About a month ago, we reported about the AMD Ryzen 7 9800X3D "Zen 5" processor with 3D V-Cache that is flying off the shelves, with scalpers trying to make a profit from buying the retail inventory. The processor continues to face widespread availability issues more than a month after its launch, though the company assures consumers that relief is on the horizon. "We are working diligently to get as much supply to market as possible, with more processors being shipped every week," an AMD spokesperson told Tom's Hardware. "We expect availability to get better as shipments ramp throughout the quarter." The CPU is not only hard to find but also proves to be one of the most sought-after processors on Amazon.

The supply shortage has created opportunities for scalpers, who are listing the processor at prices reaching $1,000—more than double its retail price. Even established retailers like Walmart have listed the chip at inflated prices, approaching $800. Adding to consumers' challenges, some third-party sellers have posted fraudulent listings, making it crucial for buyers to verify seller credibility. While major retailers like Amazon, Newegg, Best Buy, and B&H Photo maintain the official $479 price point when in stock, securing a unit at this price has proven challenging for most consumers. As the holiday season is here, AMD's promised production ramp-up is much needed, as gamers have been planning their upgrade months in advance and are in dire need of pushing the performance of their systems up another notch.

According to a report from The Economic Daily (via ITHome), NVIDIA has reduced the supply of high-end RTX 40 GPUs by up to 50% in preparation for the upcoming RTX 50 Blackwell launch. This supply cut primarily affects NVIDIA's higher-end models, ranging from the RTX 4070 to the RTX 4090, and is intended to free up production capacity for the new Blackwell cards. NVIDIA is likely strategizing to create an ideal market environment, this would typically involve high demand for new products and minimal competition from rivals and its own existing lineup. Consequently, AIB partners like ASUS, MSI, and Gigabyte are expected to raise prices on their RTX 40 offerings.

Despite these potential price hikes, most high-end RTX 40 GPUs currently sell at or near their MSRPs. For example, the RTX 4070 is available at $549 on Amazon, alongside the RTX 4070 SUPER and RTX 4070 Ti SUPER at their respective MSRPs or lower. The RTX 4080 SUPER can be found below its $999 official price, while only the RTX 4090 consistently sells above its $1,599.99 MSRP. Given these circumstances, consumers considering a high-end GeForce GPU purchase might want to act soon, as market conditions for buyers could potentially worsen in the near future.

Samsung Electro-Mechanics (SEMCO) today announced a collaboration with AMD to supply high-performance substrates for hyperscale data center compute applications. These substrates are made in SEMCO's key the technology hub in Busan and the newly built state of the art factory in Vietnam. Market research firm Prismark predicts that the semiconductor substrate market will grow at an average annual rate of about 7%, increasing from 15.2 trillion KRW in 2024 to 20 trillion KRW in 2028. SEMCO's substantial investment of 1.9 trillion KRW in the FCBGA factory underscores its commitment to advancing substrate technology and manufacturing capabilities to meet the highest industry standards and the future technology needs.

SEMCO's collaboration with AMD focuses on meeting the unique challenges of integrating multiple semiconductor chips (Chiplets) on a single large substrate. These high-performance substrates, essential for CPU/GPU applications, offer significantly larger surface areas and higher layer counts, providing the dense interconnections required for today's advanced data centers. Compared to standard computer substrates, data center substrates are ten times larger and feature three times more layers, ensuring efficient power delivery and lossless signal integrity between chips. Addressing these challenges, SEMCO's innovative manufacturing processes mitigate issues like warpage to ensure high yields during chip mounting.

GIGABYTE TECHNOLOGY Co. Ltd, a leading manufacturer of premium gaming hardware, today announced the new AORUS ELITE series power supplies. This series offers four models to meet the needs of different users, including: AORUS ELITE P1000W 80+ Platinum Modular PCIe 5.0 (Black), AORUS ELITE P850W 80+ Platinum Modular PCIe 5.0 (Black), AORUS ELITE P1000W 80+ Platinum Modular PCIe 5.0 ICE (White), and AORUS ELITE P850W 80+ Platinum Modular PCIe 5.0 ICE (White).
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Certified with 80 Plus Platinum and fully compliant with Intel ATX 3.0 and PCIe Gen 5.0 standards, the AORUS ELITE series power supplies cater to high-end gamers and users with stable computing needs, offering exceptional performance and reliability. Their compact design packs a 120 mm Fluid Dynamic Bearing (FDB) smart silent fan and the AORUS unique magnetic plate, combining quiet operation with a stylish look.

The Taiwanese Ministry of Economic Affairs (MOEA) managed to herd government representatives and leading Information and Communication Technology (ICT) industry figures together for an important meeting, according to DigiTimes Asia. The report suggests that the main topic of discussion focused on an anticipated growth of Taiwan's ICT industry—current market trends were analyzed, revealing that the nation absolutely dominates in the AI server segment. The MOEA has (allegedly) determined that Taiwan has shipped 90% of global AI server equipment—DigiTimes claims (based on insider info) that: "American brand vendors are expected to source their AI servers from Taiwanese partners." North American customers could be (presently) 100% reliant on supplies of Taiwanese-produced equipment—a scenario that potentially complicates ongoing international tensions.

The report posits that involved parties have formed plans to seize opportunities within an evergrowing global demand for AI hardware—a 90% market dominance is clearly not enough for some very ambitious industry bosses—although manufacturers will need to jump over several (rising) cost hurdles. Key components for AI servers are reported to be much higher than vanilla server parts—DigiTimes believes that AI processor/accelerator chips are priced close to ten times higher than general purpose server CPUs. Similar price hikes have reportedly affected AI adjacent component supply chains—notably cooling, power supplies and passive parts. Taiwanese manufacturers have spread operations around the world, but industry watchdogs (largely) believe that the best stuff gets produced on home ground—global expansions are underway, perhaps inching closer to better balanced supply conditions.

TrendForce reports that significant capital investments have occurred in the memory sector due to the high ASP and profitability of HBM. Senior Vice President Avril Wu notes that by the end of 2024, the DRAM industry is expected to allocate approximately 250K/m (14%) of total capacity to producing HBM TSV, with an estimated annual supply bit growth of around 260%. Additionally, HBM's revenue share within the DRAM industry—around 8.4% in 2023—is projected to increase to 20.1% by the end of 2024.

HBM supply tightens with order volumes rising continuously into 2024
Wu explains that in terms of production differences between HBM and DDR5, the die size of HBM is generally 35-45% larger than DDR5 of the same process and capacity (for example, 24Gb compared to 24Gb). The yield rate (including TSV packaging) for HBM is approximately 20-30% lower than that of DDR5, and the production cycle (including TSV) is 1.5 to 2 months longer than DDR5.

Silicon Box, a cutting-edge, advanced panel-level packaging foundry announced its intention to collaborate with the Italian government to invest up to $3.6 billion (€3.2 billion) in Northern Italy, as the site of a new, state-of-the-art semiconductor assembly and test facility. This facility will help meet critical demand for advanced packaging capacity to enable next generation technologies that Silicon Box anticipates by 2028. The multi-year investment will replicate Silicon Box's flagship foundry in Singapore which has proven capability and capacity for the world's most advanced semiconductor packaging solutions, then expand further into 3D integration and testing. When completed, the new facility will support approximately 1,600 Silicon Box employees in Italy. The construction of the facility is also expected to create several thousand more jobs, including eventual hiring by suppliers. Design and planning for the facility will begin immediately, with construction to commence pending European Commission approval of planned financial support by the Italian State.

As well as bringing the most advanced chiplet integration, packaging, and testing to Italy, Silicon Box's manufacturing process is based on panel-level-production; a world leading, first-of-its-kind combination that is already shipping product to customers from its Singapore foundry. Through the investment, Silicon Box has plans for greater innovation and expansion in Europe, and globally. The new integrated production facility is expected to serve as a catalyst for broader ecosystem investments and innovation in Italy, as well as the rest of the European Union.

A 2019-signed export license has allowed Intel to supply laptop processors to Huawei, under an exclusive deal—this US Government approved arrangement was not viewed favorably by AMD. The rival chipmaker apparently missed out on the securing of a similar trade license back in 2021. According to a new Reuters report, Team Red and a handful of supporters have attempted to revoke Intel's license—worth hundreds of millions of dollars. Two anonymous sources allege that: "Intel has survived an effort to halt chip sales to Huawei...giving one of the world's largest chipmakers more time to sell to the heavily sanctioned Chinese telecoms company." Intel and Huawei's symbiosis is set to end later this year—folks on the inside reckon that the current US administration will not approve a renewal. Reports suggest that Qualcomm is not anticipating a renewal either—Huawei is an approved buyer of Snapdragon chips, but industry whispers indicate an eventual shift to in-house fare.

Intel, Huawei, US Commerce Department and the White House have declined to comment on the aforementioned scenario. Reuters also sent a query to AMD, but the publication did not receive a response. Earlier last year, a government official revealed that "Huawei's licensing policy" was under review, alongside a general push to scrap a number of trade deals. According to insiders, the same government official allegedly told companies—in private—that the US Commerce Department would fix "the licensing discrepancy." Another anonymous source believes that the agency shelved these plans late last year, for reasons unknown—they stressed that there is potential for a revival. Given the upcoming expiry of Intel and Huawei's arrangement—within the year—it makes little sense to implement a drastic change.

The NVIDIA H100 Tensor Core GPU was last year's hot item for HPC and AI industry segments—the largest purchasers were reported to have acquired up to 150,000 units each. Demand grew so much that lead times of 36 to 52 weeks became the norm for H100-based server equipment. The latest rumblings indicate that things have stabilized—so much so that some organizations are "offloading chips" as the supply crunch cools off. Apparently it is more cost-effective to rent AI processing sessions through cloud service providers (CSPs)—the big three being Amazon Web Services, Google Cloud, and Microsoft Azure.

According to a mid-February Seeking Alpha report, wait times for the NVIDIA H100 80 GB GPU model have been reduced down to around three to four months. The Information believes that some companies have already reduced their order counts, while others have hardware sitting around, completely unused. Maintenance complexity and costs are reportedly cited as a main factors in "offloading" unneeded equipment, and turning to renting server time from CSPs. Despite improved supply conditions, AI GPU demand is still growing—driven mainly by organizations dealing with LLM models. A prime example being Open AI—as pointed out by The Information—insider murmurings have Sam Altman & Co. seeking out alternative solutions and production avenues.

The U.S. Department of Commerce today announced $1.5 billion in planned direct funding for GlobalFoundries (Nasdaq: GFS) (GF) as part of the U.S. CHIPS and Science Act. This investment will enable GF to expand and create new manufacturing capacity and capabilities to securely produce more essential chips for automotive, IoT, aerospace, defense, and other vital markets.

New York-headquartered GF, celebrating its 15th year of operations, is the only U.S.-based pure play foundry with a global manufacturing footprint including facilities in the U.S., Europe, and Singapore. GF is the first semiconductor pure play foundry to receive a major award (over $1.5 billion) from the CHIPS and Science Act, designed to strengthen American semiconductor manufacturing, supply chains and national security. The proposed funding will support three GF projects:

LaminiAI appeared to be one of the first customers to receive an initial shipment of AMD's Instinct MI300X accelerators, as disclosed by their CEO posting about functioning hardware on social media late last week. A recent Taiwan Economic Daily article states that the "MI300X is rumored to have begun supply"—we are not sure about why they have adopted a semi-secretive tone in their news piece, but a couple of anonymous sources are cited. A person familiar with supply chains in Taiwan divulged that: "(they have) been receiving AMD MI300X chips one after another...due to the huge shortage of NVIDIA AI chips, the arrival of new AMD products is really a timely rainfall." Favorable industry analysis (from earlier this month) has placed Team Red in a position of strength, due to growing interest in their very performant flagship AI accelerator.

The secrecy seems to lie in Team Red's negotiation strategies in Taiwan—the news piece alleges that big manufacturers in the region have been courted. AMD has been aggressive in a push to: "cooperate and seize AI business opportunities, with GIGABYTE taking the lead and attracting the most attention. Not only was GIGABYTE the first to obtain a partnership with AMD's MI300A chip, which had previously been mass-produced, but GIGABYTE was also one of the few Taiwanese manufacturers included in AMD's first batch of MI300X partners." GIGABYTE is expected to release two new "G593" product lines of server hardware later this year, based on combinations of AMD's Instinct MI300X accelerator and EPYC 9004 series processors.

TrendForce highlights in its latest report that memory suppliers are boosting their production capacity in response to escalating orders from NVIDIA and CSPs for their in-house designed chips. These efforts include the expansion of TSV production lines to increase HBM output. Forecasts based on current production plans from suppliers indicate a remarkable 105% annual increase in HBM bit supply by 2024. However, due to the time required for TSV expansion, which encompasses equipment delivery and testing (9 to 12 months), the majority of HBM capacity is expected to materialize by 2Q24.

TrendForce analysis indicates that 2023 to 2024 will be pivotal years for AI development, triggering substantial demand for AI Training chips and thereby boosting HBM utilization. However, as the focus pivots to Inference, the annual growth rate for AI Training chips and HBM is expected to taper off slightly. The imminent boom in HBM production has presented suppliers with a difficult situation: they will need to strike a balance between meeting customer demand to expand market share and avoiding a surplus due to overproduction. Another concern is the potential risk of overbooking, as buyers, anticipating an HBM shortage, might inflate their demand.

The Financial Times believes that Apple is running into major production issues related to its Vision Pro mixed reality headset—insider sources claim that the mega-sized multinational technology company is adjusting internal sales goals for the $3499 AR/VR "spatial computer." Leadership had set an ambitious internal target of 1 million units sold in 2024, but the complexity of the system's design has apparently caused major setbacks for manufacturing partners. Apple is reported to have signed up with Luxshare, a Chinese contract manufacturer, to assemble Vision Pro headsets—insiders within both organizations reckon that only 400,000 units will be ready for sale throughout 2024. This number seems to be fairly optimistic given that Trendforce predicted that a mere 200,000 would be shipped next year.

FT gathered information from two other sources placed within the Chinese supply chain—they claim that Apple and Luxshare could encounter major component shortages in 2024, resulting in a production shortfall—with an estimated 130,000 to 150,000 finalized units. The article points out that the most complex (and costly) aspect of the headset lies in its micro-OLED display setup, that also includes outward facing lenses. TSMC and Sony are reported to be the suppliers of these parts (as featured on the prototypes), but Apple is allegedly not satisfied with low production numbers, and not enough batches are "free of defects." A cheaper version of the Vision Pro is apparently now on the backburner, since Apple is unlikely to recoup—factoring in R&D expenses—within the first year of the intial product's launch.

Samsung Electronics, a world leader in advanced semiconductor technology, today announced its latest foundry technology innovations and business strategy at the 7th annual Samsung Foundry Forum (SFF) 2023. Under the theme "Innovation Beyond Boundaries," this year's forum delved into Samsung Foundry's mission to address customer needs in the artificial intelligence (AI) era through advanced semiconductor technology.

Over 700 guests, from customers and partners of Samsung Foundry, attended this year's event, of which 38 companies hosted their own booths to share the latest technology trends in the foundry industry.

Today, the U.S. Department of Commerce shared the Biden-Harris Administration's strategic vision to strengthen the semiconductor supply chain through CHIPS for America investments. To advance this vision, the Department announced a funding opportunity and application process for large semiconductor supply chain projects and will release later in the fall a separate process for smaller projects. Large semiconductor supply chain projects include materials and manufacturing equipment facility projects with capital investments equal to or exceeding $300 million, and smaller projects are below that threshold.

The announcement leads into the Biden-Harris Administration's Investing in America tour, where Secretary Raimondo and leaders in the Administration will fan across more than 20 states to highlight investments, jobs, and economic opportunity driven by President Biden's Investing in America agenda and the historic legislation he's passed in his first two years in office, including the bipartisan CHIPS and Science Act.

Silicon manufacturers in South Korea and Taiwan have questioned the requirements outlined in the United States Chips and Science Act - South Korean President Yoon Suk Yeol spoke on Thursday March 30, and said that there was a growing concern within companies Samsung Electronics Corporation and SK Hynix Inc. with regard to criteria for new U.S. semiconductor subsidies. Excess profit sharing is one area of contention, as the U.S. government will expect dividends to be paid under special conditions. The companies are also reluctant to meet the requirements of submitting detailed information about fab capacity and yield estimates. Leaders are pointing to the potential sensitive nature of exposing too much confidential corporate strategy to bodies in the USA, and sources within Samsung and SK Hynix are worried that budgetary planning information will be revealed in minute detail.

The CHIPS Act grants a $52 billion pool of research and manufacturing funds, and subsidies would be sourced from it. SK Hynix's parent group is considering an application in order to gain access to funding via the CHIPS Act, the SK Group has formed plans to invest $15 billion of its own money into the U.S. chip manufacturing sector - a North American location for an advanced chip packaging plant is being decided upon. Samsung has invested a substantial $25 billion into its Texas operation, so is eligible to receive U.S. government subsidies as well.

TrendForce reports that several suppliers, such as Micron and SK hynix, have started scaling back DRAM production. The ASP of DRAM plunged 20% in 1Q23, and this price decline is predicted to slow down to 10~15% next quarter. It's uncertain whether or not demand will recover in 2H23. Therefore, the ASP of DRAM has continued to fall as inventory levels are high from the suppliers' side, and prices will only rebound if there is a significant decrease in production.

PC DRAM: Purchase quantity from buyers has fallen drastically over the past three quarters; buyers have around 9~13 weeks of PC DRAM stock remaining. Despite suppliers having already cut production in the PC DRAM segment, DDR4 8 GB module is still likely to fall by more than 10% in 2Q23. There is a possibility that PC OEMs may purchase more DRAM because prices have been down to a relatively low level, but it is still under observation whether or not this can mitigate the inventory overstock situation from the suppliers' side. TrendForce predicts the ASP of PC DRAM will fall between 10~15%.

Since 2022, DRAM suppliers have been adjusting their product mixes so as to assign more wafer input to server DRAM products while scaling back the wafer input for mobile DRAM products. This trend is driven by two reasons. First, the demand outlook is bright for the server DRAM segment. Second, the mobile DRAM segment was in significant oversupply during 2022. Moving into 2023, the projections on the growth of smartphone shipments and the increase in the average DRAM content of smartphones remain quite conservative. Therefore, DRAM suppliers intend to keep expanding the share of server DRAM in their product mixes. According to TrendForce's analysis on the distribution of the DRAM industry's total bit output for 2023, server DRAM is estimated to comprise around 37.6%, whereas mobile DRAM is estimated to comprise around 36.8%. Hence, server DRAM will formally surpass mobile DRAM in terms of the portion of the overall supply within this year.

Antec Inc., leading provider of high-performance computer components and accessories for the gaming, PC upgrade and Do-It-Yourself market, broadens its Gold series with three models offering 650 W, 750 W or 850 W. The 80 PLUS GOLD rating and modular cabling make the Neo Eco Gold Modular a great and affordable choice to Antec's range of industry-leading power supplies. They are now commercially available from 109 € (suggested retail price including VAT).

The brand-new NeoECO Gold Modular series was born ready for the best DIY-PC experience, and it also serves exceptional performance and outstanding stability. Featuring 100% full modular design and 80 PLUS Gold certification, the NeoECO Gold Modular series keeps the PC hardware installation convenient and clean. It provides highly efficient power to your system and reduces your electricity bills.

TrendForce's recent analysis of the foundry market reveals that demand continues to slide for all types of mature and advanced nodes. The major IC design houses have cut wafer input for 1Q23 and will likely scale back further for 2Q23. Currently, foundries are expected to maintain a lower-than-ideal level of capacity utilization rate in the first two quarters of this year. Some nodes could experience a steeper demand drop in 2Q23 as there are still no signs of a significant rebound in wafer orders. Looking ahead to the second half of this year, orders will likely pick up for some components that underwent an inventory correction at an earlier time. However, the state of the global economy will remain the largest variable that affect demand, and the recovery of individual foundries' capacity utilization rates will not occur as quickly as expected. Taking these factors into account, TrendForce currently forecasts that global foundry revenue will drop by around 4% YoY for 2023. The projected decline for 2023 is more severe when compared with the one that was recorded for 2019.

According to TrendForce's latest research, global smartphone production totaled around 289 million units for 3Q22, showing a slight QoQ drop of 0.9% and a YoY drop of 11%. The smartphone market thus exhibited an extremely weak demand situation as the "iron law" of positive growth in the third quarter was broken after being in effect for years. The contraction of smartphone production during this year's peak season was mainly attributed to smartphone brands giving priority to consumption of channel inventory for whole devices and maintaining a fairly conservative production plan for 3Q22. Moreover, they had kept lowering their production targets due to strong global economic headwinds.

Regarding the performances of the major smartphone brands in 3Q22, Samsung posted around 64.2 million units in device production, showing a QoQ increase of just 3.9%. This was the result of the brand scaling back production since 2Q22 and maintaining a conservative outlook on the future market situation. Due to persistent inventory pressure, Samsung is expected to again post a QoQ decline for 4Q22. In the aspect of product development, Samsung has been the leader in foldable smartphones. This year, the global market share of foldable smartphones is estimated to reach 1.1%; and within this segment, Samsung is expected to hold a market share of almost 90%. As for 2023, the global market share of foldable smartphones is forecasted to climb to 1.5%, and Samsung is forecasted to retain a market share of almost 80% in the segment.

Advanced Semiconductor Materials Lithography, or as the company is more commonly known, ASML, is apparently set to build a new factory in Taiwan for the production of advanced semiconductor lithography equipment. The new factory is said to be built in the Linkou area of New Taipei City and at the same time, bring with it its European supply chain, according to Taiwan Vice Premier Shen Jong-chin.

The new factory in Linkou is still some time away, as construction will only start in July, 2023. It will apparently be ASML's largest investment in Taiwan to date, although an exact figure of the investment wasn't given, but the new factory will take up 6.68 hectares or 66,800 square metres, suggesting it'll be a rather large facility. That said, not all the land will be used for the clean room facilities, as there will also be office buildings and warehouse buildings adjacent to the factory. No details on which suppliers ASML will bring with it to Taiwan, but it's likely that the likes of Zeiss, who supplies many of the mirrors in ASML's machines, will be setting up a local presence, alongside other key ASML suppliers. ASML already has an office in Hsinchu, about an hour south of New Taipei City.

Jon Peddie Research (JPR) has responded to the recent dramatic reports by Canalys, Gartner, and IDC showing a precipitous drop in Q3 2022 PC shipments. In addition, JPR is providing guidance on the impact to graphics chip and AIB shipments. Jon Peddie, president and founder of JPR, said, "Our advice to clients has been consistent since 2020: The pandemic boom was not a surge in demand brought about by real growth in the market. The PC market is now correcting itself after a period of extraordinary growth spurred on by spending from an overwhelming surge of users working from home."

Peddie continued, "People were forced to work at home in 2020 and 2021, and many needed equipment. As a result, PC sales surged. Those people have what they need, and some of them are going back to the office. They don't need new PCs, and won't for three to five years. So, we are back to the nominal growth of the PC market, which was, and will be again after two quarters' adjustment, tracking GNP growth."

According to TrendForce, market oversupply intensified in 2Q22 due to lagging demand and continued NAND Flash output and process advancement. The market consensus is a disappointing 2H22 peak season for consumer electronics including notebooks, TVs, and smartphones. Material inventory levels continue to rise and has become a risk to the supply chain. Due to slow destocking among distributors and a conservative stocking approach among clients, inventory problems have bubbled over upstream onto the supply side and sellers are under increased pressure to sell. TrendForce estimates, due to the rapid deterioration of the balance between supply and demand, the drop in NAND Flash pricing will expand to 8~13% in 3Q22, and this decline may continue into 4Q22.

In terms of Client SSD, due to weak consumer demand, various PC brands have significantly reduced their purchase order volume in 3Q22 in order to digest 1H22 SSD inventory. As suppliers shift focus to 176-layer client SSD, 176-layer QLC SSDs have begun to ship, and YMTC looks to expand shipment of notebook client SSDs in 2H22, price competition has become increasingly fierce, forcing manufacturers to increase price concessions to incentivize clients to up order volume. Thus, the decline in client SSD pricing is expected to expand to 8~13% in 3Q22.

Worldwide shipments of traditional PCs declined 15.3% year over year to 71.3 million units in the second quarter of 2022 (2Q22), according to preliminary results from the International Data Corporation (IDC) Worldwide Quarterly Personal Computing Device Tracker. This was the second consecutive quarter of lower shipments following two years of growth. The decline was worse than expected as supply and logistics further deteriorated due to the lockdowns in China and persistent macroeconomic headwinds.

"Fears over a recession continue to mount and weaken demand across segments," said Jitesh Ubrani, research manager for IDC's Mobile Device trackers. "Consumer demand for PCs has weakened in the near term and is at risk of perishing in the long term as consumers become more cautious about their spending and once again grow accustomed to computing across device types such as phones and tablets. Meanwhile, commercial demand has been more robust although it has also declined as businesses delay purchases."