SharonAI 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.

Microsoft sells productivity, security, business, and developer software alongside Azure cloud infrastructure and platform services. Commercial customers pay through subscriptions, software licenses, and usage charges. Consumer businesses include Windows, Xbox, and advertising. Beginning in fiscal 2027, Microsoft reports two segments: agents and infra, containing its commercial software and cloud businesses, and devices and consumer.

Alphabet is a holding company that wholly owns internet giant Google. The California-based company derives slightly more than three-fourths of its revenue from Google services, the vast majority of which is advertising sales. Alongside online ads, Google services houses sales stemming from Google’s subscription services (YouTube TV and YouTube Music, among others), platforms (sales and in-app purchases on Play Store), and devices (Chromebooks, Pixel smartphones, and smart home products such as Chromecast). Google’s cloud computing platform accounts for more than 20% of Alphabet’s revenue. The firm’s investments in up-and-coming technologies such as self-driving cars (Waymo) and health (Isomorphic) make up the rest.

Amazon.com operates an online marketplace, sells merchandise directly, and provides fulfillment and advertising services to merchants and brands. Prime combines delivery benefits with digital content to encourage repeat purchases. Amazon Web Services supplies computing, storage, databases, and artificial intelligence services. The company reports North America, international, and AWS segments; advertising and subscriptions are included within the geographic segments. AWS accounts for roughly one-fifth of revenue and the majority of operating income.

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 Technology is a semiconductor manufacturer headquartered in Boise, Idaho. The company designs, develops and manufactures memory and storage technologies used in electronic equipment. Its principal technologies include dynamic random-access memory, NAND flash and NOR memory, which support the storage and retrieval of digital information. Customers use its products in data centres, personal computers, smartphones, vehicles and other connected equipment. Micron earns revenue from sales of memory and storage products to equipment manufacturers and other business customers. Founded in 1978, it developed from a small semiconductor design company into an international manufacturer with fabrication, assembly, testing and research operations. Its manufacturing footprint spans the United States and multiple Asian locations, while design centres and customer laboratories support product development and applications. The company operates under the Micron Technology name and maintains its corporate base in Boise.

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.

SK Hynix is a semiconductor memory manufacturer with around 60%-70% of its revenue from DRAM and 30%-35% of its revenue from NAND. The company is both the second-largest DRAM and NAND supplier globally, with a 33% and 21% market share, respectively, as of 2024. SK Hynix increased its market position in NAND from fourth to second, after acquiring Intel's NAND business in 2021. SK Square, an investment management company spun off from SK Telecom, is SK Hynix's largest shareholder and currently holds 20% of the company's shares.

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 photomask onto a semiconductor wafer. Lithography allows chipmakers to increase the number of transistors in 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, Intel, SK Hynix, and Micron.

CXMT Corp is engaged in the research, design, production and sales of Dynamic Random Access Memory (DRAM) products. These DRAM products are widely used in mobile terminals, computers, servers, virtual reality, and the Internet of Things (IoT).

Oracle is an American multinational technology company headquartered in Austin, Texas, having moved its head office from Redwood Shores, California, in December 2020. It was co-founded on June 16, 1977, in Santa Clara, California, by Larry Ellison, Bob Miner and Ed Oates as Software Development Laboratories, and took its name from its flagship Oracle Database. Oracle sells database software, enterprise applications including enterprise resource planning, human capital management, customer experience and supply chain software, Oracle Cloud Infrastructure and hardware to businesses and governments. It acquired Sun Microsystems and, in June 2022, Cerner for $28.3 billion, which now forms Oracle Health. In January 2025 Oracle joined OpenAI, SoftBank and MGX in the Stargate AI infrastructure venture, and in September 2025 it signed a $300 billion contract with OpenAI for 4.5 gigawatts of capacity over five years. For the quarter ended November 2025 it reported revenue of $14.1 billion, with cloud infrastructure revenue up 68% to $4.1 billion and remaining performance obligations of $130 billion. It employed 141,000 full-time staff in May 2026, and Clay Magouyrk and Mike Sicilia succeeded Safra Catz as co-CEOs, with Ellison as chairman and chief technology officer.

Cisco Systems is a United States networking technology company headquartered in San Jose, California. It develops and sells routers, switches, security products, collaboration systems and software used to connect and manage digital networks. The company serves enterprises, telecommunications providers, public-sector organizations and smaller businesses worldwide. Revenue comes from hardware product sales, software subscriptions, licensing and technical support services. Cisco agreed to acquire CAIS Software Solutions and its IPORT technology in 2000 to strengthen products for property-based broadband access. The company is publicly listed and operates globally through direct sales and partner channels, with products spanning campus, data-center, wide-area and Internet infrastructure.

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.

Alibaba Group is a Chinese technology company headquartered in Hangzhou, Zhejiang, founded on 28 June 1999 by Jack Ma and 17 friends and students as the business-to-business marketplace Alibaba.com. It operates China's largest consumer marketplaces, Taobao (consumer-to-consumer) and Tmall (business-to-consumer), the global B2B site Alibaba.com and domestic wholesale platform 1688, alongside international e-commerce, Alibaba Cloud, the Cainiao logistics network, local consumer services and digital media and entertainment businesses, reorganised in 2023 into six business groups. It earns revenue mainly from merchant advertising and commissions on its marketplaces, plus cloud computing, logistics and direct sales. Early backers included Goldman Sachs, SoftBank and Investor AB, which invested $25 million in October 1999. Its September 2014 New York Stock Exchange IPO raised $25 billion, then the largest in history, giving it a market value of $231 billion, and in January 2018 it became the second Asian company to pass a $500 billion valuation. Joseph Tsai became chairman and Eddie Wu chief executive in 2023.

Arista Networks is a networking equipment provider that primarily sells Ethernet switches and software to data centers. Its marquee product is its extensible operating system that runs a single image across every single one of its devices. The firm operates as one reportable segment. It has steadily gained market share since its founding in 2004, with a focus on high-speed applications. Arista counts Microsoft and Meta Platforms as its largest customers and derives roughly three-fourths of its sales from North America.

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 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.

IBM (International Business Machines) is an American technology company headquartered in Armonk, New York, and operating in more than 175 countries. It sells hybrid-cloud and AI software, including Red Hat and the watsonx portfolio, IT consulting services, and infrastructure hardware such as IBM Z mainframes. Its customers are mainly large enterprises and governments, and it earns revenue from software subscriptions and licences, consulting and managed-services contracts, and hardware sales and financing. In 2025 IBM reported revenue of $67.5 billion, up 8%, with software up 11%, consulting up 2% and infrastructure up 12%, and free cash flow of $14.7 billion. The company was founded in 1911 as the Computing-Tabulating-Recording Company and renamed International Business Machines in 1924; it dominated mainframe computing with the System/360 and launched the IBM Personal Computer in 1981 before selling its PC division to Lenovo in 2005. More recently it bought Red Hat for $34 billion in 2019, spun off its managed infrastructure services unit as Kyndryl in 2021, and in December 2025 agreed to acquire data-streaming company Confluent for about $11 billion. Arvind Krishna is chairman and chief executive.

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.

Qualcomm is a San Diego semiconductor, software and wireless-technology company founded in 1985. It designs modem, radio-frequency, connectivity, automotive and computing platforms used by device manufacturers and network operators worldwide. The company develops and licenses a large portfolio of patents essential to cellular standards and earns revenue through chip sales and technology licensing. Its Snapdragon platforms combine processors, connectivity, graphics and artificial-intelligence capabilities for smartphones, vehicles, personal computers and connected devices. Qualcomm also invests in and acquires technologies that extend its wireless intellectual-property base into adjacent markets. At the time of the HaloIPT transaction, its European Innovation Development group was pursuing wireless-power systems for electric vehicles. Qualcomm acquired substantially all HaloIPT technology and hired its team in November 2011 while establishing a continuing research relationship with Auckland UniServices. The company is publicly traded on Nasdaq and primarily serves manufacturers, carriers and enterprise customers.

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, and consumer end markets with processors, optical and copper transceivers, switches, and storage controllers.

Cloudflare is a software company based in San Francisco, California, that offers security and web performance offerings by utilizing a distributed, serverless content delivery network, or CDN. The firm’s edge computing platform, Workers, leverages this network by providing clients the ability to deploy and execute code without maintaining servers.

ServiceNow Inc provides software solutions to structure and automate various business processes via a SaaS delivery model. The company primarily focuses on the IT function for enterprise customers. ServiceNow began with IT service management, expanded within the IT function, and more recently directed its workflow automation logic to functional areas beyond IT, notably customer service, HR service delivery, and security operations. ServiceNow also offers an application development platform as a service.

Equinix is a global digital-infrastructure company that develops and operates carrier-neutral data centres and interconnection services. Founded in Silicon Valley in 1998, it is headquartered in Redwood City, California, and is publicly listed on Nasdaq. Its International Business Exchange and xScale facilities give enterprises, cloud platforms, network operators, content providers and financial institutions places to deploy computing equipment and exchange data. Customers also use virtual networking, managed infrastructure, security and professional services to connect distributed applications across markets. Equinix earns recurring revenue primarily from colocation space, power, cross-connects and other subscription-like infrastructure services, supplemented by usage and service fees. Its platform spans hundreds of data centres across six continents and links customers to a large ecosystem of cloud and network providers. The company is structured as a real estate investment trust for United States federal income-tax purposes.

Tata Consultancy Services is a leading global IT services provider based in Mumbai, India. Founded in 1968, it is one of the first companies to leverage a global delivery model that helps clients outsource their IT needs to offshore labor. The company boasts a wide range of offerings, including IT consulting, managed services, and business process outsourcing.

American Tower owns and operates about 150,000 wireless towers throughout the US, Asia, Latin America, Europe, and Africa. It also owns and/or operates 30 data centers in 11 US markets after acquiring CoreSite. On its towers, the company has a very concentrated customer base, with most revenue in each market generated by the top few mobile carriers. The company operates more than 40,000 towers in the US, which accounted for about half of total revenue in 2024. Outside the US, American Tower operates about 47,000 towers in Latin America (dominated by Brazil), 32,000 towers in Europe, and 27,000 towers in Africa. American Tower operates as a REIT.

NTT Group is the Japanese telecommunications and information technology group led by NTT, Inc., a holding company headquartered in Otemachi, Chiyoda, Tokyo and listed on the Tokyo Stock Exchange. The company traces its origins to Japan's state telegraph service; the government-owned Nippon Telegraph and Telephone Public Corporation was set up in 1952, privatised on 1 April 1985 as Nippon Telegraph and Telephone Corporation, and renamed NTT, Inc. on 1 July 2025. Its main subsidiaries are mobile operator NTT Docomo, which also sells broadband; NTT East and NTT West, the regional fixed-line and fibre-to-the-home operators; NTT Data, which provides system integration, IT consulting, cloud and managed services, cybersecurity and data centre infrastructure worldwide; plus NTT Urban Solutions and NTT Anode Energy. It serves consumers, businesses and public bodies, earning recurring fees for mobile and fixed communications services and project and service fees from its IT business. In fiscal 2025 (the year to March 2026) it reported revenue of ¥14.41 trillion and net income of ¥1.04 trillion, with about 347,700 employees, and it ranks among the world's largest telecommunications companies by revenue. Japan's Minister of Finance holds 34.25% of the shares. Akira Shimada is president and chief executive and Jun Sawada is chairman.

Vertiv has roots tracing back to 1946 when its founder, Ralph Liebert, developed an air-cooling system for mainframe data rooms. As computers started making their way into commercial applications in 1965, Liebert developed one of the first computer room air conditioning, or CRAC, units, enabling the precise control of temperature and humidity. The firm has slowly expanded its data center portfolio through internal product development and the acquisition of thermal and power management products like condensers, busways, and switches. Vertiv has global operations today; its products can be found in data centers in most regions throughout the world.

Digital Realty is a real estate investment trust that owns and operates carrier-neutral data centers, headquartered in Austin, Texas after relocating there in January 2021. It was established in 2004 by GI Partners, which contributed 21 data centers acquired in bankruptcy auctions, and it trades on the New York Stock Exchange as DLR and is a member of the S&P 500. In 2023 it operated over 300 facilities in more than 25 countries, and it reported revenue of US$4.69 billion in 2022 with about 3,450 employees. It earns rent and fees from colocation, interconnection and large-scale space leased to cloud providers, enterprises and carriers. Its large acquisitions include DuPont Fabros Technology in 2017, Ascenty in 2018 for US$1.8 billion, and Interxion, announced in October 2019 at a US$8.4 billion enterprise value and completed on 12 March 2020. Andrew Power is chief executive.

Hewlett Packard Enterprise is an enterprise IT company headquartered in Spring, Texas, near Houston. It sells servers, networking equipment, hybrid-cloud and storage products and financing to business customers, and offers its HPE GreenLake platform as pay-per-use cloud consumption. In fiscal 2025 (year ended October 31, 2025) net revenue was $34.3 billion, up 14%, split across Server ($17.7 billion), Networking ($6.9 billion), Hybrid Cloud ($5.8 billion) and Financial Services ($3.5 billion), and it had approximately 67,000 employees. Revenue comes from hardware, software and services sales, GreenLake consumption services and financing through its Financial Services arm. On July 2, 2025 it completed the acquisition of Juniper Networks for total consideration of $13.6 billion, and Networking revenue rose 51% in fiscal 2025. HPE was created on November 1, 2015, when Hewlett-Packard split into HP Inc. and Hewlett Packard Enterprise; in 2017 it spun off its Enterprise Services business into DXC Technology and its software business into Micro Focus, and Antonio Neri has been CEO since 2018.

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.

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.

HCL Technologies Ltd provides enterprises with IT solutions. It focuses on offering Digital, Internet of Things, Cloud, Automation, Cybersecurity, Infrastructure Management, and Engineering services to solve business problems for clients. It offers solutions to a variety of industries, including Financial Services, Public Services, Consumer Services, Healthcare, and Manufacturing. It operates in three segments: IT and Business Services, Engineering and R&D Services, and HCL Software. The firm emphasizes consultation services for firms, intending to offer them digital and design solutions. The majority of the firm's revenue comes from the IT and Business Services segment. Geographically, it derives maximum revenue from the USA, and the rest from Europe, India, and the Rest of the world.

Crown Castle owns or manages roughly 40,000 wireless towers in the United States. It leases space on its towers to wireless service providers, which install equipment to support their wireless networks. The company has a very concentrated customer base, with about 75% of its revenue from the Big Three US mobile carriers: Verizon, T-Mobile, and AT&T. Crown Castle has plans to divest its fiber business, which is expected to be finalized in the first half of 2026. After that, it will be a stand-alone tower operator. Crown Castle operates as a real estate investment trust.

Quanta Computer is a Taiwanese contract manufacturer of electronic hardware, headquartered in Taoyuan, that designs and builds products for global technology brands as an original design manufacturer (ODM). It is one of the world's largest makers of notebook computers, with an estimated 31% of worldwide notebook production in the first quarter of 2008, and it also builds servers, enterprise network systems, home entertainment, mobile communication and automotive electronics products. Quanta was chosen in 2005 as the manufacturer of the One Laptop per Child project's XO-1 laptop and in 2011 designed servers with Facebook as part of the Open Compute Project. It earns revenue from manufacturing contracts with brand owners and cloud operators. The company was founded in 1988 and is listed on the Taiwan Stock Exchange. It has also made strategic investments, including joining the US$56 million third funding round of InfiniBand chip developer Mellanox Technologies in 2002.

NetApp Inc is a provider of enterprise data management and storage solutions. The company's segments include Hybrid Cloud and Public Cloud. It generates maximum revenue from the Hybrid Cloud segment. The Hybrid Cloud segment offers a portfolio of storage management and infrastructure solutions that help customers recast their traditional data centers with the power of the cloud. This portfolio is designed to operate with public clouds to unlock the potential of hybrid, multi-cloud operations. Hybrid Cloud is composed of software, hardware, and related support, as well as professional and other services. Geographically, the company generates the majority of its revenue from the United States, Canada and Latin America (Americas).

CoreWeave is a modern cloud infrastructure company that offers Nvidia GPUs and other essential AI hardware with optimized efficiency to handle the most demanding AI training and inference workloads. Its cloud platform supports the development and use of foundational large language models and the delivery of next-generation AI applications to satisfy the growing demand for AI around the world.

Shanghai Enflame Technology Co Ltd is engaged in the research, design and sales of cloud-based AI chips and related products.

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.

Wiwynn Corp is a Taiwan-based cloud infrastructure provider. The company is a cloud-enabling service company that is engaged in research, development, design, testing, and sales of products, semi-products, peripheral equipment and parts of computer and peripheral equipment, data storage media, electric appliances and media products, information software, export business relating to the business of the company, management consult services, information software services, and data processing services. The company derives revenue from the manufacturing and sale of servers and storage in cloud infrastructure and hyperscale data centers.

Verisign is an operator of critical infrastructure within the domain name system, or DNS. As the registry for some of the world’s most popular TLDs, .com and .net, Verisign directs DNS resolvers to the appropriate registry where IP addresses are stored. Verisign’s control over its TLDs is regulated by ICANN and the NTIA and are subject to contract renewal every six years. The company generates revenue through annual subscriptions allowing customers to use .com and .net as their TLD of choice for their respective websites.

Most of Baidu's revenue comes from Baidu core, with the rest coming from video-streaming subsidiary iQiyi. The firm’s main businesses include online marketing services from its search engine, AI cloud infrastructure, AI applications, AI marketing, and autonomous driving.

Founded in 2007, MongoDB is a vendor of a document-oriented database that accelerates development processes of new applications. Enterprise customers can choose between the fully managed offering, MongoDB Atlas, or the self-managed version, MongoDB Enterprise Advanced. MongoDB is a popular tool among developers, and its free Community Server has recorded over 500 million downloads since 2009.

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.

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.

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.

CDW Corp is a multi-brand provider of information technology (IT) solutions to businesses, government, education, and healthcare customers in the United States, the United Kingdom, and Canada. The company's offerings range from hardware and software products to integrated IT solutions and services, including on-premise and cloud capabilities across hybrid infrastructure, digital experience, and security. Its reportable segments are Corporate, Small Business, Public, and Other. The Corporate and Small Business segments serve US private sector business customers, while the Public segment consists of government agencies and education and healthcare institutions in the US. The Corporate segment generates the majority of its revenue in the United States.