Shanghai Biren Technology Valuation Multiples

Nvidia is a leading developer of graphics processing units. Traditionally, GPUs were used to enhance the experience on computing platforms, most notably in gaming applications on PCs. GPU use cases have since emerged as important semiconductors used in artificial intelligence to run large language models. Nvidia not only offers AI GPUs, but also a software platform, Cuda, used for AI model development and training. Nvidia is also expanding its data center networking solutions, helping to tie GPUs together to handle complex workloads.

Taiwan Semiconductor Manufacturing Co. is the world's largest dedicated chip foundry, with about 70% market share in 2025. TSMC was founded in 1987 as a joint venture of Philips, the government of Taiwan, and private investors. It went public in Taiwan in 1994 and as an ADR in the US in 1997. TSMC's scale and high-quality technology allow the firm to generate solid operating margins, even in the highly competitive foundry business. Furthermore, the shift to the fabless business model has created tailwinds for TSMC. The foundry leader has an illustrious base of customers, including Apple, AMD, and Nvidia, that look to apply its cutting-edge process technologies to their semiconductor designs. TSMC employs more than 83,000 people.

Broadcom is one of the largest semiconductor companies in the world and has also expanded into infrastructure software. Its semiconductors primarily serve computing, wired connectivity, and wireless connectivity. It has a significant position in custom AI chips to train and run inference for large language models. It is primarily a fabless designer but holds some manufacturing in-house. In software, it sells virtualization, infrastructure, and security software to large enterprises, financial institutions, and governments. Broadcom is the product of consolidation. Its businesses are an amalgamation of former companies like legacy Broadcom and Avago Technologies in chips, as well as VMware, Brocade, CA Technologies, and Symantec in software.

Micron is one of the largest semiconductor companies in the world, specializing in memory and storage chips. Its primary revenue stream comes from dynamic random access memory, or DRAM, and it also has minority exposure to not-and or NAND, flash chips. Micron serves a global customer base, selling chips into data centers, mobile phones, consumer electronics, and industrial and automotive applications. The firm is vertically integrated.

Advanced Micro Devices designs a variety of digital semiconductors for markets such as PCs, gaming consoles, data centers (including artificial intelligence), industrial, and automotive applications. AMD’s traditional strength was in central processing units and graphics processing units used in PCs and data centers. However, AMD is emerging as a prominent player in AI GPUs and related hardware. Additionally, the firm supplies the chips found in prominent game consoles such as the Sony PlayStation and Microsoft Xbox.

ASML is the leader in lithography systems for manufacturing semiconductors with 90% market share. Lithography is the process in which a light source is used to expose circuit patterns from a photo mask onto a semiconductor wafer. Lithography allows chipmakers to increase the number of transistors on the same area of silicon, with lithography historically representing a high portion of the cost of making cutting-edge chips. ASML outsources the manufacturing of most of its parts, acting like an assembler. ASML’s largest clients are TSMC, Samsung, and Intel.

Applied Materials is the largest semiconductor wafer fabrication equipment manufacturer in the world. It has a broad portfolio spanning nearly every corner of the WFE ecosystem. Applied Materials holds leading market share in deposition, which entails the layering of new materials on semiconductor wafers. It is more exposed to general-purpose logic chips made at integrated device manufacturers and foundries. It counts the largest chipmakers in the world as customers, including TSMC, Intel, and Samsung.

Lam Research is one of the largest semiconductor wafer fabrication equipment manufacturers in the world. It specializes in deposition and etch, which entail the buildup of layers on a semiconductor and the subsequent selective removal of patterns from each layer. Lam holds the top market share in etch and holds the clear second share in deposition. It is more exposed to memory chipmakers for DRAM and NAND chips. It counts as top customers the largest chipmakers in the world, including TSMC, Samsung, Intel, and Micron.

Arm Holdings is the IP owner and developer of the ARM architecture, which is used in 99% of the world’s smartphone CPU cores, and it also has high market share in other battery-powered devices like wearables, tablets, or sensors. Arm licenses its architecture for a fee, offering different types of licenses depending on the flexibility the customer needs. Customers like Apple or Qualcomm buy architectural licenses, which allow them to modify the architecture and add or delete instructions to tailor the chips to their specific needs. Other clients directly buy off-the-shelf designs from Arm. Both off-the-shelf and architectural customers pay a royalty fee per chip shipped.

Dell Technologies is a broad information technology vendor, primarily supplying hardware to enterprises. It focuses on premium and commercial personal computers, as well as enterprise on-premises data center hardware. It holds top-three market shares in its core markets of personal computers, peripheral displays, mainstream servers, and external storage. Dell has a robust ecosystem of component and assembly partners, and also relies heavily on channel partners to fulfill its sales.

Qualcomm develops and licenses wireless technology and designs chips for smartphones. The company's key patents revolve around CDMA and OFDMA technologies, which are standards in wireless communications that are the backbone of all 3G, 4G, and 5G networks. Qualcomm's IP is licensed by virtually all wireless device makers. The firm is also the world's largest wireless chip vendor, supplying nearly every premier handset maker with leading-edge processors. Qualcomm also sells RF-front end modules into smartphones, as well as chips into automotive and Internet of Things markets.

Marvell Technology is a fabless chip designer focused on wired networking, where it has the second-highest market share. Marvell serves the data center, carrier, enterprise, automotive, and consumer end markets with processors, optical and copper transceivers, switches, and storage controllers.

Hewlett Packard Enterprise is an information technology vendor that provides hardware and software to enterprises. Its primary product lines are compute servers, storage arrays, and networking equipment; it also has a high-performance computing business. HPE's stated goal is to be a complete edge-to-cloud company. Its portfolio enables hybrid clouds and hyperconverged infrastructure.

A merger between Italian firm SGS Microelettronica and the nonmilitary business of Thomson Semiconducteurs in France formed STMicroelectronics in 1987. STMicroelectronics is a leader in a variety of semiconductor products, including analog chips, discrete power semiconductors, microcontrollers, and sensors. It is an especially prominent chip supplier to the industrial and automotive industries.

Astera Labs Inc designs and delivers semiconductor-based connectivity solutions for cloud and AI infrastructure. Its Intelligent Connectivity Platform integrates semiconductor technology, microcontrollers, sensors, and software to enhance performance, scalability, and data management. The company offers products such as integrated circuits (ICs), boards, and modules, catering to hyperscalers and system OEMs. The company's solutions focus on data, network, and memory management in AI-driven platforms. Geographically, the company operates in Singapore, China, Taiwan, and United States, of which maximum revenue is derived from United States.

MetaX Integrated Circuits (Shanghai) Co Ltd is engaged in the research, design, and sale of high-performance GPU chips and computing platforms. Its business activities include technical services, technology development, consulting, and technology transfer in the areas of integrated circuit, electronic, communication, computer software and hardware, and network technologies. The company also provides integrated circuit design, software development, and sells electronic products.

Nebius is a vertically integrated cloud provider focusing on AI and high-performance computing. It is a carve-out of the previous Russian tech firm Yandex, following the Russian sanctions since the Ukraine-Russia war. Nebius designs and operates its own data centers and servers across Europe and the US, with a total capacity of several hundred megawatts. In September 2025, Microsoft became a major Nebius client under a multiyear $17 billion revenue agreement to provide computing capacity.

Moore Threads Technology Co Ltd is principally engaged in the R&D, design and sales of graphics processing units(GPUs) and related products. The business includes providing technical services, technology development, technical consulting, technology exchanges, technology transfers, technology promotion and information system integration. Besides chip design and sales, it also engages in import-export activities related to technology and hardware products.

SJ Semiconductor Corp is engaged in mid-stage silicon wafer processing and back-end packaging business in the packaging and testing industry for integrated circuits.

CoreWeave Inc is a modern cloud infrastructure technology company that offers the CoreWeave Cloud Platform which consists of proprietary software and cloud services that deliver the automation and efficiency needed to manage complex AI infrastructure at scale. Its platform supports the development and use of ground-breaking models and the delivery of the next generation of AI applications that are changing the way of living and working across the globe.

Cerebras Systems Inc is an AI company. It designs the world's fastest AI infrastructure for training and inference. The company builds the world's largest semiconductor as well as the AI systems to power, cool, and feed the processors data. It develops software to link these systems together into industry-leading supercomputers that are simple to use even for the most complicated AI work, using familiar ML frameworks like PyTorch. Customers use its supercomputers to train industry-leading models. The company uses these supercomputers to run inference at speeds unobtainable from alternative commercial technologies. It delivers these AI capabilities to its customers on-premise and via the cloud. The company generates the majority of its revenue from the USA.

Shanghai Iluvatar CoreX Semiconductor Co Ltd offers GPGPU products and AI computing solutions across diverse industries. Its product portfolio includes GPGPU chips and accelerators, as well as customized AI computing solutions, including GPGPU servers and clusters, that combine its hardware with proprietary software stack to address specific customer needs in training and inference scenarios. The company specializes in the research, design, and deployment of advanced GPGPU products and AI computing solutions across diverse industries.

Super Micro Computer Inc provides high-performance server technology services to cloud computing, data centers, high-performance computing, and the Internet of Things embedded markets. Its solutions include servers, storage systems, modular blade servers, workstations, full-rack scale solutions, networking devices, server sub-systems, and server management. These turn-key solutions are designed, developed, validated, and installed for AI datacenters. The company has one operating segment that develops and provides high-performance server solutions based upon a, modular and open-standard architecture. More than half of the firm's revenue is generated in the United States, with the rest coming from Europe, Asia, and other regions.

TOTO Ltd manufactures and sells bathroom materials for maintenance, improvement, construction, and home improvement projects. The company's product portfolio includes toilets, urinals, sinks, plumbing accessories, bathtubs, unit bathrooms, faucets, drain fittings, marble counters, and electric water heaters, and others.. The firm organizes itself based on geography and operates through six business segments, which include the Japan Housing Equipment Business segment, the Mainland China Business segment, the Asia and Oceania Business segment, the Americas Business segment, the Europe Business segment, and the New field business - Ceramic business.. It generates the majority of its revenue from the Japan Housing Equipment Business segment.

Core Scientific Inc is engaged in designing, building and operating digital infrastructure for high-performance computing. The business operates in three operating segments; Digital Asset Self-Mining, consisting of performing digital asset mining for the own account, Digital Asset Hosted Mining, consisting of providing hosting services to third parties for digital asset mining, and HPC Hosting, consisting of providing hosting services to third parties for graphics processing unit (GPU) based HPC hosting operations. The majority of revenue is derived from the Digital Asset Self-Mining Segment.

D-Wave Quantum Inc is in the development and delivery of quantum computing systems, software, and services, and it is the commercial supplier of quantum computers and the only company building both annealing quantum computers and gate-model quantum computers. It delivers customer value with practical quantum applications for problems as diverse as logistics, artificial intelligence, materials sciences, drug discovery, scheduling, cybersecurity, fault detection, and financial modeling. Its annealing quantum computers are accessible through the company’s LeapTM cloud service.

Xanadu Quantum Technologies Inc specializes in designing photonic devices and the platforms around them, including the experimentation and development of quantum computers available on the cloud with supporting software, along with quantum simulators and other related products and offerings.

SharonAI Holdings Inc is a high-performance computing (HPC) company deploying large-scale energy and compute infrastructure, USA energy markets and infrastructure asset management. Its services include: Sovereign AI Australia, GPU-as-a-Service, SHARON AI Cloud, SHARON AI Private Cloud, Virtual Private Clusters, HPC Servers, SHARON AI Supercluster, GPU Fleet, Virtual Servers, Cloud Storage, AI Model Training, High-Performance Computing (HPC), and Video Encoding & Decoding. The company's products are: Sovereign AI Australia, GPU-as-a-Service, SHARON AI Cloud, SHARON AI Private Cloud, Virtual Private Clusters, HPC Servers, SHARON AI Supercluster, GPU Fleet, Virtual Servers, Cloud Storage, AI Model Training, High Performance Computing (HPC), and Video Encoding & Decoding.

POET Technologies Inc is a design and development company offering high-speed optical engines, light source products, and custom optical modules to the artificial intelligence systems market and hyperscale data centers. Its integration solutions are based on the POET Optical Interposer, a novel, patented platform that allows the seamless integration of electronic and photonic devices into a single chip using wafer-level semiconductor manufacturing techniques. POET’s Optical Interposer platform also solves device integration challenges across a broad range of communication, computing, and sensing applications. The company operates geographically in the United States, Canada, Singapore and China.

Whitefiber Inc is a provider of artificial intelligence infrastructure solutions. The company owns high-performance computing data centers and provide cloud-based HPC graphics processing units services, which it terms cloud services, for customers such as AI application and machine learning developers. Its Tier-3 data centers provide hosting and colocation services. Its cloud services support generative AI workstreams, especially training and inference. It has two reportable segments: cloud services and colocation services. The cloud services segment generates revenue from providing high performance computing services to support generative AI workstreams. Colocation services generate revenue by providing customers with physical space, power and cooling within the data center facility.

Northern Data AG is a Business-to-Business technology company developing, using, and selling solutions on vertically integrated computing infrastructure. Its segment includes Peak Mining; Taiga Cloud and Ardent Data Centers. Geographically, it operates in Europe (excluding Germany), North America, and Germany. The company derives maximum revenue from Europe.

Fixstars Corp is a Japan based software company. It offers multicore processors and application acceleration for the next generation of memory technology that delivers high speed IO as well as power savings. The solutions offered by the company are quantum computing, IoT, machine learning and FPGA. It operates in the business areas of Automotive, Flash storage, Industrial equipment, Finance, Healthcare and HPC. The company's products are M-cubed, Geometric Performance Primitives, FlashAir and Yellow Dog Appliance Server.

Alpha Technology Group Ltd operates through its subsidiaries, which are established cloud-based IT solution service providers in Hong Kong. Its Operating Subsidiaries utilize its analytic skills, programming skills, artificial intelligence technologies and technological know-how to provide comprehensive solutions designed to optimize the business performance of customers, meet various industry-specific operational challenges of customers and create new business opportunities for customers. The Operating Subsidiaries provide services for customers from a variety of industries, including consulting, real estate, architectural design, carpark management, electronic payment services, logistics, investments, retail, textiles, wholesale and distribution, etc.

Blaize Holdings Inc provides a customized, programmable processor architecture suite, artificial intelligence (AI)-enabled edge computing solutions. The company is a semiconductor and software technology company dedicated to revolutionizing the world of AI.