e& 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.

Alphabet is a holding company that wholly owns internet giant Google. The California-based company derives slightly less than 90% 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 roughly 10% of Alphabet’s revenue. The firm’s investments in up-and-coming technologies such as self-driving cars (Waymo), health (Verily), and internet access (Google Fiber) make up the rest.

Microsoft develops and licenses consumer and enterprise software. It is known for its Windows operating systems and Office productivity suite. The company is organized into three equally sized broad segments: productivity and business processes (legacy Microsoft Office, cloud-based Office 365, Exchange, SharePoint, Skype, LinkedIn, Dynamics), intelligence cloud (infrastructure- and platform-as-a-service offerings Azure, Windows Server OS, SQL Server), and more personal computing (Windows Client, Xbox, Bing search, display advertising, and Surface laptops, tablets, and desktops).

Amazon is the leading online retailer and marketplace for third party sellers. Retail related revenue represents approximately 74% of total, followed by Amazon Web Services (17%), and advertising services (9%). International segments constitute 22% of Amazon's total revenue, led by Germany, the United Kingdom, and Japan.

Meta is the largest social media company in the world, boasting close to 4 billion monthly active users worldwide. The firm's "Family of Apps," its core business, consists of Facebook, Instagram, Messenger, and WhatsApp. End users can leverage these applications for a variety of different purposes, from keeping in touch with friends to following celebrities and running digital businesses for free. Meta packages customer data, gleaned from its application ecosystem and sells ads to digital advertisers. While the firm has been investing heavily in its Reality Labs business, it remains a very small part of Meta’s overall sales.

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.

Oracle provides enterprise applications and infrastructure offerings through a variety of flexible IT deployment models, including on-premises, cloud-based, and hybrid. Founded in 1977, Oracle pioneered the first commercial SQL-based relational database management system, which is commonly used by the world’s largest companies for high-volume online transaction processing workloads. Besides databases, Oracle also sells enterprise resource planning platforms and cloud infrastructure that play an increasingly important role in large language model training and inferencing.

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.

SoftBank is a Japan-based telecom and e-commerce conglomerate that has expanded mainly through acquisitions, and its key assets include a 40%-owned mobile and fixed broadband telecom operator business in Japan. It also owns 90% of semiconductor chip designer Arm Holdings following the 2023 IPO of this business, and has a vast portfolio of mainly internet- and e-commerce-focused early-stage investments. It is also a general partner of the USD 100 billion SoftBank Vision Fund 1 and sole investor in SoftBank Vision Fund 2, both of which primarily invest in pre-IPO internet and AI companies. Recently, it has begun investing in OpenAI.

China Mobile is not only the largest telecom operator in China by the number of mobile subscribers (1 billion) but also the largest in the world. It has 60% of the total wireless market in China and over 50% of the fixed-line broadband market. The firm has largely rolled out its 5G network, having launched 5G service in late 2019. It is doing some 5G network sharing with China Broadnet at 700 MHz and also resells its 3G/4G/5G network through China Broadnet. Growth is being generated through internet data centers where it has the second-largest network in China and through Cloud Services. The company issued stock on the A-share market in 2022 and completed its first buyback of H-shares.

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.

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.

Founded in Germany in 1972 by former IBM employees, SAP is the world’s largest provider of enterprise application software. Known as the leader in enterprise resource planning software, SAP’s portfolio also includes software for supply chain management, procurement, travel and expense management, and customer relationship management, among others. The company operates in more than 180 countries and has more than 400,000 customers, approximately 80% of which are small to medium-size enterprises.

Deutsche Telekom merged its T-Mobile USA unit with prepaid specialist MetroPCS in 2013, and that firm merged with Sprint in 2020, creating the second-largest wireless carrier in the US. T-Mobile now serves 86 million postpaid and 26 million prepaid phone customers, equal to around 30% of the US retail wireless market. The firm entered the fixed-wireless broadband market aggressively in 2021 and now serves 8 million residential and business customers with its wireless network. It also serves 1 million fiber broadband customers through joint ventures with fiber network owners. T-Mobile owns a stake in these firms, which provide wholesale access to their networks. In addition, T-Mobile provides wholesale services to wireless resellers.

Wireless services account for 75% of Verizon Communications' total service revenue and nearly all of its operating income. The firm serves about 94 million postpaid and 20 million prepaid phone customers via its nationwide network, making it the largest US wireless carrier. Fixed-line telecom operations include local networks in the Northeast that reach about 30 million homes and businesses, including about 20 million served by the Fios fiber-optic network. Verizon closed its acquisition of Frontier Communications in January, adding networks that reach another 15 million locations, including 9 million with fiber. These networks serve about 11 million broadband customers. Verizon also provides telecom services nationwide to enterprise customers, using a mix of its own and other networks.

The wireless business contributes nearly 70% of AT&T’s revenue. The company is the third-largest US wireless carrier, connecting 74 million postpaid and 17 million prepaid phone customers. Fixed-line enterprise services, which account for about 14% of revenue, include internet access, private networking, security, voice, and wholesale network capacity. Residential services, about 11% of revenue, primarily consist of in-home broadband internet access, serving 15 million customers. AT&T also has a sizable presence in Mexico, with 25 million wireless customers, but this business only accounts for 3% of revenue. The company recently sold its 70% equity stake in satellite television provider DirecTV to its partner, private equity firm TPG.

Deutsche Telekom is Germany's incumbent telecom operator and remains the dominant player in mobile and fixed markets. It also owns a controlling stake in T-Mobile US—one of three primary wireless carriers in the United States—which merged with Sprint in 2020, consolidating the market from four to three operators. Aside from its two core markets, Deutsche Telekom operates in several Central European countries and holds an IT arm (Systems Solutions).

Bharti Airtel Ltd is a telecommunications company. The company's segments include Mobile Services India, Mobile Services Africa, Mobile Services South Asia, Airtel Business, Passive Infrastructure Services, Homes Services, Digital TV Services, and others. It generates maximum revenue from the Mobile Services India segment. Mobile Services India services cover voice and data telecom services provided through wireless technology (2G /3G/4G) in India. It includes the captive national long-distance networks, which provide connectivity to the mobile services business in India. It also includes intra-city fibre networks.

Comcast is made up of three parts. The core cable business owns networks capable of providing television, internet access, and phone services to 65 million US homes and businesses, or nearly half of the country. The firm provides services to about 47% of the locations in this territory. Comcast acquired NBCUniversal from General Electric in 2011. Following the spinoff of several cable networks, including CNBC, MSNBC, and USA, NBCU now consists of the NBC network, several local NBC affiliates, Bravo, the Peacock streaming platform, Universal Studios, and several theme parks. Finally, Sky, acquired in 2018, is a large television provider in the UK and Italy.

Founded in 2012, Snowflake is a fully managed platform that consolidates data hosted on different public clouds for centralized analytics and governance. Snowflake’s cloud-native architecture allows users to independently scale the compute and storage layers, providing customers with optimized performance at lower costs. The company’s data lake and data warehouse products support a variety of use cases, including business analytics, data engineering, and artificial intelligence. Snowflake is widely used by Fortune 2000 companies in financial services, media, and retail sectors.

China Telecom is the largest fixed-line operator in China, originally covering 21 southern provinces but now operating nationally. It has 200 million broadband customers, and 437 million wireless subscribers, having overtaken China Unicom to become the second-largest wireless operator in China behind China Mobile. The firm is increasing its cross-selling of products and seeing strong growth from industrial digitization services, such as internet data centers and cloud computing. Its internet data center business is already the largest in China and it is expanding overseas.

America Movil is the largest telecom carrier in Latin America, serving about 330 million wireless customers across the region. It also provides fixed-line phone, internet access, and television services in most of the countries it serves. Mexico is the firm’s largest market, providing about 35% of service revenue. Movil dominates the Mexican wireless market with about 60% customer share and also serves about half of the country's fixed-line internet access customers. Brazil, its second most important market, provides about 20% of service revenue. Movil sold its low-margin wireless resale business in the US to Verizon in 2021 and now owns a 1.4% stake in the US telecom giant. The firm also holds a 61% stake in Telekom Austria.

NTT owns NTT DoCoMo, the largest wireless operator in Japan, with 53 million mobile handset subscribers. It also owns NTT East and NTT West, the two regional incumbent fixed-line operators in Japan, with about 23.6 million broadband lines (around 72% of which are wholesaled). The firm also provides IT and communications systems integration via NTT Communications and NTT Data.

Knowledge Atlas Technology Joint Stock Co Ltd is a AI company in China, dedicated to developing general-purpose large models. It operates in the large language model (LLM) market, a sub-segment of the broader AI market. The company offers general-purpose large model services to institutional customers, including private enterprises and public sector entities, as well as individual users, including individual end-users and individual developers. The company has developed large models and agents across the first three stages, such as GLM-130B, China's first 100 billion-scale large model, ChatGLM, China's first open-source large chat model (at the alignment and reasoning stage) and AutoGLM Rumination, China's first AI agent with rumination capabilities (at the self-learning stage).

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.

SoftBank is an established, telecommunications services provider in Japan owning a mobile network with around 50 million mobile customers and 24% market share. It also provides some fixed line services, which are mostly resold so are low margin. The company also owns 32.4% of LY Corp, and SoftBank and LY Corp each own 32% of PayPay so SoftBank consolidates PayPay. SoftBank Group sold 33.5% of SoftBank Corp in an IPO in 2018 and has since sold down further to a 40% holding.

KDDI is Japan's second-largest wireless operator (30% market share), the largest pay-TV operator (53% market share) and the second-largest provider of fibre-to-the-home broadband (12% market share). It has grown through acquisition and is focusing on increasing the number of customers who subscribe to more than one telecommunication service. It is also looking to grow its Life Design business which includes commerce, energy, and finance and had over 53 million Internet of Things connections by the end of June 2025.

Saudi Telecom Co offers telecommunications, information and media services that establish, manage, operates and maintains fixed and mobile telecommunication networks and systems to customers. The company manufactures and markets devices, equipment, and components of different telecommunication networks including fixed, moving and special networks, and computer programs and the other intellectual properties. It is also engaged in real estate investment activities. The company principally earns its revenue from airtime usage, messaging, data services, interconnect fees, connection fees and device sales. Its reportable segments include: stc; Channels; Solutions; stc Kuwait; stc Bahrain; Center 3; STC Bank; Sirar; Specialized; iot2; and Other operating segments.

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.

Singapore Telecommunications is Singapore's leading telecoms company. It owns extensive wired and wireless networks offering data and voice services to a broad customer base. Singtel's diverse investment portfolio spreads across the region. The firm wholly owns Optus in Australia and minority equity stakes in Airtel (28%) in India; Telkomsel (35%) in Indonesia; Globe Telecom (47%) in the Philippines; and Advanced Information Services (23%) and Intouch (21%) in Thailand. Singtel is majority-owned by the Singapore government.

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.

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.

Orange operates fixed-line and wireless businesses in France, where it is the market leader ahead of Iliad, Bouygues, and SFR, thanks to its incumbent position. It also has telecom businesses in Spain (through MasOrange), Poland, Belgium, Luxembourg, and Central Europe (Romania, Slovakia, and Moldova). Around 20% of revenue comes from emerging African markets, where it mainly operates wireless networks, and 20% comes from the enterprise segment, which serves companies with more than 50 employees in France and internationally.

CITIC Ltd is a Hong Kong-based conglomerate. Along with its subsidiaries, it operates in the following reportable segments: Comprehensive Financial Services, Advanced Intelligent Manufacturing, Advanced Materials, New Consumption, and New-type urbanisation. Maximum revenue is generated from the Advanced Materials segment, which includes exploration, processing, and trading of resources and energy products, including iron ore, copper, and crude oil, as well as the manufacturing of special steels. The Comprehensive financial services segment provides banking, securities, trust, insurance, and asset management services. Geographically, the group generates maximum revenue from the Chinese mainland, followed by Hong Kong, Macau and Taiwan, and Overseas markets.

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.

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.

Baidu is the largest internet search engine in China with over 50% share of the search engine market in 2024 per web analytics firm, Statcounter. The firm generated 70% of core revenue from online marketing services from its search engine in 2024. Outside its search engine, Baidu is a technology-driven company and its other major growth initiatives are artificial intelligence cloud, video streaming services, voice recognition technology, and autonomous driving.

Swisscom is the incumbent telecom operator in Switzerland, with a very high market share in mobile and fixed-line markets. It charges high prices compared with its competitors and other European peers due to the historical stability of the Swiss telecom market and a favorable regulatory environment. In 2024, Swisscom acquired Vodafone Italia in a deal worth EUR 8 billion.

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.

Telstra is Australia’s largest telecommunications company, with dominant market shares in voice, mobile, enterprise telecom, and fixed-line broadband resale via the national broadband network. The former government monopoly provides most of its services via its infrastructure assets, such as a fixed-line network (data centers, exchanges, poles, ducts, pits and pipes, fiber network), a mobile network, and mobile towers. Its customers span retail, corporate, government, wholesale, and overseas segments. Telstra also provides the government-owned, last-mile fixed-line National Broadband Network with long-term access to its infrastructure, in return for recurring payments. Finally, Telstra operates a leading telecom operation in Papua New Guinea and the surrounding South-Pacific countries.

Chunghwa Telecom Co Ltd is Taiwan's integrated telecom operator, providing fixed-line, wireless, and Internet and data services. The company segment consists of Consumer Business, Enterprise Business, International Business, and Others. The company generates the majority of its revenue from the Consumer Business segment. The consumer Business segment generates revenue from Mobile services, Fixed-line services, Sales, and others.

Vodafone operates mobile and fixed-line networks and businesses across Europe, Africa, and the Middle East. Its largest market is Germany, where it is the second mobile operator after Deutsche Telekom and owns two cable network after acquiring Kabel Deutschland in 2013 and Liberty Global Germany in 2019. In the UK Vodafone merger with CK Hutchison in 2024, consolidating the mobile market. It also divested its Spanish and Italian divisions in that same year, given their low returns on invested capital.

China Unicom is the incumbent fixed-line operator in 10 northern Chinese provinces, as well as the third-largest wireless operator nationwide. As of June 2025, it had around 355 million billing wireless customers and over 125 million fixed-line subscribers. China Unicom also has a growing ICT business. We estimate it has the third largest internet data center business in China with 420,000 cabinets and its Cloud Service revenue is also showing strong growth. It has its own 4G network and shares the radio access function with China Telecom for its 5G network.

MiniMax Group Inc is a AI foundation model company. It is committed to driving AI innovation towards performing the full range of human intellectual tasks, from learning and reasoning to planning and generalizing knowledge across diverse domains. Its proprietary foundation model suite, led by MiniMax-M2, Hailuo-02, and Speech-02, has long context processing capacity and can understand, generate, and integrate a wide range of modalities, including text, video, and audio. These models power its AI-native products - including MiniMax, Hailuo AI, MiniMax Audio, Talkie/Xingye, and its enterprise and developer-facing Open Platform, delivering intelligent and dynamic experiences to users globally.

BT Group is the incumbent telecommunications operator in the UK. BT is the owner of Openreach, the largest fixed-line network in the country. Openreach operates as a separate entity due to regulatory requirements but is still 100% owned by BT. Openreach has accelerated its fiber investments and expects to have 90% of the UK covered with FTTH by 2026. In the consumer division, BT has approximately 30% market share in broadband and mobile services. The enterprise segment serves large corporations while the global services division provides communications consultancy services.

Telefonica is a telecom operator with presence in Spain (where it is the incumbent operator), the UK, Germany, Brazil, and Latin American countries. The company derives more than 30% of its revenue from Spain, close to 20% from Germany, and 20% from Brazil. Its UK operations are held through a joint venture with Virgin Media. For several years Telefonica has been simplifying its corporate structure by selling noncore assets.

MTN Group Ltd is a mobile telecommunications provider operating across South Africa, Nigeria, Ghana, Cameroon, Ivory Coast, Uganda, Syria, and Sudan. The majority of the company's revenue is earned in South Africa and Nigeria. The company also has a joint venture in Iran. From a product perspective, the majority of its revenue is from voice and data. Other contributors include SMS and sale of devices revenue. MTN also provides enterprise services to small/midsize enterprises and corporate clients. The company owns the mobile infrastructure and data centers. Its segments include Network services, Mobile devices, Inter connect and roaming, Digital and fintech and others.