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Good morning, good afternoon, ladies and gentlemen. Welcome to Besi's quarterly conference call and audio webcast to discuss the company's 2022 3rd quarter results. You can log into the audio webcast via Besi's website, www.besi.com.
Joining us today are Mr. Richard Blickman, Chief Executive Officer; and Mr. Leon Verweijen, Senior Vice President of Finance. [Operator Instructions] As a reminder, ladies and gentlemen, this conference is being recorded and cannot be reproduced in whole or in part without written permission from the company.
I would now like to turn the call over to Mr. Richard Blickman. Thank you.
Thank you. Thank you all for joining us today. We will begin by making a few comments in connection with the press release we issued earlier today and then take your questions.
I would like to remind you that some of the comments made during this call and some of the answers in response to your questions by management may contain forward-looking statements. Such statements may involve uncertainties and risks as described in the earnings release and other reports filed with the AFM.
For today's call, we'd like to review the key highlights for our third quarter and 9 months ended September 30 and also update you on the market, our strategy and the outlook. First, some overall thoughts on the third quarter. Besi reported Q3 '22 results which were at the favorable end of guidance but reflected the impact of a new industry downturn.
For the quarter, revenue orders and net income of EUR 168.8 million and the EUR 25.3 million and EUR 57.3 million decreased by 21.1%, 18.2% and 24.2%, respectively, versus the second quarter of this year. Adverse revenue and order developments this quarter reflected typical seasonal weakness for mobile applications but also more general weakness in high-end server, data center and general computing applications. Such weakness was partially offset by continued strength in automotive and industrial and user markets and ongoing shipments of hybrid bonding equipment to customers.
Similarly, basis backlog of EUR 240.6 million at the end of Q3 declined by 12.6% versus Q2 '22 but remained at the higher than typical levels. Despite the challenging market environment, we maintained profit efficiency at high levels with gross margins of 62.3%, exceeding guidance and a net margin of 34%. We realigned Besi's production model rapidly in response to changing market conditions. As a result, total headcount has declined by 12.7% and temporary Asian production headcount by 65.2% since the end of the first quarter of this year. We will continue to adjust over at levels as necessary in accordance with market developments.
For the first 9 months, Besi reported revenue of EUR 585.1 million, which increased by 1.3% and net income which decreased by 6.9% versus the comparable period of last year 2021. Growth was favorably influenced by increased demand for basis computing, automotive and hybrid bonding and user markets. Such strength was partially offset by reduced demand for high-end smartphones following a large capacity built in 2021. It also reflected a 37.6% revenue decrease from Chinese customers, primarily associated with overcapacity, slower economic growth and COVID-19-related lockdowns.
Orders of EUR 483.3 million decreased by 34.4% as industry conditions materially weakened post the significant assembly capacity built over the past 2 years. The EUR 14.8 million decrease in Besi's net income between the comparable periods principally resulted from a 49% increase in development spending as we increased investment in future areas of growth for the next market up cycle.
Our liquidity position continues to build with strong cash flow generation of EUR 185.2 million during the first 9 months of this year, which supports Besi's capital allocation policy. We ended the quarter with cash and net deposits of EUR 661.8 million and a net cash of EUR 342.5 million. That represented increases of 12.1% and 19%, respectively, versus September 30 last year.
Liquidity has improved this year despite the distribution of EUR 351.3 million to shareholders in the form of dividends and share repurchases. We completed our prior EUR 185 million share repurchase program in July and began purchases on our new EUR 300 million program in August. During the quarter, we repurchased a total of 0.9 million shares for an aggregate amount of EUR 45.5 million.
Next, I'd like to speak a little bit about the current market environment and our strategy. As seen in the next chart, an industry downturn began in the second quarter after a long capacity up cycle. Industry conditions deteriorated significantly during the third quarter, highlighted by slowing memory mainstream computing and data center markets, continued weakness in Chinese markets and CapEx reductions announced by many of the largest semiconductor producers.
The only market which has enjoyed positive growth this year is automotive. The outlook for the assembly equipment market also turned more negative this quarter as industry conditions weakened, global GDP growth rates decelerated and customer caution increased. At present, it appears to be a traditional industry downturn marked by overcapacity and order pushouts by customers. Down cycles are typically the periods in which Besi looks to improve its business model and planned investments in those products and technologies which will drive revenue growth in the next up cycle.
The announcement of new restrictions recently by the U.S. on sales of front end and assembly equipment to China has added more uncertainty to the industry outlook. We are currently -- restrictions, the imposed language to better understand whether any of Besi's below 10 micron accuracy systems could be subject to such provisions. Strategically, we are accelerating investment in Besi's future despite near-term headwinds, particularly for our hybrid bonding and wafer level assembly portfolio.
As the long-term drivers of our business remain intact and sub-10-nanometer device innovation continues to pace effect, R&D spending has increased almost 50% this year, highlighting our enthusiasm for Besi's future growth opportunities. We see continued interest in hybrid bonding applications as the natural extension of Moore's Law to drive technology gains in new heterogeneous 3D architectures for next-generation logic, memory, mobile, automotive and data center applications.
Of note, AMD announced last year in the third quarter its first hybrid bonding chiplet, which was the starting point for the further adoption of hybrid bonding in the past 12 months. Besi received orders subsequent to quarter end for a incremental hybrid bonding capacity and for systems incorporated in hybrid bonding integrated lines. Additional orders are anticipated in the fourth quarter.
Now a few words about Q4 guidance. For the fourth quarter, we estimate that revenue will decrease between 15% and 25% versus the third quarter, reflecting current market conditions and seasonal trends. However, Besi's gross margin is expected to remain in the 60% to 62% range due to the flexibility of our production model and anticipated product mix. Further, operating expenses are anticipated to increase by approximately 5% versus the third quarter, principally due to higher R&D spending. The midpoint of Q4 guidance implies full year revenue of approximately EUR 720 million, down approximately 4% versus 2021 and a gross margin of approximately 61%, up 1.4%.
That ends my prepared remarks. I would like to open the call for some questions. Operator?
[Operator Instructions] The first question comes from the line of Didier Scemama of Bank of America.
Richard, I've got first a question on hybrid bonding. Could you give us a sense of how many orders you booked in Q3 and how many orders could come in Q4? And in general, just give us a sense of where we are in terms of TSMC making progress on yields, the alignment and the cluster tool, just the general enthusiasm from your customers on hybrid bonding. And I've got a follow-up.
Well, excellent. Quarter after quarter, we continue to see increased adoption in the industry more broadly. So of course, the card is drawn by Taiwan in that matter. Also in the U.S., it's gaining traction. We have in a year's time shipped over 20 machines, of which the major part is in full production. So the adoption rate of architecture using hybrid bonding and also the first chiplets are developing according to a road map, which we understood about 3 years ago is simply intact. So Taiwan being the first mover, the U.S. following thereafter in the first stage stand-alone equipment, and then also the cluster tool the integrated line is simply following a concept whereby ultra-clean processing will be ever more critical when we move further down the design geometry road maps.
We are now in the 150, 200-nanometer accuracy range, which will move down early next year. As a start, with 100-nanometer accuracy requirement, this supposedly is following the design rules for front end from 7 nanometers today down to 5. And then 3 to 5 years down the road, we have to move down to [ 15 ] nanometers. This whole road map technology but also adoption, as I said earlier, follows a road map time line, which is simply to expectation. Some can also claim that it is accelerating. But if you follow closely our guidance over time, also the Analyst Day presentations, June last year, June this year, the best way to summarize it is that it's on track.
How many machines in total will be required in certain time frames? We have simply interpreted the demand by the end customers indicated. It should come close to 50 machines in a first round. So more orders are to be expected as we mentioned in Q4, which have been indicated. Then we have next year the start in the initial phase in the U.S. preparing for production volume in '24. That may also, let's say, account for about 50 machines simply based on numbers of devices produced. The major ramp is more and more, let's say, guided for '24 '25.
There are some numbers indicated in Taiwan, for instance, but also in conferences, where the full adoption of hybrid bonding and especially the chiplet architecture by that time will require significant more machines. Besi is preparing for that in several ways. Number one, our R&D, which we also mentioned in this call, which is increased simply by the ever-increasing applications of using hybrid bonding technology. At the same time, our infrastructure, our supply chain to build those machines, we are gaining everyday experience in supporting machines operating in full production environment. So step by step, say, day by day, we are gaining experience and the adoption is continuing as expected.
Very interesting. Very useful actually, Richard. So on the order intake, if we look at the shorter-term environment, on the order intake for Q4 normal seasonality, obviously, it's down. Would you say that the normal seasonality for Q1, which is major order intake would be reasonable, given what we missed effectively last year that a big customer that did not place orders? Given that perhaps -- you've reached perhaps sort of a bottom of orders in Q4 and also taking into account what you just mentioned on the, let's say, the orders that may come in for hybrid bonding. Is that the right way to think about it?
Well, we all know that in current times, there are more uncertainties than just mentioning China, for instance. We are faced globally with significant inflation that could dampen the demand for semiconductors in many ways. But if that uncertainty is -- so the caveat for -- statistically, there's, of course, always the first half of the year is stronger than the second half. That has been, let's say, a rule of thumb for many, many years. So you should then see orders come in Q4, Q1 simply organizing the demand and then the delivery into Q2, Q3, those are the typical patterns. How this year, and the beginning of next year will evolve, the only thing I can say so far in October, things continued positively. Whether -- but we also said the downturn started, let's say, Q1, Q2. So we are 3, 4 quarters into the downturn. Typically, it last 6 quarters to 8 quarters depending upon outside factors.
So the summary is a bit -- the message to convey is a bit more uncertain than it was, for instance, at the end of '19 and then early '20. But then all of sudden, COVID hit the world. So anyway, for us, what's important is also order levels. If you simply imagine, EUR 200 million Q4 last year, Q1, then dropping down to EUR 154 million, now to EUR 125 million. Revenue, we guided down 15% to 25% versus what we achieved in Q3. So that would mean somewhere EUR 140 million, EUR 135 million or whatever. But those are still very much higher levels than what we had in the previous cycle, so -- and then with the strong margins, supported, of course, a bit by a strong U.S. dollar. But that bodes well in the semiconductor, yes, typical downturn and then with the positive traction of new technology.
So that's in a bit longer answer, Didier, how we look upon what may unfold in the next 2 quarters. Needless to say that we are ready to ramp rapidly in case that demand is required. But also, as we mentioned, if the world turns further south, we have many ways to adjust our model to more difficult terms.
So maybe one final question for me. You did mention on your press release this morning that some of your tools might be subject to the export controls. So apparently, so the rules apply to tools that have 10-micron accuracy and below, which is a large portion of your shipments in China, obviously, an important geography for you. So can you perhaps give us a sense of how much of your revenues would be at risk at least as per your understanding of those rules?
Well, as we currently understand that, that's less than 5%. Very simple answer. So the traction for the below 14 nanometers is for us certainly not out of China. So that risk is limited. The only thing which from our point of view, we'd like to share -- it definitely will have an impact on the entire state of the industry. One could argue there will be production moving out of China to surrounding countries, maybe also onshoring in certain cases. That also is a positive thing because more equipment will be needed. But overall, it may have an impact of slower growth for the industry. The verdict is out. It's always exciting. We've gone through many of these situations in the world if we go back to Japan in the late '80s, the start of Korea, early '90s. All the other crises, the Internet bubble, the banking crisis, but the key is to understand these are always unique opportunities to build a better company.
The next question comes from the line of Francois-Xavier Bouvignies of UBS. Please go ahead.
I have 2 quick questions. It's mainly a follow-up to Didier's questions. On the hybrid bonding, I'm not sure I followed your comment, Rich, I'm sorry, But do you -- how many shipments do you expect for 2023? I mean, I heard like 50, but you were talking about U.S. customer only. So I'm just trying to better understand your answer, Like how many shipments do you expect for 2023 hybrid bonding and how many orders do you have today total in your backlog. Just to clarify, this my first question, if it's possible.
Well, there -- let's say, the 50, as I mentioned, is an initial capacity indicated to offer this technology and mainstream production for high-end computing. So that's the start, high-end logic, devices and connected with that certain chip. But then a wildcard is, of course, the application in high-end smartphones. And that could lead to significant more capacity required. So the 50 as a number is what is required both in Taiwan and also in the U.S. What the number precisely will be in the end is difficult to forecast because they're not precise numbers.
It depends, first of all, on the continued adoption of hybrid bonding as the next mainstream technology. But number two, as I mentioned, on which applications it will be used. And for '23 is still a year of early adoption. The big volumes are expected in '24, '25 and '26. Taiwan was very explicit about the demand they would expect in '26, which then is an enormous tenfold increase over the initial phase. So that's many machines. But that's also still a few years away. How much we have precisely today in backup, we don't disclose. We don't do that for other machines. But as I mentioned, so far, we've installed not only Taiwan but also in other places close to 30 machines already this year. So it's moving in that direction.
That's very clear. Clarified it, actually. So the second question is again a follow-up on Didier. It's on the China restrictions. So direct impact, from what I understand, is less than 5%. What about the indirect impact? I mean, for example, let's say, why [ MTC ] is not able, I mean, it's not like maybe a lot of below 10-micron or if some Chinese can't operate because of these restrictions, did you try to quantify how much it can impact your revenues in total? So direct and indirect as such. I know it's very challenging, but I thought I would try.
Well, it's a very good question. And that's why I made the remark that it's too early to tell precisely because only tomorrow or the day after, I don't know which day precisely these new restrictions will become into effect. But as I also mentioned, the effect of those restrictions on the industry is hard to tell. But if we look back in historical perspective, and I mentioned in the past 30 years other moments in time, that always has had a negative impact on the industry as a whole. So direct impact, less than 5%. So that's very small.
But what would happen to the entire industry? We hope, of course, that it is similar to a COVID impact where, first, the initial thought was it would be very negative for the industry, but immediately it turned into many opportunities in growth in other areas. And I also mentioned that. You see, for instance, the slowdown in orders from Chinese subcontractors is not only because of Chinese economy and COVID, but that also has to do with capacities which are being organized elsewhere. We have mentioned this in previous calls. But this is, of course, accelerating with the measures, which are becoming more and more restrictive in terms of growth in China, and that will have a positive impact outside of China.
The next question comes from Robert Sanders of Deutsche Bank.
I have a question on the smartphone application process opportunity for hybrid bonding. So my question is basically, TSMC is obviously developing a lot of capability in this area. And I suspect they're working with a lead customer like, for example, Apple. But is the kind of expertise and intellectual property mainly with TSMC as opposed to with Apple? Because obviously, from a base point of view you want as many smartphone application processors to use this technology. So is there any kind of barrier from MediaTek or other companies using hybrid bonding quickly? Or is there some kind of learning that they need to do before they ramp in 2024 or later?
That's a very interesting question we are also discussing among ourselves. It's hard to tell whether there will be any restrictions in terms of IP ownership. So far, we have not come across that yet. But it could well be. You don't know who owns that. Is that the TSMC or is that the high-end smartphone manufacturer, the designer? Well, there's some literature in the past months about that, which tends to point that towards the high-end smartphone, let's say, leader in the world. But how that will, in the end, restrict that adoption to others, probably it will be licensed. That could also be a solution which has been done in the past and is still done in many instances. .
Okay. And as things stand, the TSMC 10x the initial phase, it sounds like the huge majority of that capacity expansion is for smartphone application processor. Is that right? Or I mean, in a broad brush, more than 3/4?
Yes.
The next question comes from Ruben Devos of Kepler Cheuvreux.
I just had a question on the front end. Basically, we've been seeing some conflicting updates lately in the industry. In particular, it looks so far that the front-end equipment suppliers are somewhat less impacted by the deteriorating macro environment. Whereas the back-end, such as yourself, is more feeling the pinch, let's say. I was curious whether you could help us understand what could potentially explain this difference and why this time, it may or may not be different from a previous down cycle.
Well, we've said in the previous call, and thanks for this question, this is a very positive, let's say, phenomena. If you would have a significant front-end downturn, you would probably have also a longer back-end, let's say, capacity adjustment. So what typically happens is, you can see that statistically over many, many years, back-end is simply more shorter time adjustable in terms of capacity than front-end. Front-end fabs take a much longer time to build, to qualify, et cetera. So the road map for the next 3 years for front-end remains significantly strong simply because of underlying technology changes in our society and in the whole world. .
Back-end clearly follows more closely capacity and also new technologies. And as we tried to explain, there is in certain areas simply because of enormous growth in 2021, an overcapacity which will be absorbed. And you have new technologies which are continuing adoption and simply following the road maps for next-generation technology and all the derivatives from that. So we have been trying to share in February already that we have seen a peak in -- after 8 quarters of growth end of '21, and we have seen -- gradually Q1 was still very strong, but Q2 clearly evidenced by orders and Q3 even more, that we are following a typical downturn pattern for demand of assembly equipment.
All right. Very helpful. And then maybe to follow up on the R&D spend. I think in the press release, we've also seen that these were somewhat higher this quarter and also for the next quarter will be higher. Obviously, a lot of innovation and progress in chip performance will now come from advanced packaging. I think if you look at consensus overall, for the next few years, it looks like they expect it to trend down R&D spend relative to sales towards 6%. I believe peers are averaging about 10% of sales. So -- my question is, is that a valid assumption that the market is taking? Or how do you think about your R&D spend now that advanced packaging is, yes, gaining more attention in the semiconductor space?
Well, two comments. Number one, and this has been, let's say, a characteristic for many years, our R&D spend is very focused on customers. It's all driven by we have clear customer programs. So very focused, which is also the key to our business strategy. Over time, that translates into relatively lower percentage of sales compared to comparable competitors. On the other hand, it has doubled like our revenue in the past 5 years. And we have simply told the world also in the Analyst Day that, that will continue to increase.
Simply moving the accuracy down from 150 to 200 nanometers to 100 and then down to 50, but then also the development road maps for all of our other 18 different platforms, it becomes ever more complicated, accuracies, more complicated devices, thinner packages. And that's an ongoing development effort, which is wonderful. And if you do that focused, on average, it should remain below 10%. Maybe in downturns, it can be sometimes above 10%. But that is simply sharing our philosophy. So it's not driven by percentage of revenue, but it's very clearly driven by customer programs. And the engagements with Taiwan, with the U.S., with Korea, those customers demand an enormous R&D engagement. And the consequence of that is to be -- continue to be selective in what we do and what we do not do. And what we do, clearly mainstream focused to be a bit more precise on that and not to be, let's say, diverted into unique special solutions. It's all mainstream, mainstream and product application driven.
The next question comes from Marc Hesselink of ING.
Yes. My first question is again on hybrid bonding. And looking at what you shared at the Capital Markets Day, saying that now that the machines are in the field that you expect a quite rapid improvement in the performance from 1,000 units per hour to 2,000 before the year-end. How do you see that? Is that a trend -- is the technology progression going as planned? And also related to that, where do you currently see the competition? .
That's also good. Well, as I tried to explain earlier, we're making significant progress every single day. That's also why we receive repeat orders. The [indiscernible] number depends also on the device size. There are certain devices where we do reach the 1,500 and also where we are also already at 2,000. But that's not the key criteria at this moment. The key criteria is yield, yield at those throughputs and reaching levels above 80%. And to get there is a long, long journey.
We started with this around 7 years ago, and we're getting, yes, better as it continuously. About competition, we mentioned also earlier, competition, clearly Japanese was at the very beginning, a company, which has also a wonderful system but not with the throughput, we've been told, what we can accomplish. And with the adoption increase, also others are telling the world they want to enter into the hybrid bonding technology space. So some have announced that next year, they will introduce hybrid bond in a similar accuracy level which we can achieve today as prototypes. But that only confirms that hybrid bonding is becoming a major mainstream technology for the years to come.
So there is definitely activity on the competition, I should also mention Korea, which typically wants to have also some independence. So compared to a year ago, when there was still doubt on whether hybrid bonding would establish as a mainstream [ interconnect ] technology, that doubt is gone 1 year later. And that also then convinces others to focus on the opportunities in this emerging market.
Very clear. I believe already that they're not going to stop at the current productivity. That will Continue. What does then eventually will do for your ASP? Is it logically that you trend up with the improved performance?
Well, it turns up with higher complexity and with more throughput and cost of ownership. You always -- in this industry forever, the measure is cost of ownership because in a simple way, the customer needs to produce an X number of devices. And the key is how many CapEx does he need to achieve that. So in other words, how many bonders does in need to get that for you. And that is how you sell the value of any product. So if we look at this hybrid universe, clearly, yes, 150 is already a major achievement compared to the 1 Micron -- well, even 3 Micron, which is for flip chip. In the current mainstream, that's a major step and a much more expensive machine.
And going down that curve to 100 will increase only the cost already and even more so going down to 50 nanometers. So the trend will be a higher ASP in any case because of complexity. And when we manage to, yes, continue to increase the output of these platforms over time, offering a better cost of ownership, that also can increase the price of these machines.
Clear. And then the final question I had was on the -- so the clients pick enter like a stand-alone machine or a clustered integrated machine in integrated cluster. What's the trade-off that they have to make? And why do they pick one and why do they pick the other? And also is there a difference in what kind of applications you're going to use it for?
Well, in the most simple way to look at this, the biggest enemy of a hybrid bond, because it's copper to copper, it has to be ultra clean, no particles. Any particle will simply cause that the bond will not be established. So ultra clean is the name of the game. If you move any part from one machine to the next, you run the risk that you in whatever way create particles. So to integrate these processes in one tool, and that's the whole concept, then per definition you can reach the highest level of cleanliness, so zero particles. But it's not as easy as it sounds because connecting these machines into a tool is already a major step that we've come since the early beginning, early last year.
The first machines are -- 1 is being shipped to Taiwan, the other in the U.S. And that will be a development program for at least another 12 months. But ultimately, the vision is that the industry will use this technology in a clustered format. Standalone is the way to get there because then you can optimize every individual process, optimize, yes, the technology moving into smaller geometries. So we expect side-by-side for the next many years that you will see this development. You see on the one hand, stand-alone tools and then for more mainstream adopted, closer to solutions.
The next question comes from Martin Marandon of ODDO BHF.
My first question is on hybrid bonding. Considering the profit warning that we saw recently from CPU player, the slowdown of the server and the PC market, does that change in any way the ramp-up of hybrid bonding in the short-term, meaning maybe a bit more back-end loaded than we expected? And I have a follow-up.
Well, how this typically, let's say, is established in this world. Today's volume mainstream is based on technology of the last 3 to 5 years because that is how it develops and the hybrid bonding is for the next technology and today in a very early and, in some customers, still in infancy phase. So it does not impact the technology progress. This has more an impact on today's tools used in those applications. And we see that, as we mentioned, the slowdown in the press release but also in the comments, there is, yes, certain sectorization or you can say an overcapacity. And that has to be absorbed, and new technology will be, yes, leading the way to a next generation.
Okay. Very clear. And maybe a question on overcapacity since you mentioned it. On the risk of overcapacity lasting longer than expected, you are already experiencing some inventory digestion at the moment as the market is slowing down. But how do you assess the risk of overcapacity in the industry with all the fabs which will come live in 2024, 2025 and the CapEx plans program ongoing driven [indiscernible] issues?
Well, to give you a very direct answer, this is a recipe for overcapacity by definition. And I hope that in investor calls in '24, '25, this will be a moderate overcapacity. But we have seen this in the past. In the late '80s when Japan became too strong, there was a similar slowdown forced on to Japan. And then Korea started with massive support of, yes, the whole world and the U.S. in particular, which led to an overcapacity in the second half of the '90s with the Korea crisis. So per definition, any factory is at capacity and is based on a model which is always an overcapacity. But then how much that will be also depends on what's happening in further digitalization, in artificial intelligence. If you look at all the business models, which should change society for the better, which requires an enormous growing amount of semiconductors in the next-generation technology. There are many who forecast that, that will be another period of enormous expansion. .
The next question comes from Charles Shi of Needham & Company.
So Richard, I think how your business has been trending this year in 2022 almost exactly follow the same script of 2018, meaning like in Q3 you got a big decline and in Q4 the decline kind of narrows. And if the same trend follows, looks like Q1 you may down a little bit in terms of your quarterly revenue, but it seems like that's when you could reach a bottom in terms of the quarterly revenue. Then there's probably going to recover from there. But I want to ask you about how you think about '23 in terms of the year-on-year decline. It looks like if the same -- you're following the same script into '23, your revenue may decline by double digit next year. In 2019, you were down like 30% something on the top line.
So my question is as you look at the industry cycle, this new down cycle into next year, how do -- how should we think about, are you going to fare better or fare worse than 2019? Or what would be the reason for you to doing better or for doing worse next year compared to 2019, relatively speaking, in terms of the year-on-year growth? I hope my question is clear.
Crystal clear. The, let's say, the better '23 compared to '19 depends on the further adoption of hybrid bonding, what we discussed earlier in this call. We had 0 hybrid bonding in 2019. Number two, is the next smartphone cycle with, let's say, major, major new elements features. Those 2 will impact in a positive sense at '23. Because in '19, we did not have a smartphone cycle. We had the iPhone X in '17, which then was overexcited in '18, which caused the enormous correction for us then. And that is different this time because 2022 is not an iPhone -- or, let's say, a high-end smartphone year in that sense. So that's different. The key is, of course -- but all of us don't know, if you look at the economic environment, we had no interest rate at that time. We had no inflation. We had no Korean war. We had no -- we had some debates with China, but not to the extent we have right now. So as I tried to explain earlier, we have also major risks [indiscernible] opportunities. So that tells how we see the world. I could also add to that because that's also important, we have a much broader customer base compared to '19. We already see that in the order levels. We have better margins. Our cost structure has improved significantly. So there are many positive things for '23. .
Got it. Maybe the next question. I think, Richard, you mentioned about in the downturn what you want to do, one is developing new products, technology, I mean, that's a given. The other thing you mentioned, but I don't think you elaborated much is this business model improvement. What exactly do you mean with that? And can you tell us how -- what are the -- I mean, specific actions you're trying to do or you maybe have been doing in the down cycle? And how should we think about that's going to impact the next up cycle to your business?
Well, that's also an excellent point. COVID has forced us to be much more directly engaged in our supply chain, simply because there were major issues every single day, but also because of that, we had to further expand our supplier base, qualified, different suppliers, different components. So the focus on our supply chain has increased significantly. And that, we already see some impact of that in a positive sense in this quarter but also in '22. So our operating model which is very much using multiple supplier strategy that has further expanded, so we have a tighter grip on the supply chain, that creates cost improvements on an ongoing basis but also flexibility. So those are key targets. And we simply repeat each time, we are far from perfect. The way we build machines is, let's say, compared to other industries which are far more tight, like the automotive industry. We also engage with people who are experts in those industries to teach us how we can better manage our total operating model. So we use downturns typically to improve our operating model in every sense, and that's a never-ending challenge in a similar way to product development.
Got it. Maybe allow me to squeeze in my final question on Q4. So Richard, I think last year in Q4 2021, I mean, you did get some initial orders from high-end smartphone applications. And do you see something similar this time? That's one. The other is the OpEx increase in Q4. I know you have started amortizing your capitalized R&D for hybrid bonding as you are recognizing revenue, shipping new tools. How much of that 5% OpEx increase is really coming from increased amortization of the hybrid bonding R&D that has been capitalized in the past? Or how much of that is actually new incremental organic R&D development activities? .
About 50-50.
Okay. Sorry, what about the other question about high-end smartphone?
Okay. Well, that's -- if we would know, we would be able to guide that. But that will be very critical to understand. And by the end of February, we will all know much more how this first half '23 will develop and whether there will be a real cycle in that sense supporting growth in '23. So we did mention already, we had some long lead item orders in Q2 already for next year to be safe on a ramp potentially. But as always, there are no guarantees.
The next question comes from Timm Schulze-Melander of Redburn.
I just had 3 very quick ones, if I may. First, just on hybrid bonding, just wanted to check some of my math. Year-to-date, a high double-digit euro contribution to revenues, is that the right kind of ballpark? .
Yes.
Perfect. In the non-hybrid bonding part of the business, could you just maybe talk a little bit about pricing discussions and pricing dynamics given the changing backdrop? And then I had a follow-up. .
Well, in response to an earlier question, the key in selling this type of equipment is a constant improvement of cost of ownership to customers. And that simply means that there is -- yes, pricing pressure is always -- in any business engagement, there's always a discussion about price. But in offering improved cost of ownership versus previous generations versus competitive choices, results as you can see and margins which are at current levels, it also makes no sense in softer periods to try to sell more machines at a lower price because that's not the differentiator. And certainly, at the end where we sell our equipment, that's definitely not the place where we want to be. So in general, yes, because of inflation we have a hard challenge, which is a very good one, by the way, to convince our customers that costs have gone up. We've done that this year twice already, last year because of all kinds of logistics cost and COVID-related costs. So on the one hand, we are able to increase our prices once we can explain the reasoning. But that's the situation where I think capital goods industry is always in.
Right. That's helpful. And then just on the road map. You've talked about accuracy. I think we've sort of touched on just very briefly throughput. Could you just share what commitments you've made to your customers about throughput, about accuracy improvement? You've mentioned the sort of 50-nanometer and 100 nanometer. So just maybe whether any of that is contractual, are there any damages or penalties other than obviously missed sales for missing that road map? That would be my last question. .
It's missing road maps. It's fair to say that with all these programs, over many years, there are always setbacks, setbacks because of ourselves not being able to get that right immediately. There are also other impacts. We are in this whole production process. We are certain elements. So there's an impact pre our involvement and there are impacts in materials. So this is complicated environment which is dependent on many factors. It's not what you mentioned as the first. It's not contractual with dates which are cut off and penalties. These are development road map programs where everyone is aware that they're definitely areas still to be proven. It's the design of concept and many, let's say, unforeseen in a way unexpected. But that's our world and that's what we like. And that's what our customers are used to. And there are many customers who are excellent in setting the pressure to, yes, accomplish what we need to accomplish in the shortest period of time with every help because it's their interest.
The last question comes from the line of Riccardo Romiati of One Investments.
Actually, it's Peter Testa calling. I have 2 questions, please. One was just if you could help us on the ecosystem around you and hybrid bonding and just talk a bit about maybe the progress being made, particular test and inspect metrology to keep up with your road map as you're bringing down the geometry, where they are versus you, how you would expect that based upon what you understand it developed in the immediate next period. And then I have one other question. .
Well, that's a very important question. Ever smaller geometries and then also 3Ds and so stacked devices, where you can't look inside whether every bond is correct. Metrology is one of the critical factors in making this next step in this industry. On the other hand, we are talking about 150, 200 nanometers and then going down. Don't forget in the front end. They're talking about 7, 5, 3 nanometer, so the inspection methods are clearly, yes, also under development in many years progress. Testing the same way, so how do you test these devices? Functional tests. But that's all in, yes, let's say, the development of an end product.
Okay. Would you say that the test and inspect and the metrology is keeping up with you at this stage? Or will they shortly be keeping up with you?
Well, I think it's fair to say that we're all making that progress. Otherwise, the end customers couldn't make the commitment using this technology? And we always try to -- to finish that, try to look at the end user and the end application. Where is this device used. And that tells you how -- and the question earlier about high-end smartphones. You can imagine there's a lot of development. But is that already completely, let's say, established for mainstream applications.
Okay. And the other question, please, was just if you could give a sense on the Chinese subcontractor utilization, what understanding you have as to where they've reached and the extent to which you may expect them to reengage at a normal pace in next coming quarters or not?
Well, there are 2 answers to that question. Number one, is we see utilization rates carefully improving from what we mentioned in earlier calls, around 50 and sometimes even somewhat lower. And that could lead to a round early next year. On the other hand, as we mentioned, there is a clear trend of non-Chinese customers using Chinese subcontractors to move out of China. And the question will be at what pace? And what is very important is there has to become more clarity on what the restrictions, the latest restrictions of the U.S. imply. Because that will determine, of course, also the infrastructure, capacity expansion or not in China. And that is today not really known. That's why we also in our press release, simply made that comment, that this additional uncertainty. But we expect that to be clarified pretty soon because all of us are simply asking, what does it mean?
There are no further questions. I will hand back to you, Mr. Blickman, to for the closing remarks. Thank you.
Well, thank you all for your questions. And if there are any further, then please don't hesitate to contact us directly. Thank you. Bye-bye.
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