling organizations. Todd's leadership will amplify our growth momentum, building upon our land, realize, and expand strategy. I'm excited to welcome Todd to the team, and I'm enjoying working closely with him on our growth objectives. Lastly, our core values of ownership, innovation, and care show up in everything we do, including our efforts to build a more sustainable future. This is reflected in our recently published 2023 Sustainability Report, which highlights our progress across environmental, social, and governance-related topics and embodies our company's culture in actions. You will find our new report in the investor relations section of our website. Before I close, I would like to thank our incredible global team for their passion and dedication to pros, our customers, and our communities. I would also like to thank our customers, partners, and shareholders for their ongoing support of pros. With that, I'll turn the call over to Stefan to cover our financial performance and outlook.
spk00: Thank you, Andres, and good afternoon, everyone. It has been almost one year since we outlined our 2026 financial objectives, and I'm pleased with the progress we have made during that time, including the first quarter of this year. In the first quarter, we set new highs for non-GAAP subscription and overall gross margins, as well as our second-best adjusted EBITDA result. I mention this because we typically see our best adjusted EBITDA and free cash flow results during the second half of each year. And with that, I will dive into our results for the first quarter. Subscription revenue was $64.3 million, up 15% year over year, and total revenue was $80.7 million, up 10% year over year, both exceeding the guidance ranges. Our first quarter recurring revenue was consistent at 84% of total revenue, and our trailing 12-month gross revenue retention continued to be better than 93%. Calculated billings in the first quarter increased 3% year-over-year and 11% for the trailing 12 months, in line with our expectations and the seasonality of our business. We expect the trend of calculated billings this year to continue to be consistent with what we saw last year. Our non-GAAP subscription gross margin was 79% in the first quarter. an improvement of over 140 basis points year over year. We also delivered a 9% non-GAAP services gross margin in the first quarter, an improvement of over 1,500 basis points year over year. With these improvements, our overall non-GAAP gross margin increased to 67% in the first quarter, an improvement of 315 basis points in non-GAAP gross margin year over year. I'm very pleased with the progress we are making on our key gross margin metrics. We generated adjusted EBITDA of $4.6 million in the first quarter, significantly exceeding guidance and achieving a near 300% improvement year over year. Our continued focus on operational efficiency through the initiatives we have in place, such as infusing AI in all aspects of our operations, are helping us continue to drive better profitability. Our free cash flow burn in the first quarter was $4.9 million, which is about in line with our burn in the first quarter of last year. I'm very pleased with this outcome given the increase in incentive payments made in the first quarter of this year versus last year. As a reminder, it is typical for us to have higher expenses in the first half of the year because of payroll taxes as well as marketing initiatives and events. From a balance sheet perspective, we exited the first quarter with $166.4 million of cash and investments. Later this month, we have $21.7 million of our convertible notes due, and we currently plan to pay this balance with our existing cash and investments. Our first quarter non-GAAP earnings per share was $0.04 per share, also exceeding guidance. Now, turning to guidance for Q2. We expect second quarter subscription revenue to be in the range of $64 to $64.5 million, representing 12% growth at the midpoint. We expect second quarter total revenue to be in the range of $80.5 to $81.5 million, representing 7% growth at the midpoint. We are anticipating services to be essentially flat due to the outsized 25% growth we saw in services revenue during the second quarter last year. This is impacting our expected total revenue growth rate by as much as two percentage points. We expect second quarter adjusted EBITDA of between $1 and $2 million and improvement of $1.4 million year over year. We are expecting an increase in selling and marketing expenses for Outperform, which will take place later this month. Using a non-GAAP estimated tax rate of 22%, we anticipate second quarter non-GAAP earnings per share at break-even to $0.02 per share based on an estimated 48.2 million diluted weighted average shares outstanding. For the full year, we are raising our guidance for subscription revenue, total revenue, and adjusted EBITDA. We now expect subscription revenue to be in the range of $263.5 to $265.5 million, representing 13% growth at the midpoint, and total revenue to be in the range of $332.5 to $334.5 million, representing 10% growth at the midpoint. Similar to what we saw in Q2 of last year, we have visibility to a higher level of services revenue in the second half of this year. from what our guidance would imply for the first half of 2024. Adjusted EBITDA is expected to be in the range of $17 to $20 million, representing an improvement of $12.5 million year-over-year. In closing, I would like to thank our global team and our customers for their continued support of PROS. We also thank you, our shareholders, for your support of PROS, and we look forward to speaking with you at our upcoming events. I will now turn the call back over to the operator for questions. Operator?
spk03: Thank you. At this time, we will be conducting a question and answer session. If you would like to ask a question, please press star one on your telephone keypad. A confirmation tone will indicate your line is in the question queue. You may press star two if you would like to remove your question from the queue. For participants using speaker equipment, it may be necessary to pick up your handset before pressing the star keys. One moment, please, as we pull for questions. The first question will come from Scott Berg with Needham. Please go ahead.
spk02: Hi, everyone. Congrats on the nice quarter, and I'd like to see the profitability improvements. Nice, steady year-over-year trend there. Andres, I wanted to ask a question that I actually feel kind of weird about asking. It's on your new co-pilot functionality that you announced. It's only weird because I want to ask you how you monetize AI or how you plan to monetize these new AI technologies, knowing that you've been monetizing the AI for obviously a couple of decades now. But how should we think about this?
spk05: you know innovation being infused into the platform is there an opportunity to step up you know our crew you know for customers and cluster or is it really more about embedding this functionality you know to create further differentiation in your platform yeah great question scott look we're very excited about the sales go pilot innovation because i think microsoft is changing the way that sales reps will work in the future and bringing this type of technology really brings them the best AI possible to continuously respond to customers. So for us to be embedded into these workflows and then being able to help reps quickly respond to prospects with the right email response, with the right quotes powered by pros creates a significant differentiation in the market. So I think this, one and foremost, it adds a lot of differentiation to our platform and the ability to now extend email threads all the way through being able to dynamically create a quote powered by pros and a lot more adoption of our solution in the market. So see anybody that buys Sales Code Pilot can now embed Pro CPQ and have AI-powered deals right there in their fingerprints. So we see this as a big opportunity to continue to innovate with Microsoft and something that helps us drive our strategy of landing more deals, realizing value, and driving more expansions.
spk02: Got it. Helpful. Thank you. And then from a follow-up perspective, you hired a new CRO, Todd. I feel like you and I just had this conversation about two months ago, if you're going to hire a new CRO or not. And I think the comment I made at that point in time was your best or at least most consistent sales execution last five or six years has seemingly been when A. Reiner has been running sales. What does Todd bring to the table that's different than maybe the prior couple people that have been in this role? And how does he kind of feel your growth strategies over the near term?
spk05: Yeah, great question, Scott. Look, I'm really excited to have Todd in the team. He brings a unique skill in sales go to market. I think a lot of the work that we've done in building our land realized expand strategy and our platform was positioned us to really scale the business. If you think about deal velocity, deal consistency that we've driven, we've dramatically increased. What Todd brings is very clear experience in significantly scaling sales organizations. And we think tied to our goal of getting to Rule of 40 by 2026, we think now is the time to invest in our go-to-market theme. This year was very important for us to make a big improvement in profitability and start to invest in our go-to-market and scaling it. The other aspect that I'm really excited about is we're seeing B2B and B2C converge. You're seeing a lot of our wins that we're talking about. They're not just traditional B2B stories. They are B2B stories. with B2C and direct-to-consumer strategies as well. So we're seeing more of a unified platform in our go-to-market and abilities to really bring our sales go-to-market team to drive more efficiency and scale as we move forward. So I'm really excited. Patti and I are going to be working closely together. We're aligned on this strategy. It's not about changing our strategy. It's about really amplifying. that strategy and really setting us up for 25 and 26. I could tell you I'm really excited. And what he brings different is very strong sales go-to-market background.
spk02: Understood. Congrats on the next quarter again, and thanks for taking my question. Thank you.
spk03: The next question is from Parker Lane with Stiefel. Please go ahead.
spk07: Hi, everyone. This is Matthew Kickert for Parker. Thank you for taking my questions. First, last quarter you mentioned a 28% reduction in new logo sales cycle times for B2B. Are you continuing to see improvements in that metric? And what do you believe is driving that?
spk05: Yeah. So I would say it's been consistent. So we're continuing to see the improvement remain the same. So no changes. You know, and so right now, no real changes from what we're seeing. We're seeing them continue to maintain.
spk07: Okay. Sounds good. And then turning to the marketplace, which continues to be a focus for you this year, what are attach rates looking like there, and how big a role can the marketplace play in your achievement of Rule 40 goals going forwards?
spk05: Yeah, great question. I will tell you right now the marketplace is still in the infancy, in the creation. But what I'm really excited is the opportunity to have new solutions in that marketplace that can be activated with real small, little to no activation, which will allow customers to now be able to expand on some of our products in a very, very fast way. And I think that over time, the opportunity that we have with the marketplace is getting our customers to adopt a lot of these solutions to trial and adopt them in a much faster way. So we're very, very excited about the marketplace. This is the beginning of a product-led growth strategy. And I think a lot of work has gone really proud of the product team for bringing together the platform and the marketplace to allow us to bring these new solutions to market and allowing our customers to activate them seamlessly as we move forward. So right now, the current attach is small. Over time, see this increasing quite a bit as we get to our 2026 goals.
spk07: Terrific. Thank you. Thank you.
spk03: The next question is from Patrick Schultz with Baird. Please go ahead.
spk04: Hey guys, thanks for taking my question. I guess maybe starting off on travel, I think last quarter you called out you started to see some nice momentum in that business and it seems like it's continued this quarter. Could you maybe frame how the recovery path has trended relative to expectations? And then when looking at the rest of the year, how are you thinking about the contribution from new logos versus existing customer expansion?
spk05: Yeah, great questions. So I would say, look, travel continues to drive improvements. I would say, you know, typically in the year, you know, early on, travel tends to be more back-end loaded, not early loaded in the year. But we are seeing good wins, both in net new and existing expansions. But we're still seeing B2B drive the growth. So make no mistakes about that. B2B is continuing to drive the growth. Travel is continuing to improve, but we expect that, similar to last year, back end be stronger than the front end. Overall, in terms of sale cycle times in travel, they're still not back to the pre-COVID years, but from a deal growth, we're seeing very good deal growth. In B2B, we're seeing better improvement on deal cycle times and continuing to see that as the main growth driver for the business.
spk04: Okay, very helpful. And maybe a quick follow-up for Stefan, too.
spk05: One quick thing on the new versus existing. We expect that to be for the year that 50-50 split. We're continuing to see strong new logo wins as well as expansions. And think of that, obviously, B2B driving more new logo wins, travel strong on the expand. But I would say, look, we were very pleased with expansions in the quarter, both in B2B and travel.
spk04: Great. I appreciate the color there. And Stefan, maybe just on subscription revenue for the year, you posted a strong start to the year. I think you beat Q1 guidance by about a million dollars, but full year guidance looks like that was raised by a little bit less than that. Can you just talk about that dynamic there and why not pass through the full beat? Has anything changed from a broader macro perspective since last quarter?
spk00: Yeah, nothing's changed from a broader macro perspective as it relates to You know, the, the, the beaten Q1 and how much of that was applied to the full year. You know, we had a little bit of a benefit from a timing perspective in terms of how we initially modeled the year of the subscription rollout in terms of revenue recognition. And, and we actually were able to pull some of that into Q1. And so that's why we had a bit of a beaten Q1 was, was really moving some, some revenue up, which we'll always take when we can. And so that's why there was a half a million dollars of that full million dollars that was reflected in the BEAT. As it pertains to our views for the rest of the year, as I said earlier, we don't really see anything change with the macro. We have increased our guidance a bit, but I would also tell you that our guidance philosophy is continuing to stay consistent, and that is we provide guidance on on numbers we have a high degree of confidence we can achieve. And so, as we go throughout the year, you know, I expect we'll refine that more and more as our visibility improves. But, you know, nothing has really changed. We're very happy with where we sit as of today. Perfect. Appreciate the call. Thanks for taking my questions.
spk04: Thank you.
spk03: The next question is from Brian Schwartz with Oppenheimer. Please go ahead.
spk06: Yeah. Hi. Thanks for taking my questions today. Andreas, can you talk a little bit more just about the sales productivity and the bookings that you had in Q1? You know, it does look like the year is a little bit more back-end loaded than it was when you gave guidance three months ago. And maybe if you can just provide a little insight into the productivity in Q1.
spk05: Yes, so overall we're seeing pretty consistent sales cycle times. I did say we've seen some improvement from a B2B perspective, but overall it's remained consistent. you know, pretty similar. In terms of how the year is turning out, it's turning out pretty much how we expected. So I wouldn't say we've always been a back-end loaded, you know, back half of the year is stronger than the front half of the year. The year is turning out exactly how we predicted, so no changes there. And overall, in terms of our efficiencies, you know, and our win rates continue to improve.
spk06: Thank you. And then the follow-up question I wanted to ask about also about the Microsoft Copilot integration. Is it your expectation, I guess it's early now, but do you think that that will increase awareness for your AI-driven dynamic pricing solution in the markets?
spk05: Yeah, absolutely. There's no doubt. Look, Microsoft and us are planning to market this as being the first partner that innovated on this. It's really, really important. And, you know, there aren't many AI solutions that produce this much revenue and margin uplift with quantifiable value that help transform the sales process. So I think Both Microsoft and Pros are very proud of this innovation. This is just the beginning, but it definitely will increase visibility within the Microsoft ecosystem. And we're very focused from a go-to-market on how we're going to amplify that visibility. You know, one of the transformative areas of this sales co-pilot that's unique, and I think it's been very clever on the Microsoft side, is this technology can integrate with any CRM. So not just the Microsoft ecosystem, but also the Salesforce.com ecosystem, because you can plug in Sales Co-Pilot on top of both Salesforce and Microsoft. So I think it really can unify the way that sales reps sell. And that's to be right there to help the reps respond faster and drive higher win rates. a better margin in revenue is a very high ROI use case.
spk06: And then one question for Stefan. I just want to ask you about how you're feeling about the visibility to the second half now that you're one quarter into the year. I know last quarter you felt that the visibility wasn't as strong for the back half of the year. I'm just wondering how you're feeling today, if that has at all
spk00: improved now that uh we're one quarter into the year thanks for taking my questions yeah brian it has improved a bit um you know being 90 days further down the line we have a better view in terms of of uh things like you know the the the amount of services that we're going to have to book on on bookings that occurred both last year and this year and i highlighted that in my prepared remarks our visibility has improved to the degree that i can actually comment and say We expect to see a meaningful bump up in services revenue in the second half of the year. And I can also say that, you know, similarly on the subscription side, you know, we have a better idea of what Q3 is going to look like given, you know, the bookings that we've had in Q1. So, you know, just as a point in color on that, you know, as we look at the full year, you look at the mix last year of first half to second half and how that unfolded, we're expecting subscription to be somewhat similar. This year, so a similar ratio, if you will, first half to second half, and services is what we're expecting to see, you know, a meaningful jump in the second half from what you saw in the first half of the year. So, you know, we're starting to get a better feel for how the year is going to, you know, shake out, and that's the color we can give at this point in time.
spk06: Thank you.
spk03: The next question is from Jason Salino with KeyBank Capital Markets. Please go ahead.
spk06: Great. Thanks for taking my question. You know, Andres, you know, a bit of a philosophical question. Actually, I think several months ago, you know, there was a fast food chain that was looking to add real-time pricing to its menus. I don't think it ended up going through with that plan, but kind of shows you. you know, how far we've come with the industry. As we think about pricing optimization today and reflect on kind of the technology and the adoption trend, you know, especially for the industries that you serve today, you know, what might we be talking about maybe three to five years out?
spk05: Yeah, I would say, look, the adoption of dynamic pricing algorithms, especially for the B2B industries, which is over $30 billion now, of the TAM opportunity is huge. I mean, the adoption is still low. And it's a great example to have Les Schwab, for example, this quarter. That's one of the very important criteria in them selecting pros is really to power their over 500 retail stores with real-time pricing. So we see this use case applying very broadly in the B2B space. And more important than ever, to compete and win. I think a lot of the challenges that companies are having is, one, their products are changing pretty dramatic. So the configuration aspects of the products, impersonalization criteria they have, so recommending the right offer. And second is the right price at which they can win. That is in real time. That is adapting to market changes. So I would tell you, look, a large percentage of the wins we're having it's because of these real-time capabilities. And our conviction of the growth opportunity and the excitement that we have is we feel we're significantly ahead, years ahead of anybody in the market in producing real-time AI algorithms that can scale and can be pure machine run with very significant revenue margin uplift. So I think we're still at the beginning of the journey. I would tell you it applies to the majority of the opportunities that we're closing. This is a very important component.
spk06: Yep. No, nice to hear on the LushWog side. You know, that's a company in my neck of the woods, you know. Yeah, we're very excited about it. And then one quick one for Stephan, you know, business linearity. I guess how did kind of sales, execution, you know, business pipeline, closed deals, How did that kind of fare throughout the quarter? Was it all fairly consistent?
spk00: Yeah, I'd say fairly consistent. It always leans heavily towards the third month, and that's pretty typical. Even when we talk about linearity, linearity is assuming a certain percentage in month one, month two, and a bigger percentage in month three. That's just the nature of the business, but nothing unusual in the first quarter at all.
spk06: Okay, perfect. Thank you both. Thank you.
spk03: The next question is from Nehal Chokshi from Northland Capital Markets. Please go ahead.
spk06: Yeah, thank you and congrats on a strong quarter here. However, on Bill and Stefan, you mentioned that that was in line with expectations. It was up 3% year-over-year. And then you also said that you expect billings growth to be consistent with the trend of last year. I'm not too sure what you mean by the trend of last year, because that trend from last year was volatile on a year-over-year basis. So could you just give a little bit more color on what you mean there?
spk00: Yeah. Yeah, Nahal, that's a good observation. Our calculated billings on a quarter-to-quarter basis are volatile, and we saw that last year. And the point I was trying to make is we're expecting to see that volatility again this year, although I will say it might be muted a bit. In other words, the volatility would be a little less than what we saw last year, which I think is welcome to all of us in that regard. But think in terms of a consistent pattern where the strengths of last year will match the strengths this year.
spk06: Okay. So despite basically a year ago tough compare, you'd still expect that to be strength on a year-over-year basis?
spk00: Yeah. So think in terms of, you know, our total revenue, you know, plan and calculated billings being in that same zip code, just like it was last year.
spk06: Got it. Okay. And then why are you expecting a deceleration of subscription revenue for Q2?
spk00: It's really related to timing of recognition. So we were able to pull a little bit of revenue forward. The criteria actually required it. And so it was a little faster than what we had originally modeled. And so we had a little bit of a beat in Q1 as it relates to that. And so that had an impact on the second quarter number. And we see that throughout our history. There are times when we'll see a concentrated amount of recognition occur in one quarter versus another. But as I was talking earlier, our visibility allows us to see how this year is going to unfold. And we're expecting to see that number increase again in the second half of the year.
spk06: And that sooner than expected recognition of some incremental subscription revenue within a quarter. Did that have to do with the strong billings that you saw in Q4? I mean, strong bookings, rather, because of that strong ARR that you put up there?
spk00: Well, yes, but I wouldn't say it's a direct correlation. It just happened to be a transaction that was recorded in the fourth quarter that we were able to accelerate the recognition on. Basically, the delivery happened a little faster than what we had assumed.
spk06: Great. Thank you very much. Congrats.
spk00: Thank you.
spk03: The next question is from Victor Chang with Bank of America. Please go ahead.
spk06: Hi, Anderson, Stefan. Thanks for taking my questions. Congrats on solid quarter again. Maybe first on AI, can you give us some color on how your Gen4 AI has been resonating with customers and what's the adoption rate right now? And then more broadly, how should we think about whether generative AI will change the playing field? Obviously, you have now integrated with Copilot and you've talked a lot about the opportunities with Microsoft Copilot for Sales. How should I think about maybe future plans on leveraging generative AI capabilities into your portfolios?
spk05: Yeah, great questions. So in terms of Gen 4 AI, I think it's been transformative for the market. I would tell you that all the deals we're winning, whether it's Les Schwab or we're seeing an expansion at Cargolux or any of the deals I talked about, you know, the Gen 4 technology is a very big leap compared to our Gen 3 technology, and it's resonating really well, especially in these type of markets where you have high volatility. You can't go with the typical segmentation based on pure historical data, as many companies have in the marketplace. So that continues to play a big role. Generative AI, one of the really transformative parts of our AI platform is our ability to ensemble multiple algorithms. And LLMs, including, you know, the open AI technology that we're using with Microsoft, allows us to leverage those for the right use cases. So think of sales assistant type of technology, pricing assistant type of technology. Those are where we're leveraging LLMs technology and will continue to do so, as well as many aspects of our business. But it's a combination of many types of algorithms that we're bringing to bring a higher level of intelligence to our solution and continue to transform the AI space. So I think we're very excited about being able to leverage all of these different types of AI algorithms for the right problem areas. And we'll continue to innovate very closely with Microsoft, especially on the generative AI front.
spk06: Got it. Thank you. And maybe one follow-up on share-based comp. I notice it's edged a bit higher for Q1 and for Q year as well. Can you give us some color on that? Is there any kind of wage inflation that we should be factoring in a bit more?
spk00: No. That's timing of some accelerated expense that we took in the first quarter. it's basically going to take expense away from the rest of the year. So what you should see is as the year unfolds, our percentage of stock-based compensation expense should actually decline year over year from about 14% a year ago to about 13% this year. It's really more about the acceleration of some of that that occurred in the first quarter, and you'll see the benefit throughout the rest of the year.
spk06: Very clear. Thank you. Thank you.
spk03: Ladies and gentlemen, we have reached the end of the question and answer session. I would like to turn the call back to Belinda Overdeput for closing remarks.
spk01: Thank you for listening to today's call. We look forward to speaking with you at conferences and events this quarter. As a reminder, we will be hosting our 2024 Outperform with Pros Conference on May 20th to 22nd in Orlando, Florida. We will host a session for investors and analysts at the conference at 8 a.m. Eastern Time on the 22nd, which will include a customer panel and executive management panel. Registration is open on our website for the conference. The investor and analyst session will be streamed live virtually from the investor relations section of our website and available thereafter for those who cannot attend the conference in person. We will also be attending the Needham Technology Media and Consumer Conference on May 15th in New York City. the Craig Hallam Institutional Investor Conference on May 29th in Minneapolis, the Stiefel Cross-Sector Insight Conference on June 4th in Boston, the Baird Consumer Technology and Services Conference on June 5th in New York City, and the Bank of America Technology, Media, and Telecommunications Conference on June 12th in London. If you have any questions following today's call, please contact us at iratprose.com. Thank you and goodbye.
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