NVIDIA Corporation (NVDA) Earnings Call Transcript & Summary

August 24, 2021

NASDAQ US Information Technology Semiconductors and Semiconductor Equipment conference_presentation 41 min

Earnings Call Speaker Segments

Ambrish Srivastava

analyst
#1

All right. Welcome back, everybody. Colette, pleasure to have you join us, as always. Thank you for making time for us. Just a quick housekeeping note. My moderator Q&A thing is finally working, so please feel free to pop in. And as always, you could just keep shooting me e-mails as well. So a great pleasure to have NVIDIA join us. And Colette Kress needs no introduction, CFO of the company. So before we get started, Colette, you reported earnings last week. Maybe just would be helpful to get a quick recap of what -- how you highlighted the business conditions near term. And then we'll take it from there into Q&A.

Colette Kress

executive
#2

Great. Thanks so much for hosting us here at your conference. I'm going to have to start with just a reminder that our discussion and presentation contains forward-looking statements, and investors are advised to read our reports filed with the SEC for information related to risks and uncertainties facing our business. So let me first start with some of the key highlights and takeaways from our earnings that we just had in terms of last week and our thoughts in terms of where we think moving into Q3 will go. First, our data center demand for NVIDIA compute continues to accelerate. We saw exceptional growth in this last quarter, particularly in AI inferencing, more than doubled year-over-year. This is an area where customers are taking deep learning AI workloads to production. They're shifting away from CPUs to use GPU for inferencing. And our A30, ramping quite well, and it includes about 4x the performance improvement to T4, our prior inferencing-specific card. Additionally, we're seeing a leadership in our AI training to continue. We have both swept the ML performance benchmarks that were out there, but also strong growth with natural language processing, deep recommendators, which are very important new workloads that are occurring. This is likely going to be a phase of industrial AI, high-performance computing revolution. It is underway as we see more and more large supercomputers, supercomputing out there taking advantage of this opportunity to introduce acceleration to a good part of the industry, and we'll talk about that more. Moving to our overall NVIDIA RTX. NVIDIA RTX is available as a great opportunity to advance overall graphics for both our consumer gaming but also for our enterprise graphics. Entering into the holiday season in the next couple of months, we are entering with the strongest of our product cycle, expanding both the set of RTX titles for gaming and also in lean channel inventories. We also have the biggest wave of NVIDIA laptops for both back-to-school, studio as well as that holiday season as well. Now when we move to further talk about the opportunities of high-end graphics, we can't start that without talking about Omniverse, the power and the future of an immersive overall entertainment and industrial collaboration approach as we move forward. And we'll talk about that in addition. We have been highlighting our NVIDIA AI software and subscriptions as a key opportunity for us as we move forward, probably a multibillion-dollar opportunity as we go forward. So we've talked about our guidance, and what we provided as our guidance, we expect another strong quarter. We expect sequential growth driven largely by the accelerating demand in data center. In addition, we also expect sequential growth in each of our other 3 market platforms. That means our gaming business, that means our pro visualization as well as our automotive. We expect the contribution for CMP, our crypto mining processors, to be minimal as we think about the outlook going forward. So our revenue guidance for next quarter is $6.8 billion and a large portion of that growth is related to our data center business.

Ambrish Srivastava

analyst
#3

Great. Just in terms of visibility -- and especially given how tight things are, which is actually quite remarkable that given lead times stressed out, you guys have delivered the kind of growth you have. But in terms of visibility, can you please comment on your visibility given the stressed lead times? I think earlier in the year, you had characterized that your visibility to the data center business was very strong because a lot of the more project-based product -- projects that you are working on. So how does the visibility look like versus what it would look like normally at this time of the year?

Colette Kress

executive
#4

So when we think about our data center business, understand we have a wide set of different types of customers. Yes, we have conversations both with our hyperscales, hyperscales for internal use of our infrastructure but also providing it for cloud instances. We also have a very meaningful amount of vertical industries that make up a portion of probably close to 50% of our data center business. That can be achieved from purchasing from our certified OEMs as they create many different server offerings for this industry, but they can also be very specific sales such as superPODs and/or our DGXs. Our work in terms of visibility stems all the way from helping many of the companies, hyperscales and vertical industries look for infrastructure solutions to solidify what they're trying to do for AI, what they're trying to do for high-performance computing, inferencing. And much of that is engineering engagement from the overall architectural level. Our overall visibility as we move into Q3 is quite solid. This has been an area of continued growth on our part of helping companies end to end on their platform and system choices as they build that.

Ambrish Srivastava

analyst
#5

Okay. I have a few more questions on the -- what seems to be an endless supply-demand imbalance. I certainly haven't seen anything extend out over such a long time. In that context, could you talk about lead times? And especially in the gaming business, it sounds like we should just throw out seasonality out the window, A, because the business is different because of how big laptops are, but then also how constrained supply has been.

Colette Kress

executive
#6

Sure. Let me -- let's talk about our overall gaming business and what may be referred to as lead times. There's multiple parts of our overall gaming business. Our gaming business is structured to support desktops, to support notebooks, to support overall cloud gaming. So each of those require a different level of supply and overall working towards that. We have articulated now for a couple of quarters that we are supply constrained on our gaming business. But the way to think about that is demand is quite high. Demand is very strong. And we continue to produce strong results in terms of revenue growth year-over-year, but we continue to work with all of our different partners on supply. So it's not just looking at the supply that we have but it's also understanding our OEMs, our AICs and helping them create the systems, the boards that need to go to market. So our lead times, as we think about this, have already been determined because this is something that you are usually procuring for the long term when you think about your long-term growth. Those procurement of things have been made. But now it is for us to work with our partners to make sure that they can get the boards and systems to market but they also have all of the systems, parts and components that are necessary to put these into market. We feel very good about our guidance that we provided for Q3. We believe that we have enough supply to serve what we refer to as the company's growth aspirations for both the second half as well as moving into next year.

Ambrish Srivastava

analyst
#7

Okay. And many of the chip companies, larger ones especially, have -- I don't want to use the word resorted to but they have resorted to noncancelable orders, signing up many different ways to -- really to ensure their own planning and help them plan capacity. So Colette, what has NVIDIA done to ensure that you're planning your capacity better in order to meet the demand given all the challenges on the supply side?

Colette Kress

executive
#8

We can break down your question regarding planning in 2 different types of areas: what we're doing for overall consumer planning -- consumer gaming planning and then what we are doing for the overall enterprises particularly as we deal with data center and data center compute. From a planning perspective of gaming, we do take the role of making sure we have a good understanding of the growth that could happen in terms of consumer gaming. And we will plan from both a consolidated level how to think about that levels of supply that would need to be available in the channel at any point in time. As we leave the end of Q2 and go into Q3, our overall supply levels at the channel are still quite lean. So we have a goal to continue to improve those levels to allow GeForce cards to be available to our gamers as we move forward. Now that is working with each of our channel partners to understand what is available in the channel, how we can continue to serve those different markets, those different regions in terms of the types of parts that they want. That is where our long-term planning comes into mind, that says how do we restore those channel levels. Now when we look at overall data center, purchasing overall data center compute is a long process, both planning in terms of what the customer would like, also planning on our side because many of our products that we ship for the data center take quite a bit of time to produce from end to end. So you could think that most of our supply planning has been over a long period of time for us to serve this market. And now we are trying to find those best solutions for our customers. There will continue to be areas where we have to focus with our OEMs, with our partners to assure that everything that is needed for the data center is available both at the OEMs as well as through NVIDIA to serve our overall customers.

Ambrish Srivastava

analyst
#9

Okay. That's very helpful. Let me switch gears to longer term. And this was a question that Jensen did address to a certain extent during the earnings call, your software strategy. It seems -- as you mentioned, it's a multibillion opportunity. And the way I think about it obviously has very positive implications for the operating model. So the question here is just recap for us, please, what are the 3 pillars for the software strategy as you have laid out. And then I had a couple of follow-ups on that.

Colette Kress

executive
#10

Absolutely. Great question. We're not new to software, we're not new to software. A very large portion of our systems that we provide throughout all our market platforms incorporate software. And we have 3 different ways to deliver software value to our customers. First, software and hardware could be offered separately. This is a case where we're talking now that we may enable a software offering to the enterprise channel that they purchase through our OEM partners. Number two, software and hardware could be delivered together as a platform. This is very common what we do with our CSPs and/or hyperscales. And number three, for the community as a whole, whether you think of research, education, start-ups, our software is free. This is the underpinnings for example of CUDA over the last decade in terms of how we provide it, providing them the capability to learn the overall development platform and think of new opportunities on how to use it. The functionality and support level with each of these 3 is different for each of them. Enterprises, for example, may prefer to pay for what they have in mission-critical software and related support.

Ambrish Srivastava

analyst
#11

And then what are the milestones that we should be -- investors should be looking at to see the -- if the approach is being adopted? And I recognize revenues are not that immediate, but how will you inform the community to be aware of the practice on this front?

Colette Kress

executive
#12

Yes. We're happy to share in the next couple of years in terms of how we're doing in our specific software approach if it is a separate purchase from the overall hardware. We're just entering in a space of an important era of industrial growth, industrial growth that will use AI and use that software. So you will likely see first something in terms of the overall bookings of what we're seeing in software and then in the future, what we'll see in terms of on the income statement in terms of revenue. As we go from time to time, we'll be happy to share what we're seeing in that area.

Ambrish Srivastava

analyst
#13

Great. Can you share with us some examples of some early wins that you've had since you officially rolled it out, which I'm sure was before you told us about it?

Colette Kress

executive
#14

So we have been working on many different types of subscriptions with key providers out there. Many of our OEMs are now fully trained to sell our overall software applications, whether that be Base Command, Fleet Command, enterprise AI software. So we'll, in the future, talk about those key lighthouse wins and maybe the size of what we're seeing in terms of the number of pickup from that.

Ambrish Srivastava

analyst
#15

Got it, got it. Okay. Let's switch to the demand drivers for each of the segments, and we will start with gaming first. You're 4 quarters into the Ampere launch, and I think you mentioned about 20% of the installed base is upgraded. So just help us understand typically how long does it take. And to what extent does asymptote out in terms of the upgrade cycle?

Colette Kress

executive
#16

It's an important area to focus on regarding our Ampere architecture and the performance that is being delivered with our Ampere architecture for gaming but also on the surge of gaming and the use of overall real-time ray tracing. When we think about the Ampere architecture, it's in its fairly early part of the architecture as a whole. We've probably been in market for about a year, and we are continuing to provide new cards into the market at this time. Now when we talk about that 20%, the 20% relates to the percentage of folks that have upgraded in our installed base to either Ampere or are able to take part in terms of ray tracing. So that will incorporate some of our prior architecture that incorporated ray tracing. This is now looking at 80% of our installed base that still has the opportunity to upgrade with the Ampere architecture, not just looking at our prior architecture of Turing, but you can even look at our Pascal architecture and understand the great performance enhancement now that you have available to you with Ampere going forward. We still have lean supply out in the market. And we do believe we'll continue to serve the gaming market with more cards in the quarters to come. So as we move into this back-to-school season as well as the holiday, we will look to upgrade the installed base but also add new gamers who are interested in that Ampere architecture and the availability of overall supply. When we move from architecture to architecture, it's not uncommon that we will reach a portion of our installed base on the most current architecture, but it may not be the majority of the installed base on that specific architecture. We may take that opportunity to move to a new architecture to entice even more excitement of the performance and the games that are coming out. But right now, getting ready for the overall holiday season, we'll be ready with Ampere to serve the market.

Ambrish Srivastava

analyst
#17

And Colette, what is the right way to think about the installed base? A few years ago, it was relatively simple. I say relatively simple. You could look at desktops sold. Now it's laptops, it's cloud gaming, it's e-gaming. How do you -- when you think about the installed base, what's the right way investors should be thinking about it?

Colette Kress

executive
#18

The way to think about the installed base is there are hundreds of millions of overall gamers that are out there. And you're correct, there's many different ways that you can now achieve overall gaming. You can have multiple devices. You can be leveraging the cloud for your experience because now we're enabling not just on a standard desktop or notebook but supporting many different infrastructures to support the overall cloud as well. So this is an ability for us to look at many of the online gaming sites to really see how well NVIDIA's GPUs are serving in there. We continue to be one of the fastest growing GPUs on the list of many of these sites, such as Steam. So this is an area where we focus on, but we have continued to provide more and more opportunities and options for our gamers to take advantage of high-end gaming.

Ambrish Srivastava

analyst
#19

On the mix of laptop and desktop, could you remind us what have you said publicly about how big is the laptop business now as a percent of overall -- or as a percent versus desktops?

Colette Kress

executive
#20

So far, year-to-date, we've talked quite a bit about new laptops -- high-end laptops that leverage our Max-Q technology available for overall gaming. Both the thin and light has been an important area where gamers would like to see, and it has been very, very successful. Our notebooks are growing quite well over the last couple of years, not just this year-to-date. It now represents probably 30% of our overall gaming business with our notebooks.

Ambrish Srivastava

analyst
#21

Okay. Question on crypto. I thought you guys did a great job not only in addressing it with the CMP product line but also in communicating with us much earlier than the prior time. So just remind us regarding your confidence on the comments you made, which I thought was pretty meaningful, that you said you expect CMP to be pretty almost -- I think that may not have been the word you used, immaterial to the business going forward.

Colette Kress

executive
#22

Sure. So let me remind everybody in terms of how we addressed the 2 important areas of both gaming but as well as our overall crypto mining. We are focused first on getting our GeForce gaming cards into the hands of gamers. And this last quarter, the Ampere GPU cards have been one of the fastest ramping. We believe we've been successful with our strategy. I just want to remind everybody though that it is difficult for us to estimate the impact of cryptocurrency money on our sales as we just don't have visibility into the end use of our GPUs. However, our strategy involves providing CMP, cryptomining processor cards, to professional miners and low hash rate cards, GeForce cards for our gamers. This allows us to steer that supply to our gamers. Low hash rate cards shipped in Q2 were over 80% of our Q2 Ampere desktop GPU shipment, and we are early in the process for both that Ampere architecture and RTX. Now we're starting to see those GeForce retail prices directionally starting to move lower, but we'll have to see some additional work on getting the retail prices down. When you think about what we provided in terms of cryptocurrency moving into Q3, our word choice was we expect CMP, CMP that we will ship, to be minimal going forward. We look at this as an area of a lot of different drivers out there influencing that. Even in this last quarter, we saw profitability from mining quite volatile and changing in terms of lower as well as the overall regulatory areas in certain regions to be difficult for the overall crypto. So right now, our outlook for Q3 is minimal CMP for the quarter, and we'll focus again on low hash rate cards for our gamers.

Ambrish Srivastava

analyst
#23

Great, great. Let me switch over to the data center side. You provided a very robust guidance for the data center business. And it sounds like it's a combination of both the verticals and the hyperscalers driving that growth. And I was a little bit surprised at HPC, and I shouldn't have been, but it's become such a smaller piece of the business. Verticals and hyperscalers are roughly half and half. Can you just -- I think with the exception of the one year 2, 3 years ago when we had the deep pull down in data center spend, which did impact your business, it seems you're relatively immune from the server cycle. But on the flip side, with the new server refreshes coming both from Intel and from AMD, does that add a booster to the business? Or we should still think that -- on the enterprise side, it's still -- or the hyperscale side is pretty immune to that refresh?

Colette Kress

executive
#24

So when we look at our outlook for data center going into Q3 and the accelerated growth that we're seeing, we've also accelerated growth in Q2 and Q3 in line with what our commentary had been, that the second half of the fiscal year was a great opportunity as the economy improved, as we started to see enterprises start to open up, that they would focus, in terms of AI, high-performance computing types of solutions at this time. That's what we're seeing, both with the hyperscales as they build both for internal -- you've seen some very important drivers of that, whether that be conversational AI, whether that be recommendators, which are very important as well as infrastructure needed for the metaverse as we move forward. Those cloud instances are also an area of growth, and those are where our industries have focused as well as in terms of cloud instances for their compute. But moving to our vertical industries. Our vertical industries, this is a time for them to focus on acceleration, focus in terms of inferencing in all of the work that they do. And as you discussed, we see about an equal breakout between what we sell to the hyperscales as well as we sell individually to the vertical industries. Our supercomputing is a relatively small portion, but our high-performance computing parts of it, along with AI, are included in our vertical industries pieces of that. Now when we think about those demand drivers for the enterprise, inferencing doubled in Q2. We expect that growth of inferencing and more growth to occur in the second half of the year. So we're aligned with whatever choice a customer may need. As you know, we're agnostic to the overall CPU that they would like to provide, whether that comes from some of our peers or whether or not they even want an ARM overall server going forward as well. So we'll continue to support them in each of those markets.

Ambrish Srivastava

analyst
#25

Great. And thanks for the correction. I misspoke. I should have said supercomputing. In my head, I always still think of HPC and supercomputing interchangeably. Can we talk about inferencing? You had an interesting comment during the earnings call and you highlighted that as well in the growth that you're seeing versus T4. What is the landscape looking like? Are you -- is it similar to -- a big chunk of it should be similar to a greenfield opportunity opening up, but it sounds like you should be also taking share in the site. So just help us understand how much of this is brand new opportunities opening up as a result of training on NVIDIA systems that is now translating into inferencing versus share shifts.

Colette Kress

executive
#26

When we entered into inferencing or when we communicated our strategy of moving into the inferencing market several years ago, we entered into the market understanding that our market share was going to start with 0, that this was an area that historically had been a GPU market. However, the overall inferencing demand and the type of inferencing that customers are doing is quite different than the past. The inferencing of today is strong, high-end performance necessary for [Audio Gap] inferencing-specific performance cards. This has been our prior architecture in T4. But as we discussed, we've also come out with A30. A30 is based on the Ampere architecture and delivers a significant performance improvement to what we had in T4. We saw that in this last quarter more than double. But our A100 as well serves both as a training overall system solution and an overall inferencing solution. It is not required [Audio Gap]

Ambrish Srivastava

analyst
#27

And is this being driven by the verticals or by the hyperscale companies?

Colette Kress

executive
#28

It is both. Your hyperscales will provide in terms of cloud instances that many of your vertical industries will use those cloud instances. This is a case where end customers may buy an EGX server, an OEM certified server as well to do their inferencing. This can be inferencing on the edge, inferencing of consolidate [Audio Gap]

Ambrish Srivastava

analyst
#29

[Audio Gap] power through. Pro Viz, it had a very, very meaningful step-up. Is that something you typically see when a new architecture is adopted? And then -- and it seems like this is a very different architecture that the community is now getting their hands on. So how should we expect the trajectory of this business from here on?

Colette Kress

executive
#30

Professional visualization did have a very strong quarter in Q2, growing more than 150% year-over-year. Thinking about the year-ago quarter, the year-ago quarter was one of the very first quarters during the initial [Audio Gap] and serve the needs of getting infrastructure to their employees as they work from home. So a lot of that purchasing, that refreshing probably stalled in the year-ago quarter. But looking at the current quarter, we are seeing both refreshing. We are seeing enterprises reopen and serve their customers. But I think what is also important is the Ampere architecture for high-end enterprise solutions as well. This has been a great quarter where Ampere is a meaningful part of our sales within Pro Viz, the first quarter that we're seeing a full quarter of serving Ampere for this market. Not only is ray tracing important for gaming, it provides a lot of solutions for independent creatives, those focused on product design and those working in many of our enterprises, not solely as a whole but part of overall companies and working on product designs. So we're very pleased with this overall growth that we saw. A little bit of a lot of different things, but definitely, what you're seeing is the demand for high-end graphics at enterprise as well.

Ambrish Srivastava

analyst
#31

Okay. I wanted to switch to automotive. And I couldn't help stop thinking last week when all the information came out of Tesla. It was pretty impressive, D1 chip. And talking about the application I've said, oh, there's very few companies that have that kind of internal capability. And you have built a pretty big pipeline which comprises of more than just hardware. So just help us understand how should we think about the timing when this business switches from the legacy infotainment to some of these new initiatives that you have been getting traction with. And especially as it relates to autonomous driving, because leader in that, the company showcases AI. We know that the rest of them can't be developing -- or they might be developing their own solutions. But just help us understand just positioning and what are you seeing in the pipeline.

Colette Kress

executive
#32

Sure. So when you think about our automotive business, right now, there's 2 pieces of focus: one, the legacy infotainment business. We've been a part of that business for more than a decade. And this is an area that we'll probably see a decline over the next year or so as we move to focus on non-commodity and focus on autonomous driving. We've talked about in the last couple of quarters, our pipeline. Our pipeline for revenue is more than $8 billion going out to 2027. A good part of that is our focus in terms of our agreement that we have with Daimler, for all of their fleet of cars to hit over the next several years. You will see an inflection point probably in the next 1.5 years or so as our autonomous driving solutions hit in terms of the market from both passenger cars but also robotaxis and our overall trucking. We focus on an end-to-end platform. We focus on an end-to-end platform that starts even today as the automotive companies have infrastructure inside of their data centers to build out and develop for what they will have in terms of autonomous vehicles in the decade going forward. And we provide probably the strongest performance but also complete solution from the overall hardware inside of the car and software as we move forward. In the case of Tesla, they have really demonstrated or validated our full-stack approach and the importance of our innovation through systems, networking and software in terms of what we've put together. It's interesting to see Tesla in terms of their overall performance. Always keep in mind NVIDIA is still working every single day on our road map, and I'm sure there will be more that we'll be able to show both our customers as well as our investors in terms of what we're delivering.

Ambrish Srivastava

analyst
#33

Great, great. I think we are close to running out of time, but I wanted to touch on the CPU strategy. Kind of related to that is a question on ARM. I think you addressed it pretty articulately during the earnings call, but for those who might have missed it, can you give us a quick update on ARM and then more importantly, on your CPU strategy, which is, with or without ARM, as part of NVIDIA, you are continuing to execute on?

Colette Kress

executive
#34

So let me first start with our overall CPU strategy, Grace. Grace is designed for our giant-scale, high-performance computing and AI use cases, where memory capacity, bandwidth, energy efficiencies are always considerations and constraining factors. So this is a case where Grace is not designed to be a commodity CPU. It is going to be the largest CPU ever made. But what is important is Grace is designed to be tightly coupled with our GPUs. It's about full-stack innovation and thinking about the CPU, the GPU, the DPU, compute, storage and networking in the data center as a whole. We'll hopefully see 10x higher performance, 10x the energy efficiency as well as 30x higher GPU to CPU bandwidth with Grace. We're expecting Grace to start shipping in calendar 2023. Now when you think about our ARM, ARM is a great overall acquisition. We have been working with regulators throughout this last year, and we do believe they should understand the benefits of the ARM acquisition both to customers, to the industry and to ARM. However, it is taking a little bit longer than we expected to both answer questions and move through the regulatory process in many of these jurisdictions. So we will come back later with -- in terms of the timing of when do we think this will close. But right now, we are focusing on all of the jurisdictions across the world.

Ambrish Srivastava

analyst
#35

Great. I have a question from an investor. And the question is, on the gaming inventory, while we understand that gaming inventory is lean, but is it up? Do you expect it to increase quarter-over-quarter? And then what do you expect -- what is the normal level of inventory? I know many years ago, you used to give that number. But since then, you have refrained from actually giving the quarterly -- the actual numbers, so if you could please highlight your expectations. And then what's the normal level?

Colette Kress

executive
#36

Sure. Let me break down the question a bit here. So there is channel inventory. There is channel inventory that says after we provide to the AICs, they provide to the market for retail and e-tail purchases of our overall gaming cards as well, as you remember, with our OEMs as they build out overall notebooks. So that channel inventory is at lean levels and probably not aligned to where we've normally seen our targeted levels. We can see this as both the levels of weeks of inventory are quite low, but also we see higher prices in the market as there's an imbalance in terms of demand and supply. Additionally, kind of moving back to NVIDIA as a whole, NVIDIA has to say what is our inventory that we will have in order to produce new products to now send to our overall AICs and our OEMs. We discussed on the call that for Q3, we do expect a sequential increase in our revenue between Q2 and Q3 or our revenue is expected to be higher as we provide more than we did last quarter to our AICs and our OEM channel partners at this time. But we will, at the end of Q3, be continuing to look at the balance between supply and demand. But in Q3, we are still supply constrained in terms of what we could provide.

Ambrish Srivastava

analyst
#37

Got it, got it. And not too unrelated, just a question. When do you expect supply to reach a point where you feel like you're being able to match the demand?

Colette Kress

executive
#38

So it's always difficult to determine when and what demand will be over the long term. However, what we do have in supply is supply to meet our internal projections for growth, both for the second half of this year but also what we have planned for the next year of growth. So we are focused on growth both for H2 but also growth as we turn the corner into our new fiscal year.

Ambrish Srivastava

analyst
#39

Okay. That -- I think that covers it. Colette, would you like to leave us with some final thoughts?

Colette Kress

executive
#40

Well, thank you so much for hosting us here. I think we have some great overall opportunities with our architecture Ampere, both for the data center, data center solutions focused on AI, high-performance computing and the importance of the industry moving towards high-performance computing and AI with software solutions. Let's not also forget the importance of high-end graphics as not only just a gaming piece but as an important part of our enterprise focus as well. We are now in the second architecture focused on ray tracing, and our solutions and our performance are really in the hearts and minds of these customers. I thank you so much for hosting us here and look forward to the next event as well.

Ambrish Srivastava

analyst
#41

Thank you so much, Colette. Always a pleasure. Thank you. Take care, folks.

Colette Kress

executive
#42

Thank you. Bye-bye.

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