--- title: "The AI Value Chain Unbundling: Down to Physical Infrastructure and Materials" type: "News" locale: "en" url: "https://longbridge.com/en/news/296894969.md" description: "As aggregators solidify their dominance, AI capital expenditure is cascading down the value chain into secondary infrastructure, memory, and even raw materials. Understanding this unbundling is critical." datetime: "2026-08-25T10:12:58.000Z" locales: - [zh-CN](https://longbridge.com/zh-CN/news/296894969.md) - [en](https://longbridge.com/en/news/296894969.md) - [zh-HK](https://longbridge.com/zh-HK/news/296894969.md) generator: "portal-rs" --- # The AI Value Chain Unbundling: Down to Physical Infrastructure and Materials The key to understanding the current evolution of AI infrastructure is understanding the underlying business model shift. This is not just about how large language models evolve, but rather how the voracious appetite for compute is reshaping the entire value chain of physical and material supply. Over the past two years, we have seen a few chip giants and cloud providers absorb the bulk of the profits as classic aggregators. But as this aggregation effect reaches a critical threshold, the indispensable nature of AI demand is forcing the value chain downstream, repricing secondary infrastructure, memory networks, and even fundamental raw materials. This is a classic unbundling process—compute is no longer an abstract concept in the cloud, but rather the physical sum of data center cooling, high-speed memory, and even rare earth elements. ### Carrier Global (CARR.US) and Upward Mobility in the Value Chain When we talk about data centers, cooling has traditionally been viewed as a marginal component. Carrier Global (CARR.US), a legacy HVAC company, is undergoing a structural re-evaluation due to the extreme power density requirements of AI data centers. Although it recently faced some earnings pressure and regulatory scrutiny, macroeconomically, cooling systems are transitioning from a commoditized complement to a core constraint defining new build standards. This means that the more hyperscalers race to expand compute, the deeper their reliance on efficient cooling physics becomes, which is why players like Carrier are uniquely positioned to benefit from the AI boom. ### Bit Origin (BTOG.US) & VCI Global (VCIG.US): The Fringes of Compute Beyond the core cloud hyperscalers, we are also seeing diversification among compute suppliers. Bit Origin (BTOG.US) is pivoting toward AI infrastructure, recently disclosing the acquisition of Nvidia Blackwell B300 servers for USD 11 million in total consideration, planned for deployment in Malaysia. Similarly targeting sovereign AI clouds and edge compute is VCI Global (VCIG.US), which recently launched VGAIN Cloud in a bid to establish GPU compute centers in Southeast Asia. A platform empowers third parties, whereas an aggregator intermediates them; these two companies are attempting to fill localized compute gaps in regional markets that super-aggregators cannot perfectly cover. This, in turn, points to a decentralized trend in compute infrastructure. ### Netlist (NLST.US) & SMC Corp (SMCAY.US): Moats in Memory and Patents The evolution of AI eats not just processing power, but memory. Netlist (NLST.US), which designs high-performance memory subsystems, is a crucial node in this logic. The company recently forged a five-year strategic alliance with Samsung covering patent cross-licensing and memory supply, alongside delivering a robust Q2 2026 net sales figure of USD 109.8 million (up 163% year-over-year). Meanwhile, it continues its patent litigation against Micron. On the other end of intellectual property, SMC Corp (SMCAY.US), which holds tens of thousands of wireless and video technology patents, demonstrates another defensive posture of the tech foundation. This means that whoever controls the foundational patents for data transmission can siphon off part of the profit pools generated by system integrators. ### Materion (MTRN.US) & Ramaco Resources (METC.US): The Repricing of Physics If we continue to peel back the layers down the value chain, we eventually hit fundamental physical materials. Advanced materials company Materion (MTRN.US) posted strong Q2 2026 financial results with quarterly revenue reaching USD 308 million, consecutively raising its full-year outlook. On the flip side, Ramaco Resources (METC.US) is actively exploring rare earth and critical mineral projects (such as gallium feedstocks) at its Brook Mine in Wyoming, expanding beyond its traditional metallurgical coal business. This value descent from the software layer to the lowest level of rare metals might look like a mere elongation of the supply chain. This, though, is exactly backwards—it is precisely these non-renewable physical bottlenecks that reverse-constrain the expansion speed of top-tier AI models. ### Aduro Clean Technologies (ADUR.US), UX, and BNC: The Broader Ecosystem Of course, technology diffusion extends beyond AI. Aduro Clean Technologies (ADUR.US), focused on the upcycling of waste plastics and oil, is advancing the commercialization of its water-based technology, recently selecting Saipem for engineering support. On the software interaction front, the UX design industry is facing a paradigm shift driven by generative AI redefining user experiences. Meanwhile, traditional financial services providers (such as banking operations associated with BNC) observe from the back row how this capital-intensive tech frenzy impacts overall credit environments. This means that when we deconstruct the current tech landscape, we must step outside the binary framework of "chips vs. models." From Carrier's cooling solutions to Materion's advanced materials, this is not just a cyclical fluctuation, but a comprehensive takeover of the physical world by underlying business models. *This article does not constitute investment advice.* ### Related Stocks - [BTOG.US](https://longbridge.com/en/quote/BTOG.US.md) - [ADUR.US](https://longbridge.com/en/quote/ADUR.US.md) - [CARR.US](https://longbridge.com/en/quote/CARR.US.md) - [VCIG.US](https://longbridge.com/en/quote/VCIG.US.md) - [BNC.US](https://longbridge.com/en/quote/BNC.US.md) - [SMCAY.US](https://longbridge.com/en/quote/SMCAY.US.md) - [NLST.US](https://longbridge.com/en/quote/NLST.US.md) - [METC.US](https://longbridge.com/en/quote/METC.US.md) - [MTRN.US](https://longbridge.com/en/quote/MTRN.US.md) - [SGRX.US](https://longbridge.com/en/quote/SGRX.US.md) ## Related News & Research - [National Pension Service Has $86.46 Million Stock Position in Carrier Global Corporation $CARR](https://longbridge.com/en/news/298801414.md) - [Carrier Transicold launches online parts marketplace, expands rollout beyond Germany across Europe](https://longbridge.com/en/news/299059175.md) - [How Investors May Respond To Netlist (NLST) Samsung Alliance](https://longbridge.com/en/news/298808200.md) - [Allianz Asset Management GmbH Purchases New Holdings in Materion Corporation $MTRN](https://longbridge.com/en/news/298412769.md) - [Carrier Transicold to showcase electrification, low-GWP refrigeration at IAA Transportation 2026](https://longbridge.com/en/news/298336767.md) --- > **Disclaimer: This article is for reference only and does not constitute any investment advice.**