{"title": "AI-Driven Workstation Graphics Cards Tighten Squeeze on Consumer PC Market", "body": ["Major producers of PC graphics processing units are increasingly prioritizing cards tailored for artificial intelligence applications, which is exacerbating constraints in an already constrained market for personal computer graphics hardware."], ["Several years back, the personal computer gaming sector was viewed as a major catalyst for expansion among chip manufacturers, hobbyists, and computer assemblers. Today, the rapid expansion of artificial intelligence is drawing equipment developers from the consumer base, leading to additional repercussions."], ["This week, AMD introduced the Radeon AI Pro R9700 graphics processor aimed at AI workstations, along with the Radeon AI Pro R9700S and Pro R9600D variants for rack-mounted systems. Intel is expected to release the Arc Pro B70 and Arc Pro B65 models later this month, likely optimized for executing large language models. Nvidia may bypass a 2026 rollout for consumer-grade graphics cards, instead emphasizing complete setups such as the Vera Rubin system over individual consumer-oriented Rubin-based graphics processors."], ["The processing power from these graphics units could have been directed toward consumer personal computers—and likely would have been in previous years. Instead, shipments of graphics units declined toward the end of last year due to demand from AI supercomputing facilities. Now, professional workstations are adding to the pressure on the consumer segment."], ["Although the volume of workstations sold remains modest, redirecting graphics processing resources to workstations and data centers may not drastically affect consumer graphics sales. However, the already stressed consumer market is dealing with deficits in random-access memory and solid-state drives, potential shortages of Intel central processing units, and a graphics sector that has faced supply issues in the past. This development acts like the final burden that overwhelms the system, potentially leading to shortages not just in graphics silicon but also in the associated video memory."], ["According to a report released on Tuesday by graphics market analyst Jon Peddie Research, shipments of graphics processing units for personal computers decreased by 1.3 percent compared to the previous quarter—a surprising dip during what is usually the annual peak in the fourth quarter. In contrast, graphics units destined for data centers rose by 17 percent."], ["The research also indicated that the graphics attachment ratio for personal computers dropped to 116 percent, a sequential decline of 3.9 percent. This ratio measures the quantity of graphics units sold relative to personal computers, where a single machine might include both an integrated graphics chip and a separate graphics card, pushing the figure above 100 percent."], ["Companies other than Nvidia face challenging decisions ahead."], ["Intel delivered impressive performance with its Core Ultra Series 3 (Panther Lake) graphics in laptops, yet the industry has persistently questioned the timeline for deploying Intel's 'Big Battlemage' design as a desktop graphics option. Although it emerged last year, a recent update from Videocardz frames the Intel B70 as part of a large language model integration stack for evaluating and running large language model operations on Intel's multi-graphics Arc setup. That reference has been taken down from Intel's site."], ["This suggests Intel could be adopting a strategy similar to AMD's Radeon AI Pro R9700 by channeling its B70 design toward artificial intelligence applications rather than consumer pixel rendering."], ["Transitioning a desktop gaming graphics processor to a workstation version is not overly complex. Both can share the core silicon foundation but vary in connected memory and software drivers. Professional workstations rely on validated drivers customized by firms like Autodesk or Siemens for particular cards, whereas consumer Windows systems use Microsoft's DirectX application programming interface, as explained by Jon Peddie Associates principal Jon Peddie during an interview."], ["Peddie commented, 'I believe these companies are cautiously entering the [artificial intelligence] space, though they may lack the full [AI] features that Nvidia offers in their equipment or that AMD provides in its Instinct [data center] lineup. As a result, they're positioning this as a more modest AI graphics processor. That's how I interpret the developments.'"], ["It makes sense for them to pursue this direction. Cards designed for workstations generally command prices about three times higher than desktop equivalents; for instance, Nvidia's RTX 5090 lists at $3,699 on Newegg, while newer RTX Pro 6000 models equipped with 96GB of GDDR7 memory fetch around $9,000 on eBay. If AMD or Intel could redirect consumer graphics processors to workstation pricing in this way, it would be hard to argue against the move. Though a workstation card can technically operate in a standard desktop personal computer, it usually does not, since its drivers are not tuned for gaming."], ["The issue extends beyond sheer volume. Annual workstation sales are minimal—around 7 million units—compared to the 280 million personal computers sold in 2025. Data center graphics processors favor high-bandwidth memory, yet the primary worry lies with memory types. Both consumer and workstation graphics cards commonly employ variants of GDDR memory. Workstations sometimes incorporate error-correcting code features to avoid failures in vital software. Moreover, workstations consume larger amounts of that memory: typically 32 to 48GB versus the 12 to 24GB found on consumer models."], ["Consequently, any diversion from the consumer personal computer market will probably intensify the scarcity of memory for consumer graphics cards. The outlook is one that consumers may not welcome."], ["Peddie stated, 'Based on feedback from suppliers and ongoing geopolitical factors, we're anticipating complete unavailability, full stop. Supply will be extremely restricted, which will discourage buyers from proceeding. So, even if you planned to upgrade your personal computer or graphics card in 2026, you'll now think twice.'"], ["He continued, 'With prices jumping by 50 percent—I don't need it that urgently, do I? It's desirable but not essential. I'll hold off until costs normalize—which will severely impact consumer personal computer and graphics board purchases.'"], ["Mark has contributed to PCWorld over the past 10 years, drawing on three decades of technology reporting expertise. He has penned more than 3,500 pieces for PCWorld, focusing on personal computer processors, accessories, and Microsoft Windows, among various subjects. His work has appeared in outlets such as PC Magazine, Byte, eWEEK, Popular Science, and Electronic Buyers' News, where he co-received a Jesse H. Neal Award for news coverage. Lately, he relinquished a assortment of several dozen Thunderbolt docks and USB-C hubs due to insufficient office space."]}