Grid Dynamics - Q2 2023
August 3, 2023
Transcript
Bin Chiang (Head of Investor Relations)
Good afternoon, everyone. Welcome to Grid Dynamics' Second Quarter 2023 Earnings Conference Call. I'm Bin Chiang, Head of Investor Relations. At this time, our participants are in listen-only mode. Joining us on the call today are CEO, Leonard Livschitz, and CFO, Anil Dhir. Following their prepared remarks, we'll open the call to your questions. Please note, today's conference is being recorded. Before we begin, I would like to remind everyone that today's discussion will contain forward-looking statements. This includes our business and financial outlook, and the answers to some of your questions. Such statements are subject to the risks and uncertainty as described in the company's earnings release and other filings with the SEC. During this call, we will discuss certain non-GAAP measures of our performance. GAAP to non-GAAP financial reconciliations and supplemental financial information are provided in the earnings press release and the 8-K filed with the SEC.
You can find all the information I have just described in the investor relations section of our website. With that, I will now turn the call over to Leonard, our CEO.
Leonard Livschitz (CEO)
Thank you, Ben. Good afternoon, everyone, and thank you for joining us today. As you have seen from our published results, Grid Dynamics' second quarter revenue was in our guidance range, and non-GAAP EBITDA significantly exceeded expectations. Also, on a GAAP basis, we achieved record net income since becoming a public company. Our results are commendable and reflect the company's relentless commitment to our clients. There were some noteworthy trends, including strong new logo wins, meaningful contributions from logos that we won over the past couple of quarters, and deeper relationships with our partnership ecosystem. This has been a recurring theme for the past several quarters and reflect the strengths of our offering. Additionally, a significant interest and engagement with our clients on artificial intelligence initiatives continue to positively impact our business. With our GigaCube initiative, we operationalize many KPIs across the company.
On the macro, our opinions have remained unchanged. During the quarter, with many of our clients, we witnessed continued recalibration of spending priorities and investments. Customers continued to transfer projects from higher cost locations to lower cost offshore locations, and this is playing to our favor as we have a global delivery footprint in locations of choice. During the quarter, we ensured our spending level aligned with the current demand environment, and this discipline paid off with our second quarter profitability. We're also witnessing three important trends that lead us to the incrementally positive conclusions. These trends are expected to play out in the third quarter too. First, the magnitude of resets across our customers are diminishing. Second, we're seeing stabilization in business across the majority of our accounts.
Finally, thirdly, our forms of new engagements, both with the new clients and existing clients, are on the rise. This includes enhanced activities with partnerships, engagements on artificial intelligence, and willingness of new logos to work with us on their digital transformation needs. While uncertainties persist, and it's too early to make any definitive commentary around the demand snapback, we believe underlying trends are moving in the right direction, leading us to the incrementally positive view. Yet, we remain conservative in our third quarter outlook. As I highlighted in the past, coming out of economic cycles, Grid Dynamics is stronger as the company proves to be a reliable partner in delivering our customers' business objectives in an efficient manner. Also, the current economic cycle has provided us a great opportunity to realign and organize according to our GigaCube initiatives.
This includes adding new talent across different industry verticals, both in sales and CT organizations. We're also witnessing great access to high-quality talent as our strengths and differentiation become more visible across the industry. Over the past couple of quarters, we have incrementally invested in our engineer resources toward building new R&D artifacts, our accelerators, and artificial intelligence capabilities. There are many positive trends with our technology organization. This includes several exciting opportunities with AI. Generative AI has been front and center across a broad range of clients. We are witnessing exponential interest in our enterprise AI solutions, particularly in generative AI, including conversational AI, data harmonization solutions, and others. We are currently engaged in multiple billable projects and have created a robust portfolio of demos, capabilities, and solutions. Our R&D organization completed nine AI projects during the quarter and are currently involved with over 20 enterprise clients.
As a reminder, Grid Dynamics' AI engagements are based on more than seven years of internal research and successful implementations. With our generative AI offering, we partner with customers to employ large language models and prompt guided image generation to the application in product design and visualization, as well as knowledge retrieval, wealth management, and customer support. During the quarter, we announced a significant global partnership with Google Cloud to develop and implement innovative generative AI solutions. This partnership will result in incremental customer wins for Grid Dynamics in the second half of 2023 and beyond. Also, this partnership is a reflection of Grid Dynamics' position as an industry leader in AI. Grid Dynamics will leverage Google Cloud Vertex AI, a platform that incorporates powerful foundational large language models and advanced image generation capabilities.
This partnership, we expect to significantly accelerate and develop innovative AI solutions across the financial services and insurance, manufacturing, and life science pharma industries. On the GigaCube initiative, we continue to make progress. As you know, GigaCube is a strategic blueprint that lays out a framework for our company to over a billion-dollar revenue. It involves all parts of organization that include sales, R&D, marketing, operations, as well as M&A. We made some exciting additions to our team. This includes a senior sales leader and specialist sales executive across automotive, pharma, and insurance. These additions will accelerate our new industrial vertical penetration, highlighted in our GigaCube initiatives. In the quarter, there were several notable trends, and I would like to share with you some of them. Logo momentum. In the second quarter, we signed 9 large enterprise clients.
This bring the new enterprise logos added in 2023, total to 18. Additionally, we added new customers from our recent acquisitions. We believe Q2 client acquisition is a further testament to our competency and the confidence for large global enterprises to sign up with Grid Dynamics in the current environment. Some of the most notable ones to mention include a leading digital payment service company, a global consumer healthcare company, a global athletic wear company, a global hotel and hospitality chain, and a North American art and craft chain. We're very proud of our achievements, and this is a testament of our differentiation and value we bring to our customers. Delivery location support. Moving to our delivery operations, our execution remains flawless. At some of our recent logo wins, we were able to quickly put together and ramp up dedicated teams across our global delivery locations.
Additionally, our integration with NextSphere and Mutual Mobile is in a full swing and have started to implement synergies across engineering, operations, and other backend functions. Today, our customers have a choice of over 12 countries across North America, Central Europe, and India. follow-the-sun strategy enables our clients to be served in an interrupted fashion around the clock. Clients support our geographic diversification and choice of locations for engineering support. European business. During the quarter, we made good progress in expanding our footprint across industry verticals with our European clients. As a global specialty automotive part company, we're implementing a major composable commerce modernization platform. At another global automotive and tire company, we're involved in a significant digital transformation initiative tied to automotive tire wear and tear predictive maintenance using data engineering and analytics.
With artificial intelligence, we're also engaged with a high-end apparel company in Netherlands, in automating process description using product attributes and images. Finally, with European-based global truck manufacturer, we're starting a project to modernize deal management system in the very near future. Partnerships. They continue to be an important part of our growth and have become a significant contributor to lead generation. In addition to the generative AI partnership with Google Cloud, that I spoke a few minutes ago, we're also working with many of our clients across industry verticals as they move from advanced to real-world business transformation solutions. Our relationship with Microsoft Azure and AWS are expanding in the Q2. Grid Dynamics has been recognized for its advanced specialization by Microsoft, which earned us the membership of Microsoft Azure Migration and Modernization Program.
Additionally, we continue to invest in a growing number of independent software vendor partnerships in supply chain, digital experience, marketing, and commerce domains. We're expecting and enhancing the value we deliver across the entire C-suite. We are engaging with chief operating officer, chief marketing officer, chief product officer, and others. M&A. With M&A, the integration with our acquisition of NextSphere Technologies, which we acquired on April 18, 2023, is working well. To remind you, this acquisition strengthened our presence in strategic verticals such as healthcare, fintech, and manufacturing. I'm happy to report that in a short time of three plus months, we were able to integrate the operational backend functions. Additionally, we're able to relocate the employees in Hyderabad to the new constructed Grid Dynamics office. We also have an office in Chennai as well.
We're currently working on a business development synergies and expect to start cross-selling across our customer base in the next couple of quarters. Beyond our recent acquisitions, the pipeline for M&A opportunities is robust. We're actively working on multiple opportunities, and we'll be happy to provide updates as the time becomes right. As a reminder, our M&A focuses on capabilities, key clients, and delivery locations. During the quarter, Grid Dynamics delivered some notable projects. At a renowned financial services and wealth management firm, we're piloting an innovative AI-based knowledge management platform. This platform offers thousands of financial advisors with direct access to the firm's vast enterprise data via natural languages. Leveraging retrieval-augmented generation technology and leading large language models, the platform will improve productivity of financial advisors and help them to create highly personalized updates and offerings to their clients.
For a leading global technology company, we successfully executed a massive migration of user segmentation pipelines to a new cloud data platform. These pipelines play a crucial role in processing an extensive range of data signals, encompassing diverse aspects such as user demographics, spending deciles, usage frequencies, and more. This solution ensures better scalability to address growing amounts of data and fault tolerance. At a prominent membership-only chain, we modernized their mobile app to enable and enhance better security, frictionless payments, and user experience. The effort resulted in an increase in the browse to pay conversion and substantially re-reduced the uninstall rate by a factor of 7x. Currently, the mobile app is serving tens of millions of shoppers in the United States. For a major CPG brand, we delivered a solution that significantly shortened checkout time in their physical stores, even for orders with many small items.
It uses existing security tags to scan shopping bags and requires minimum modification to the store layout or POS hardware. Once deployed across the client's 900+ stores, it has potential to significantly decrease labor costs and increase customer satisfaction. With that, let me turn the call over to Anju, who will discuss Q2 results in more detail. Anil?
Anil Dhir (CFO)
Thanks, Leonard. Good afternoon, everyone. Our second quarter revenue of $77.3 million was within our guidance range of $76 million-$78 million that we provided to you all in our earnings call in May and reiterated it on June sixth. On a year-over-year basis, both on a reported and constant currency, the growth was flat as the impacts of currency movements were negligible. On a sequential basis, our revenue declined by 3.4%. During the quarter, we witnessed headwinds from some of our customers as they continued to rationalize their spending levels. During the quarter, new logo revenues contributions offset macro-driven caution from others. During the second quarter, retail, our largest vertical, representing 33.7% of our revenues, increased by 2.5% on a sequential basis and grew 2.3% on a year-over-year basis.
Within the retail vertical, on a sequential basis, we witnessed growth from areas such as home improvement, department stores, and specialty retail. TMT, our second-largest vertical, represented 31.2% of our second quarter revenues, decreased by 10% on a sequential basis and grew 3%. On a sequential basis, we witnessed continued caution at some of our large TMT customers. This was offset by growth both from existing and new logos. Here are the details of the revenue mix of other verticals. Our CPG and manufacturing represented 14.1% of our revenue. In the second quarter, a decrease of 14% on a sequential basis and 32.4% on a year-over-year basis. The decline on a sequential and year-over-year basis came from some of our large customers as they readjusted their spending levels to the current macro environment.
The finance vertical represented 8.7% of revenues, an increase of 3.6% on a sequential basis and 33.7% on a year-over-year basis. The growth in the quarter came from a combination of financial technology customers as well as new logos. Finally, other segment represented 12.3% of our second quarter revenue and was up 10.1% on a sequential basis. The strong sequential growth was driven by growth at our healthcare and pharma customers. We exited the second quarter with a total headcount of 3,862, up from 3,744 employees in the first quarter of 2023, and up from 3,763 in the second quarter of 2022.
The sequential increase of 118 employees, or 3.2%, was largely due to our recent acquisition of NextSphere Technologies, which we acquired in April. At the end of the second quarter of 2023, our total U.S. headcount was 317, or 8.2% of the company's total headcount. This remained on the same level compared to 8.1% in the first quarter of 2023, and slightly decreased from 8.7% in the year-ago quarter. The year-over-year slight decline as a percentage of total revenue was largely driven by growth at our offshore locations, resulting in greater mix of non-U.S. headcount. Our non-U.S. headcount, located in Central Eastern Europe, India, U.K., the Netherlands, Mexico, and other locations, was 3,545, or 91.8%.
In the second quarter, revenues from our top five and top ten customers were 37.6% and 56.6%, respectively, versus 44.2% and 60.2% in the same period a year-ago, respectively. During the quarter, we had a total of 216 customers, down from 220 in the first quarter of 2023, and up from 208 in the year-ago quarter. The decline in customers on a sequential basis was largely from our commercial business, which focuses on smaller customers. During the quarter, we signed nine new logos from our enterprise business.
Moving to the income statement, our GAAP gross profit during the quarter was $28.3 million, or 36.6%, versus $28.6 million, or 35.7%, in the first quarter of 2023, and down from $28.9 million, or 37.3%, in the year-ago quarter. On a non-GAAP basis, our gross margin was $28.8 million, or 37.3%, versus $29 million, or 36.3%, in the first quarter of 2023, and down from $29.1 million, or 37.7%, in the year-ago quarter. The increase in gross margin as a percentage on a sequential basis, both on a GAAP and non-GAAP basis, was largely due to higher utilization of engineering resources.
non-GAAP EBITDA during the second quarter that excluded stock-based compensation, depreciation and amortization, restructuring, and expenses related to geographic reorganizations. Transaction and other related costs was $12 million, or 15.5%, up from $10.8 million, or 13.5%, in the first quarter of 2023, and down from $13.3 million, or 17.2%, in the year-ago quarter. The sequential increase in non-GAAP EBITDA was largely due to a combination of higher levels of gross margin as a percentage compared with lower operating expenses. On a year-over-year basis, the decline in non-GAAP EBITDA was driven by increase in operating expenses from our recent acquisitions.
Our GAAP net income in the second quarter totaled $2.6 million, or $0.03, based on a basic share count of 75.1 million shares, compared to the first quarter loss of $8 million, or $0.11, based on a basic share count of 74.5 million, and a loss of $13.2 million, or loss of $0.20 per share, based on 67.1 million basic shares in the year-ago quarter. The year-over-year increase in GAAP net income was largely due to lower levels of stock-based compensation and significant decrease in geographic reorganization expenses. On a sequential basis, the increase in GAAP net income was largely driven by a reduction in stock-based compensation expenses.
On a non-GAAP basis, in the second quarter, our non-GAAP net income was $7 million, or $0.09 per share, based on 76.9 million diluted shares, compared to the first quarter non-GAAP net income of $6.5 million, or $0.08 per share, based on 77.1 million diluted shares, and $8.2 million, or total diluted share, based on 69 million diluted shares in the year ago. The increase in non-GAAP net income second quarter was largely due to higher grosses and lower operating expenses. The decrease in the non-GAAP net year quarter was largely from higher levels of operating expenses. On June 30, 2023, our cash and cash equivalents totaled $246.2 million, down from $258.4 million in the first quarter of 2023.
The key reason for the decrease on a sequential basis was due to the all-cash acquisition of NextSphere Technologies, which was made on April 18th. Coming to the third quarter guidance, we expect both revenues and non-GAAP EBITDA to be at similar levels to what we guided for Q2 in May. We expect revenues to be in the range of $76 million-$78 million and non-GAAP EBITDA to be in the range of $10 million-$11 million. For the third quarter, we expect our basic share count to be in the 75 million-76 million range, and for diluted share count, we expect it to be in the 78 million-79 million range. That concludes my prepared remarks. We are ready to take questions.
Operator (participant)
Thank you, Neil. As we go to the Q&A session, I will first announce your name. At this moment, please unmute your line and turn on your camera. Our first question comes from the line of Puneet Jain from J.P. Morgan. Please go ahead.
Puneet Jain (Executive Director and Senior Equity Research Analyst)
Hey, thanks for taking my question. Leonard, like you talked about, like, 20 clients who you are providing some sort of AI services, which I believe is out of total of 100 enterprise customers. It would be like 20% of total customers to whom you are providing generative AI services. Can you talk about what type of services you are providing to those clients in AI? Since some of these customers also outsource to your peers as well, how are you going to win share in AI at those clients?
Leonard Livschitz (CEO)
Thank you, Puneet. Well, it's, it's quite a comprehensive question, so thank you for pointing out the percentage. We're quite proud that we are still in a, basically, at the cradle of AI expansion revolution, we already capture a substantial percentage of our client base. The projects we have started, some of them actually run from before the AI was defined as a modernization of technologies. We've been knowing of our own investments in machine learning, data science, large models, you know, data formatting and other features. Now when it kind of becomes more as a part of creating some tangible monetization for the clients, we've seen some trends where we actually participate. First and foremost, generative AI, it's only a subset of work we do.
Since we are focused on large enterprises mostly, the ultimate definition for us, it's the enterprise artificial intelligence, which comes with a supply chain of predicted models for the supply and demand, logistic travel, you know, the variances, the forecasts and others. When it comes to the well, management financial companies, it's basically accelerating the you know, adjustments which lead to the personal bespoke portfolios. When we talk about medical, you know, the clients in in in areas of pharmaceutical life science, those relate to their own models, which help them to accelerate the decision on certain internal critical development. So on, so forth. Not to forget about our beloved consumer world, where most of the work is B2C, so far I've mentioned B2B, mostly.
In the B2C world, it's a lot of customer and consumer behaviors which are scaling to the very large amount of the preparation, we anticipate a significant cost savings associated with those business. Now, in terms of our competition, it's absolutely true. I mean, everybody stands up on saying we are the leaders in artificial intelligence. We are taking more modest approach. We're looking at more and more proven cases of the ROIs, in other word, where the customer financial gains start becoming tangible. So we do quite a few proof of concepts, but I think one of the key advantage of Grid Dynamics, since we started this initiative over seven years ago, some of the fully convertible analytics comes into competition in elasticity.
We'll continue to update you, Puneet, and the team, and we look very bullish on expansion in the United States.
Puneet Jain (Executive Director and Senior Equity Research Analyst)
Got it. No, thanks for a comprehensive answer as well. Let me ask about new logo contribution you had talked about in the past, 85, 15- 85, 10, 5 model. Given, like, the strong client activity, new, new logo contribution that you are seeing, is that at a point where you'd expect to be in any normal year, like, the new client contribution? I understand the remaining 95% of business is weak, but are new clients are at a point where you'd expect them to be in a normal year?
Leonard Livschitz (CEO)
Very good question. Very good memory. You know, the reality is, you know yourself well that some of the traditional clients, which started at the high, a year ago, have reduced the spendings, right? The reason why it's important that we reported 18 new clients on the enterprise level since the beginning of the year, we expect that second half of the year, monetization will come into full swing. We tend to be continuously cautious because the first projects, well, not all of them, but quite a few of them, were still in the land and expand mode. There are hyperscaler engagements for the cloud transformation with some notable ISVs. Some of them come into the work with related to the defined project, like in the payment systems, but they are few.
We started much higher level. We see that, the numbers are increasing, but I wanna make sure that 5 is beaten, not because the 85 goes down, but because the absolute value returns. But, the answer is yes, more likely we'll see the higher contribution.
Puneet Jain (Executive Director and Senior Equity Research Analyst)
Thank you.
Leonard Livschitz (CEO)
Thank you.
Operator (participant)
Thank you, Puneet. Our next question comes from Josh Sigler from Cantor Fitzgerald. Please go ahead.
Josh Sigler (Analyst)
Yes. Hi, thanks for taking my question today. First, I'd like to start on AI, just given its significance, and obviously it's gaining a lot of traction. Are you seeing any specific interest from any one vertical over another for AI solutions, or is it broad demand? Further, you know, is Grid's AI solutions helping to provide a nice, strong pipeline for future new logo additions?
Leonard Livschitz (CEO)
Okay. Well, the area we've been known for, for very, for a long time with the, you know, the, the, the retail, the visible brands, the more of the B2C side of the business, the momentum is, is enormous because the results are easy to verify on a very short, right? We've been leaders in a natural language processing for a long time, and now when it comes to large language models, we continue to be in the leadership. That space, just from the percentage of our business, is, is pretty significant. The upcoming and expanding the business in the supply chain, that's obviously, is a subset of the manufacturing, is becoming more and more substantial for us.
You see the notable momentum in a life science, that's certainly a big momentum, which is gonna be what I tell my team, with or without us, so we better be sharpening our pencils with a custom visible model for them, which we are in the early stage, but it's working. The area of the, pretty much everything by but the tech itself. The reason I want to emphasize the tech part is because we are together partnering to provide the solutions for the enterprise AI. Enterprise AI really falls on the enterprise side. The tech companies have their own models, right? There is a combination of the open source models and the proprietary models with the manufacturing, and the fintech and what I said, the life science, is becoming more and more trend.
Those two would be very competitive races, which we participate on both sides with the partners. The other part, which becomes very critical for us, is actually cybersecurity. We've been investing into cybersecurity for a while, now it becomes even more clear- critical, where some of the notable, you know, AI discoveries are happening simultaneously with a massive number of data sets being provided. Finally, the cloud is one part of it, but a lot of computational, and capable, capabilities will run on a defined, and it continued to grow on, enterprise. You know, working on the enterprise capabilities become more and more critical. It's really a technical move at the front, and we are very bullish in terms of our positioning of the products.
Josh Sigler (Analyst)
Understood. That's, that's helpful color. Thank you very much. In your prepared remarks, I believe you mentioned driving higher utilization from your employees, which is helping to foster those higher gross margins. Can you provide some more color on this, and do you expect these levels of elevated utilization to remain as we move into the back half of 2023?
Leonard Livschitz (CEO)
Well, it's never good enough, right? You're building your business momentum, and you're always thinking about what is going to be the business momentum to the next level when the inflection point does hit a material return to growth. We are doing massive retraining of the people, but at the same time, our own predictable models, which we build internally in terms of understanding the probability variance of the business, help us to tailor better the skill sets of the people. In other words, when we get projects going, we have much lower level of delays between turning people into profitable business versus the, you know, involving them into entering a new project. It's notable, when you get a new enterprise clients, you can't wait for months till the people become trained and capable to implement.
That's, that's probably the biggest impact, which we'll continue to foster internally, how to fit the training and capability of our engineering workforce on the project level, system level with the clients.
Anil Dhir (CFO)
Just, just adding one statement to that. Josh, I think that's a very key statement that Leonard put, because that's the leverage in the market going forward, right? We have the resources, we have the capabilities, and as we see some of these, demand trends, come back, you'll see all these, people to work, and then that'll have an impact, a positive impact.
Josh Sigler (Analyst)
Understood. Thank you very much. Appreciate it.
Leonard Livschitz (CEO)
Thank you.
Operator (participant)
Thank you, Josh. Thanks for your question. Our next question comes from Maggie Miller, from William Blair. The line is open.
Maggie Miller (Client Relations Associate)
Hi, Leonard. Hi, Neil. On AI, it's, it's pretty clear that you have years worth of expertise kind of building up to this moment. Should we expect to see any perceptible pickup in, you know, dollar spend or investment in AI or GenAI? What would that look like in terms of magnitude?
Leonard Livschitz (CEO)
Yeah, you know, the magic wand is here, but the crystal ball is not. We do have all the tools necessary to scale the business. It's really, how... It's becoming more as a consultancy, right? Because the ability to build a model, scale the model, create a predictable, you know, recommendation is there. Depending on the business, the financial benefit may vary, because it takes some time, not only to train the model, but verify the financial impact. Because there are other variances besides just optimization of the forecasting and other stuff, for example, the, the market trends, the, you know, the competitive trends for our clients. What they try to, they try to take projects rather than massive transformation at this point, and they went around those cases, at least what we are involved.
There are sizable dollars, but I almost remember when we moved the cloud transformation from on-prem to private cloud to hybrid cloud, to the public cloud, now we're kind of reversing the trend for a lot of those computational capabilities. I see that we're going to have a bit of a step. Right now, we're in the early stage, where dollars are still limited, but the projects are notable, but I think it's gonna roll out into the sizable part of the business. Which means one of the important factors for us, there are many questions I ask: What's the role of the software engineers? Will the future require less of IT people, and how would those IT people look like? We would not call Dynatrace, you know, IT engineers.
We are highly trained, intellectually, developed professionals in a data and software development space, in a cloud space. Which means that while the industry goes through transformation, we are expanding more and more into meeting the, the match from the capabilities, and it's relatively beneficial to us versus some more traditional IT suppliers.
Maggie Miller (Client Relations Associate)
Thanks, Leonard. Anil, the margins were strong this quarter. I'm wondering if you can talk a little bit about specific drivers of operating expenses. Is there a possibility that these trend lower over the next couple of quarters?
Anil Dhir (CFO)
Thanks for the question, Maggie. As you saw, this quarter, we had roughly 200 basis points of expansion on the EBIT side, right? We saw gross margin expanding, driven by comments that we had in our prepared remarks around greater utilization of the engineers. Also on the operating front, you saw it go down by about $1 million, largely driven by the fact that, given the environment that we're in, we're just prioritizing our investments and spend. As we go into the back half of the year, our approach continues to be cautious on the spending. That said, you know, certain initiatives and projects that we deem as essential are being prioritized. We will see how things play out on the revenue side, on the demand side.
Obviously, there's a lot of leverage there. You know, we'll, we'll go 1 quarter at a time, and the hope and the aspiration is, you know, from a margins point of view, we should see some tailwinds.
Maggie Miller (Client Relations Associate)
Thank you, guys.
Leonard Livschitz (CEO)
Thank you.
Anil Dhir (CFO)
Thank you, Maggie. Next question comes from Bryan Bergin from TD Cowen. Please go ahead.
Bryan Bergin (Managing Director)
Hey, guys. Good afternoon. Good to see you. wanted to start on, on kind of existing base and industry expectations as you go into the next quarter. Can you talk about what you're seeing in the existing client base, whether you are seeing signs of stabilization that are becoming a little bit more broad-based, and specifically, if you can kind of key in on TMT and CPG as you plan for the third quarter?
Leonard Livschitz (CEO)
Okay. Well, Brian, I would not select any specific vertical. I think it pretty much goes across all of them at this point. We do see stabilization. On a technology space, specifically, it's a little bit more client to client vary, but mostly because they're giants, right? One department goes a little bit more active in spending, the other one takes a little bit backseat. From the CPG, it's no different than manufacturing or, you know, life science. We see that dynamics of conversations start becoming more deterministic by dollars to- for investments. Recently, we won a couple of very notable RFPs, which is kind of great for us anyways, because that's something we are doing a little bit more aggressive. We see that the companies are start preparing.
There's anticipation, then there will be an inflection point in Q4, maybe even late Q3. Those are a little bit more speculative. We reflect our guidance based on the facts, but I would say that from the dynamics of the engagement with existing customers, because no new customers, you already know are doing fine, but it doesn't create that, you know, inflection from the short-term revenue perspective. We do believe there is gonna be some positive momentum coming in.
Bryan Bergin (Managing Director)
Okay. That's good to hear. Then a generative AI question for you, but more so internally. Can you just talk a bit more about how you're applying generative AI, obviously early proof of concepts internally? Any, any early measures of success you can share around developer productivity? I also wanted your viewpoint on, really a high-level question, whether you think that this technology can potentially reduce the competitive benefits of scale. Meaning, do you see this as an opportunity for some of the smaller, more specialized vendors to have a leg up in competitive positioning versus some of the large-scale global players?
Leonard Livschitz (CEO)
Mm-hmm. Mm-hmm. Well, let me start with the last one. Of course, I would love to tell you there is nobody in the world better than us, right? There that's, that saying. The big guys can invest big dollars. Big dollars can lead to big failures, because this is not the time to compete on the size of investment per se. It's on how smart to invest. The models must be proven. You know, you can't prove the models till there is a, you know, sizable result in the industry, and you need to remove the bias, the noise. You know, I, I, I, hope anybody who's done their modeling, they realize that how sensitive the environment of the forecasting to the boundary condition, to the variance and all, all of this stuff. You need to really look at the consistent correlation.
That, that's on a more technical side. See, I do believe on a laser-focused engagement rather than a broad base announcement that we're gonna put of X billion of dollars. Now, saying on what we do internally, there are a lot of things happening. First of all, on the code itself, it's not a secret that people say, you know, the code could be developed, you know, with national commands, with, you know, augmentation of the code, the quality controls, the automation to the next level, where there's, I, I would say, artificially driven factors. Again, internally, it always works great because, you know, it's we're paying for ourselves, but the importance to test those samples of the codes with a, with a client.
What did say, I mentioned just before you asked this question, in terms of the productivity, in terms of selection of a skill, I mean, the skill set map, which we've been using for a long time, there's a lot of guesswork there. I think it's becoming a little bit more deterministic by using the stochastic processes on the large models. We do believe that internal preview increases. Our focus is on experimenting the models, also on code substitutions and the ability to implement the, you know, independent software vendor products into the major stream.
Bryan Bergin (Managing Director)
Okay, that's clear. Thank you.
Anil Dhir (CFO)
Thanks, Brian.
Operator (participant)
Thank you, Brian. Our next question comes from Ryan Potter from Citi. Please go ahead.
Ryan Potter (VP, Equity Research Analyst)
Yeah. Hey, guys. Thanks for taking my question. I wanted to start on pricing. I was wondering if you could give some color on how pricing trends have kind of evolved over the past few quarters. Are clients pushing back more on price, or is it becoming more of a driving criteria in new logo wins? Have you also seen any increased adoption of your fixed fee or pod models? Yeah.
Anil Dhir (CFO)
Sure. Thanks for the question. Look, this is a question that we've answered in the past, and there's no exception to that even today. Clients always want better pricing, right? I mean, that is always, one of those, eternal, themes. I think what we go back to every client is value per dollar spent. You know, whether it's on some of these cutting-edge technologies, whether it is some, you know, some of these, difficult problems to solve. And time again, we prove ourselves to be, a, a partner of choice, where the value of dollar that they spend is high. Now, in the current environment, as we have macro, headwinds play out, as we've seen in the past, if there is some incremental pressure with the clients, we have a talk with them on one-on-one basis.
We have sometimes short-term arrangements, where we accommodate some of their requests, and then, you know, we revert back to historical levels. I would say that from a pricing point of view, nothing has fundamentally changed long term, but in the short term, there's a little bit of a give and take as some of our clients also face pressure, and we, being, good partners of them, help them out. I don't know, Leonid, whether you wanna add something.
Leonard Livschitz (CEO)
Yeah, I think the color is probably on the back of the mind of all you guys. How are we dealing with the pricing coming out of India? Did I take it out of your mouth, or I'm just volunteering too much. Why? Because it's no secret when you move your force from Central Eastern Europe, and you scale India, the biggest question becomes: What's your pricing position? Well, we've done the acquisitions already. We're expanding an existing team. I think we're holding the pricing well, and this is because our teams are extremely well trained and inter-intertwined. We hire good quality people, intertwined with European organizations, so we don't necessarily run just project for one region. You know, we're a truly global, follow-the-sun strategy.
As we're getting more and more involved with the Indian offices of our clients, which is, by the way, a great addition to our business, we'll see how it's gonna hold. We maintain the focus on hiring top people, creating the consultancy approach that all our people kind of work the same quality around the world, and also the maintaining the high quality of the interns. Right now, it's fine. The thing what Anil was telling you is a generic trend, but I'm quite proud that we implement our GigaCube approach with the follow-the-sun very consistently across all the regions.
Ryan Potter (VP, Equity Research Analyst)
Got it. Following up on delivery and, and GigaCube, in the earnings deck, it looks like you added five additional countries to your delivery mix, like Spain, Portugal, Turkey. Were these organic additions, or did they come through acquisitions? Then, more broadly, can you kind of discuss your strategy around delivery, expansion, and diversification?
Leonard Livschitz (CEO)
Well, We have not added these countries as a big centers of engineering yet. There is a mix of local hires with some of the relocated people. We review each center with a great filter in terms of the synergies with other locations. I recently visited pretty much all of the countries you just named. I'm not a collector of the geographies. Yeah, you know, it's one of those things, you put a, you know, you walk with a suitcase, which has a little sticker from every country you visit, right? That's for the tourists, not for the business. We need to make money in every place we go, and we need to bring the value to the local partners. Number 1, guiding factor for the new countries is the relationship with the universities. That's in the early stage.
We've met some very key notable universities. As those relationship will prosper, then we can say definitively how scalable those new countries will be. Certainly, the young talent is there. I would say that, as I repeated multiple times, we're not creating shelters for people to relocate. I mean, that's just the one part. We need to be a homegrown organization with a homegrown relationship with universities. That will tell, and we'll keep you updated. Right now, the focus from the overall growth is unquestionably India, Mexico, and in Central Europe, it's going between Poland, Romania, and Serbia, to some extent. We have a good team in Armenia. We have a still, you know, good team in Ukraine and a few other places. As we expand, we need to take all these factors into consideration.
We'll keep you posted.
Mayank Tandon (Managing Director)
Got it. Thanks again.
Anil Dhir (CFO)
Thank you.
Bin Chiang (Head of Investor Relations)
Thank you, Ryan. Our next question comes from the line of Mayank Tandon from Needham. Please go ahead.
Mayank Tandon (Managing Director)
Thank you. good evening. I had a couple of questions. First was, you didn't comment on the fourth quarter specifically, so just curious, are there fewer billing days as we're modeling our fourth quarter revenue off the third quarter? I just wanna make sure we check on that, one. Secondly, we've been hearing from certain companies, some of your peers, that there's that potential for a budget flush, given the sort of pent-up demand that's building. Any comments around that to help us frame the fourth quarter?
Anil Dhir (CFO)
Sure. You, you bring two things which have, you know, opposing effects, right? You're absolutely right. Fourth quarter tends to be, from a billing, base point of view, across the industry, and we're no exception. Now, in the past, being a smaller company with high growth, you know, you know, one-off client, if they start growing, also the timing of some of these projects can actually impact the movement from Q3 to Q4. In general, yes, from a number of days point of view, there's a little bit of a decline. The second point that you bring up is budget flush, which is a very good point, and that is something we all have to see as an industry.
Like, what we saw in previous cycles, you know, if you don't spend it, you lose it, right? There's a little bit of that going on. I don't want to comment upon, you know, Q4 at this stage, right? We're doing one quarter at a time. These two points that you bring up are very valid, and it's part of our well-planning process as we look into the business.
Leonard Livschitz (CEO)
Yeah. One more just quick comment on that. In the very early of this session, Puneet asked a question about the contribution of the new clients. That's one of the area where we see also the contribution later in the year, whether it's gonna be larger or, or, or medium, time will tell in a month or two, so we'll talk about this in November. From the ex-existing customers, I would not call it the budget flush. The reason being is, we find that more and more as we grow through the diversity of the industries, they tend to have fiscal years not necessarily aligned with the calendar years. What we do see for the Q4 is what's missing from the investments earlier in the year, they may consider to start this slightly earlier.
Again, as Anil said, it's a, it's a bit speculative, but it's not without, you know, a reason.
Mayank Tandon (Managing Director)
That's a helpful color. My second question is really more housekeeping. One, Anil, what was the revenue contribution from the acquisition in the second quarter? Was that for the full quarter? Also, really good to see the stock compensation expense come down as a percentage. Should we assume that is the run rate going forward, or should we expect further drops, maybe more in line with industry peers?
Anil Dhir (CFO)
I'll start with the second question. Yes. The way you should model is, call it 7%. We had about 7.1% during this quarter, right? Plus or minus around that range for the remainder of the year. That's a good observation that you made. In terms of the new logos and, I mean, new, new acquisition revenue contribution, as you know, NextSphere was acquired on April 18th, right? As we said in the last quarter to kind of, you know, low to mid single digits is what you should be looking at from a contribution point.
Mayank Tandon (Managing Director)
Sorry, just to be clear, low single digits in terms of absolute dollars, right?
Anil Dhir (CFO)
Yes. Percentage.
Mayank Tandon (Managing Director)
Got it. Great. Thank you so much.
Anil Dhir (CFO)
Thank you.
Leonard Livschitz (CEO)
Thank you.
Bin Chiang (Head of Investor Relations)
Thank you, Mayank. Thanks for your question. Ladies and gentlemen, that will be all of the Q&A session today. At this moment, I'll pass the line back to Leonard for closing remarks.
Leonard Livschitz (CEO)
Thank you, everybody, for joining us on the call today. We continue to focus on executing towards our stated goals. There are many reasons to feel positive about our business. Grid Dynamics, strong execution, technology leadership, and flawless delivery set us up extremely well coming out of this economic cycle. Our clients continue to place their confidence in our abilities, and we continue to execute towards our plan, gearing for a billion-dollar revenue company. Recent trends with AI only validate our technology strengths, I look forward to sharing with you many new and exciting updates in November. Thank you.