On 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.

LVMH is a global producer and distributor of luxury goods. It operates six segments: fashion and leather goods, its largest and most profitable; watches and jewelry; wines and spirits; perfumes and cosmetics; selective retailing (including Sephora and airport duty-free retailer DFS); and other. Higher-profile brands include Louis Vuitton, Bulgari, Fendi, Givenchy, Tag Heuer, Hennessy, Moet & Chandon, Glenmorangie, Sephora, and Benefit. LVMH operates more than 5,000 stores around the globe.

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.

Hermes is a 180-year-old family controlled luxury goods company best known for its Birkin and Kelly bags. Its biggest segments are leather goods and saddlery, accounting for over 40% of revenue; clothes and accessories (29% of sales); silk and textiles (7%); and other products such as perfumes, watches, jewellery, and home furnishings. Hermes has about 300 stores globally.

Inditex is a multibrand fashion conglomerate founded in 1985. Flagship brand Zara (including Zara Home) generates just over 70% of revenue and profits. Other brands include Pull&Bear, Massimo Dutti, Bershka, Stradivarius, and Oysho. The company operates through 5,500-plus stores globally, around 1,800 of them belonging to the Zara brand. Sixty-six percent of revenue is generated in its European home market.

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.

Fast Retailing is Japan's largest apparel company. It operates casualwear retail chain Uniqlo, known for its high-quality functional apparel at reasonable prices. Fast Retailing is in charge of product design and sales and outsources almost all of its production to factories in places including China, Vietnam, Bangladesh, Indonesia, and India. It is ranked the second-largest apparel company by sales globally in 2024 per Euromonitor, thanks to the expansion of Uniqlo International. As of February 2025, it ran 3,616 stores globally. Other brands in its portfolio include GU and acquired brands like Theory, Comptoir des Cotonniers, and Princesse tam.tam. The Yanai family owned a 40.86% stake in the firm as of July 2025.

Christian Dior SE is a holding company with full ownership of Christian Dior Couture and a controlling interest in LVMH. Christian Dior Couture sells apparel, leather goods, jewelry, and accessories under various Dior brands. The majority of sales are through its retail stores. Through LVMH, the company operates the following business groups: wines and spirits, fashion and leather goods, watches and jewelry, perfumes and cosmetics, and selective retailing. LVMH has dozens of brands throughout its businesses, including Dom Perignon, Hennessy, Louis Vuitton, Fendi, TAG Heuer, and Sephora. The company's revenue is distributed throughout Europe, Asia, and the United States.

EssilorLuxottica is a combination of the leading manufacturer of premium frames and sunglasses and the leading manufacturer of optical lenses. Both companies are significantly larger than the next biggest competitor and command over 15% of the fragmented global eyewear market. The company has a broad geographical presence, with around 37% of sales in Europe, 45% in North America, and the rest in Asia and Latin America.

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.

Nike is the largest athletic footwear and apparel brand in the world. Footwear generates about two-thirds of its sales. Key performance footwear categories include basketball, running, and football (soccer). Its brands include Nike, Jordan (premium athletic footwear and clothing), NikeSkims (women's athleisure), and Converse (casual footwear). Nike sells products worldwide through company-owned stores, franchised stores (including about 5,500 in China), and third-party retailers. The firm also operates e-commerce platforms in more than 40 countries. Nearly all its production is outsourced to contract manufacturers in more than 30 countries. Nike was founded in 1964 and is based in Beaverton, Oregon.

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.

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.

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).

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.

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.

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.

Garmin produces GPS-enabled hardware and software for five sectors: fitness, outdoors, automotive, aviation, and marine. Garmin has built a strong reputation for durable, high-precision devices through a vertically integrated design and manufacturing approach. The company’s product lines include smartwatches, fitness trackers, communication equipment, and a comprehensive suite of systems for marine and aviation navigation. Garmin operates globally, with its business focused primarily on North America and Europe.

Emirates Telecommunications Group Co PJSC is a telecommunications company. Through its subsidiaries, the company provides telecommunication and consulting services, media services, and equipment to over sixteen countries in Asia and Africa. Etisalat specializes in fixed-line services, voice communication, wireless communication, and data communication services. The majority of the company's revenues profits and assets relates to its operations in the UAE.

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.

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.

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.

Titan Co Ltd is engaged in the manufacturing and sale of watches, jewellery, eyewear, and other accessories and products. Its operating segments are watches and wearables, jewellery, eyewear, and others. The firm generates a majority of its revenue from jewellery. The company sells its products under various brands such as Fastrack, Skinn, Sonata, Zoop, Nebula, Zoya, Skinn, Tanishq, and others.

Kering is the world’s third-largest luxury goods conglomerate by revenue after LVMH and Richemont. Its flagship brand is Gucci, which accounts for over 40% of revenue and over 60% of operating profit. Its other leading brands include Bottega Veneta and Saint Laurent. Other smaller luxury brands (in ready-to-wear, leather goods, and jewellery) generate 19% of sales. Alexander McQueen, Balenciaga, and Boucheron are part of Kering’s portfolio.

Adidas designs, develops, produces, and markets athletic and leisure apparel, footwear, accessories, and sports equipment. Under its eponymous brand, it produces apparel for competitive athletics, casual activewear, and casual fashion. Adidas sells its products in more than 160 countries through about 1,900 owned retail stores, 15,000 Adidas-branded franchise stores (including about 7,500 in China), 150,000 wholesale doors, and an owned e-commerce site that is available in 67 countries. The company was founded in 1949 in Germany.

Based in New York City, Tapestry is the parent company of accessories and fashion brand Coach, which accounted for 80% of its revenue and well over 90% of its operating profit in fiscal 2025. Handbags accounted for 58% of the brand’s fiscal 2025 revenue. Coach products are sold through more than 900 company-owned stores, e-commerce, and third-party stores in North America, Asia, and Europe. Tapestry also owns Kate Spade (17% of fiscal 2025 revenue), which operates about 170 stores and generated 52% of its sales from handbags in fiscal 2025. Kate Spade is known for its colorful patterns and graphics. Tapestry sold its smallest brand, luxury footwear maker Stuart Weitzman, to Caleres in August 2025.

Hennes & Mauritz is a global multibrand fashion conglomerate that was founded in 1947. Its flagship H&M brand accounts for most of the revenue, but the newer brands (COS, &Other Stories, Monki, Weekday, and Arket) are growing a bit faster. H&M commands low-single-digit market share in a fragmented global apparel market. Around 66% of revenue is generated in Europe and Africa, 12% in Asia and Oceania, and 22% in North and South America. The company operates around 4,200 stores globally, of which the bulk are H&M brand stores.

Anta Sports is a leading Chinese sportswear company. The company designs, manufactures, and markets sportswear, footwear, and accessories, spanning from value-driven offerings to premium segments. Beyond their core Anta brand, the business operate a multi-brand portfolio including Fila (China), Descente (China), Kolon (China), and holds a major stake in Amer Sports, parent company to globally recognized brands like Salomon, Arc'teryx, and Wilson. This diverse portfolio allows Anta to cater to a broad spectrum of consumers, from professional athletes to athleisure enthusiasts.

Founded by designer Ralph Lauren (current executive chairman and chief creative officer) in 1967 in New York City, Ralph Lauren Corp. designs, markets, and distributes lifestyle merchandise in North America, Europe, and Asia. Best known for its iconic polo shirts, its products also include other types of apparel, footwear, eyewear, jewelry, handbags, home goods, and fragrances. The company's brands include Ralph Lauren Collection, Polo Ralph Lauren, and Lauren Ralph Lauren. Distribution channels for Ralph Lauren include wholesale (department stores and specialty stores), retail (company-owned retail stores and e-commerce), and licensing.

Liberty Media Corp along with its subsidiaries is engaged in the media and entertainment industries in North America and the United Kingdom. The company owns interests in a high-quality portfolio of assets across the media, entertainment and sports industries. The company derives its maximum revenue from United Kingdom.

Next PLC operates as a retailer, specializing in the sale of clothing, footwear, accessories, and home products. A portion of the company's product offerings comprises items bearing the Next brand. Additionally, the majority of the company's remaining sales occur through retail stores located outside the United Kingdom, which it franchises. The company's segments encompass NEXT Online, NEXT Finance, NEXT Retail, and Other Business Activities. A substantial portion of the company's revenue is derived from customers within the United Kingdom; however, its presence extends to regions such as the Rest of Europe, the Middle East, Asia, and the Rest of the World.

IonQ Inc sells access to several quantum computers of various qubit capacities and is in the process of researching and developing technologies for quantum computers with increasing computational capabilities. The company currently makes access to its quantum computers available via cloud platforms and also to select customers via its own cloud service. This cloud-based approach enables the broad availability of quantum-computing-as-a-service (QCaaS). The company derives its revenue from its quantum-computing-as-a-service arrangements, consulting services related to co-developing algorithms on company's quantum computing systems and contracts associated with the design, development, and construction of specialized quantum computing systems together with related services.

Amer Sports manages a diverse portfolio of 10 outdoor and action sports brands that collectively generated revenue of $6.6 billion in 2025. Although primarily owned by the Chinese conglomerate Anta Sports, Amer operates with a degree of autonomy. In its rapidly expanding China business, the company is subject to closer oversight, but it manages its operations outside of China with relative independence. In 2025, the firm generated 32% of its revenue from the Americas, 28% from Europe, the Middle East, and Africa, 28% from China, and 12% from Asia-Pacific, excluding China.

Founded in 1949 in Kobe, Japan, Asics is a leading sports footwear brand specializing in performance running shoes. Asics is well-known for its stability running shoe Gel-Kayano, which has been popular among runners for over 30 years thanks to its cushioning technology. It also owns Onitsuka Tiger, which is currently positioned as a premium sportswear lifestyle brand. In 2025, Asics had annual sales of over JPY 810 billion and command over 10% of the global performance running market share.

Associated British Foods is a diversified international food, ingredients, and retail group with 138,000 employees and operations in 56 countries across Europe, Africa, the Americas, Asia, and Australia. The group sells branded groceries, grows and processes sugar, supplies farmers with crop input and animal feed, and runs the multinational Primark clothing retail chain. It also supplies ingredients like bakers' yeast, enzymes, lipids, and cereal specialties. In fiscal 2025, approximately 36% of sales came from the UK, and Primark accounted for around 60% of operating profit.On Nov 4, 2025, ABF announced it has been conducting a strategic review to potentially separate the Primark and Food businesses. A final decision is expected within 12-18 months.

Range Intelligent Computing Technology Group Co Ltd is catering to the application needs of big data, cloud computing, Internet of Things, 5G technology, and other industries, based on computing power, digital technology as a means, and intelligent applications as a demonstration, providing a new generation of digital economy industry technology, products, services and system solutions for various industries.

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.

Moncler consists of its namesake brand and Stone Island (bought in 2021). The Moncler brand is one of the leading players in luxury outerwear. It is globally present with 35% of sales generated in Europe, the Middle East, and Africa, 15% in the Americas, and 50% in Asia and rest of the world. Most of Moncler brand sales are direct to consumer, with 86% generated through the own-retail channel. Around 75%-80% of revenue is generated in the core outerwear segment, with the remainder in the accessory, knitwear, and footwear categories. Stone Island contributed 13% of revenue in 2024.