McMillan Shakespeare Valuation Multiples

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).

Visa is the largest payment processor in the world. In fiscal 2025, it processed almost $17 trillion in total volume. Visa operates in over 200 countries and processes transactions in over 160 currencies. Its systems are capable of processing over 65,000 transactions per second.

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.

Mastercard is the second-largest payment processor in the world, having processed close to $10 trillion in volume during 2024. Mastercard operates in over 200 countries and processes transactions in over 150 currencies.

Cisco Systems is the largest provider of networking equipment in the world and one of the largest software companies in the world. Its largest businesses are selling networking hardware and software (where it has leading market shares) and cybersecurity software such as firewalls. It also has collaboration products, like its Webex suite, and observability tools. It primarily outsources its manufacturing to third parties and has a large sales and marketing staff—25,000 strong across 90 countries. Overall, Cisco employs 80,000 people and sells its products globally.

Palantir is an artificial intelligence, analytics, and automated decision-making company that leverages data to drive efficiency across its clients' organizations. The firm serves commercial and government clients via its Foundry and Gotham platforms, respectively. Palantir works only with entities in Western-allied nations and reserves the right not to work with anyone that is antithetical to Western values. The company was founded in 2003 and went public in 2020.

Alibaba is the world's largest online and mobile commerce company as measured by gross merchandise volume. It operates China's online marketplaces, including Taobao (consumer-to-consumer) and Tmall (business-to-consumer). The China retail e-commerce platform is the most valuable cash flow-generating business at Alibaba. Additional revenue sources include China wholesale e-commerce, international retail and wholesale e-commerce, local consumer services, travel services, cloud computing, digital media and entertainment, Cainiao logistics services, and other businesses.

American Express is a global financial institution, operating in about 130 countries, that provides consumers and businesses charge and credit card payment products. The company also operates a highly profitable merchant payment network. It operates in four segments: US consumer services, US commercial services, international card services, and global merchant and network services. In addition to payment products, the company's commercial business offers expense management tools, consulting services, and business loans.

Incorporated in 1911, International Business Machines, or IBM, is one of the oldest technology companies in the world. It provides software, IT consulting services, and hardware to help business customers modernize their technology workflows. IBM operates in 175 countries and employs approximately 300,000 people. The company has a robust roster of business partners to service its clients, which includes 95% of all Fortune 500 companies. IBM’s products, including Red Hat, watsonx, and mainframes, handle some of the world’s most important data workloads in areas like finance and retail.

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.

AppLovin is a vertically integrated advertising technology company that acts as a demand-side platform for advertisers, a supply-side platform for publishers, and an exchange facilitating transactions between the two. About 80% of AppLovin’s revenue comes from the DSP, AppDiscovery, while the remainder comes from the SSP, Max. AppLovin’s primary tool for future growth is AXON 2, which is an ad optimizer operating within the DSP that allows advertisers to place ads according to specified return thresholds.

Charles Schwab is one of the largest retail-oriented financial-services companies in the US, with $11.9 trillion in client assets across its brokerage, banking, asset management, custody, financial advisory, and wealth-management businesses at the end of 2025. While best known for its retail brokerage offering, Schwab generates the lion’s share of its revenue and profits through its Charles Schwab Bank and asset management segments. The firm is a dominant player in registered investment advisor custody, with over 40% market share, and has recently pushed into wealth management with robo-advisory, direct indexing, and other managed-investment solutions.

Salesforce provides enterprise cloud computing solutions. The company offers customer relationship management technology that brings companies and customers together. Its Customer 360 platform helps the group deliver a single source of truth, connecting customer data across systems, apps, and devices to help companies sell, service, market, and conduct commerce. It also offers Service Cloud for customer support, Marketing Cloud for digital marketing campaigns, Commerce Cloud as an e-commerce engine, the Salesforce Platform, which allows enterprises to build applications, and other solutions, such as MuleSoft for data integration.

Palo Alto Networks is a platform-based cybersecurity vendor with product offerings covering network security, cloud security, and security operations. The California-based firm has more than 80,000 enterprise customers across the world, including more than three fourths of the Global 2000.

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.

Shopify offers an e-commerce platform primarily to small and medium-size businesses. The firm has two segments. The subscription solutions segment allows Shopify merchants to conduct e-commerce on a variety of platforms, including the company’s website, physical stores, pop-up stores, kiosks, social networks (Facebook), and Amazon. The merchant solutions segment offers add-on products for the platform that facilitate e-commerce and include Shopify Payments, Shopify Shipping, and Shopify Capital.

S&P Global provides data and benchmarks to capital and commodity market participants. Its ratings business is the largest credit rating agency in the world and S&P's largest segment by profitability. S&P's largest segment by revenue is market intelligence, which provides desktop, data and advisory solutions, enterprise solutions, and credit/risk solutions mostly in the financial-services industry. S&P's other segments include energy (formerly commodity insights, this segment includes Platts and other data), mobility (Carfax), and indexes. S&P plans to spin off mobility in 2026.

CrowdStrike is a cloud-based cybersecurity company specializing in next-generation security verticals such as endpoint, cloud workload, identity, and security operations. CrowdStrike’s primary offering is its Falcon platform that offers a proverbial single pane of glass for an enterprise to detect and respond to security threats attacking its IT infrastructure. The Texas-based firm was founded in 2011 and went public in 2019.

Capital One is a diversified financial services holding company headquartered in McLean, Virginia. Originally a spinoff of Signet Financial’s credit card division in 1994, the company is now primarily involved in credit card lending, auto loans, and commercial lending. Following the acquisition of Discover in 2025, the firm also has a modest personal loan business, though credit card lending provides the majority of the bank's revenue.

Intuit serves small and midsize businesses with accounting software QuickBooks and online marketing platform Mailchimp. The company also operates retail tax filing tool TurboTax, personal finance platform Credit Karma, and a suite of professional tax offerings for accountants. Founded in the mid-1980s, Intuit enjoys a dominant market share for small-to-midsize business accounting and self-serve tax filing in the US.

Based in Chicago, CME Group operates exchanges giving investors, suppliers, and businesses the ability to trade futures and derivatives based on interest rates, equity indexes, foreign currencies, energy, metals, and commodities. The Chicago Mercantile Exchange was founded in 1898 and in 2002 completed its IPO. Since then, CME Group has consolidated parts of the industry by merging with crosstown rival CBOT Holdings in 2007 before acquiring Nymex Holdings in 2008 and NEX in 2018. In addition, the company has a 27% stake in S&P Dow Jones Indices, making the Chicago Mercantile Exchange the exclusive venue to trade and clear S&P futures contracts. Through CME's acquisition of NEX, it also expanded into cash foreign exchange, fixed-income trading, and collateral optimization.

Adobe provides content creation, document management, and digital marketing and advertising software and services to creative professionals and marketers for creating, managing, delivering, measuring, optimizing, and engaging with compelling content multiple operating systems, devices, and media. The company operates with three segments: digital media content creation, digital experience for marketing solutions, and publishing for legacy products (less than 5% of revenue).

Cadence Design Systems is a provider of electronic design automation software, intellectual property, and system design and analysis products. EDA software automates and aids in the chip design process, enhancing design accuracy, productivity, and complexity in a full-flow end-to-end solution. Cadence offers a portfolio of design IP, as well as system design and analysis products, which enables system-level analysis and verification solutions.

Synopsys is a provider of electronic design automation software and intellectual property products. EDA software automates and aids in the chip design process, enhancing design accuracy, productivity, and complexity in a full-flow end-to-end solution. Synopsys’ comprehensive portfolio is benefiting from a convergence of semiconductor companies moving up the stack of technologies toward systems-like companies, and systems companies moving down-stack toward in-house chip design. The resulting expansion in EDA customers alongside secular digitalization of various end markets benefits EDA vendors like Synopsys.

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.

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.

MercadoLibre runs the largest e-commerce marketplace in Latin America, with about 150 million active users and more than 600 million active listings across 18 countries stitching into its commerce network or fintech solutions when last reported. The company operates a host of complementary businesses to its core online shop, with shipping solutions (Mercado Envios), a payment and financing operation (Mercado Pago and Mercado Credito), advertisements (Mercado Clics), classifieds, and a turnkey e-commerce solution (Mercado Shops) rounding out its arsenal. MercadoLibre generates revenue from final value fees, advertising royalties, payment processing, insertion fees, subscription fees, and interest income from consumer and small-business lending.

Intercontinental Exchange is a vertically integrated operator of financial exchanges and provides ancillary data products. Though the company is probably best known for its ownership of the New York Stock Exchange, which it acquired in 2013, ICE operates a large derivatives exchange, too. The company's largest commodity futures product is the ICE Brent crude futures contract. In addition to the exchanges business, which is about 54% of net revenue, Intercontinental Exchange has used a series of acquisitions to create its mortgage technology business (22% of net revenue) and fixed-income and data-services segment (24% of net revenue).

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.

Automatic Data Processing is a global technology company providing cloud-based human capital management solutions, enabling clients to better implement payroll, talent, time, tax, and benefits administration. Additionally, ADP provides human resource outsourcing solutions that permit customers to offload some of their traditional HR tasks. The company operates through two segments: employer services and professional employer organization services. Employer services consist of the company’s HCM products as well as a la carte HRO solutions. PEO services contain ADP’s comprehensive HRO solution, where it acts as a co-employer with its customer. As of fiscal 2025, ADP serves over 1.1 million clients and pays over 42 million workers across 140 countries.

Moody’s, along with S&P Ratings, is a leading provider of credit ratings on fixed-income securities. The ratings segment, Moody’s Investors Service, includes corporates, structured finance, financial institutions, and public finance ratings. MIS represents a majority of the firm’s profit and often (depending on bond issuance levels) a majority of the firm's revenue. The other segment, Moody’s Analytics, consists of decision solutions, research and insights, and data and information.

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.

Robinhood Markets Inc is creating a modern financial services platform. It designs its own products and services and delivers them through a single, app-based cloud platform supported by proprietary technology. Its vertically integrated platform has enabled the introduction of new products and services such as cryptocurrency trading, dividend reinvestment, fraud detection, derivatives, fractional shares, recurring investments, and others.

Nu Holdings Ltd provides digital banking services. It offers several financial services such as Credit cards, Personal accounts, Investments, Personal Loans, Insurance, Mobile payments, Business Accounts, and Rewards. The company earns the majority of its revenue in Brazil.

Hong Kong Exchanges and Clearing is a vertically integrated securities exchange business offering listing, data, trading, clearing and settlement services across equities, debt and derivatives. HKEx, like Hong Kong itself, functions as a gateway between China and the rest of the world. HKEx serves as a preferred listing venue for Chinese companies outside of China and, through the Connect Scheme, offers two-way trading for a growing group of financial products with the Shanghai Stock Exchange and the Shenzhen Stock Exchange.

Fortinet is a platform-based cybersecurity vendor with product offerings covering network security, cloud security, zero-trust access, and security operations. The firm derives a majority of its revenue through sales of its subscriptions and support-based business. The California-based firm has more than 800,000 customers across the world.

Strategy Inc is a bitcoin treasury company and a provider of business intelligence services. It is designed to provide investors varying degrees of economic exposure to Bitcoin by offering a range of securities, including equity and fixed-income instruments. The company also provides industry AI-powered enterprise analytics software. It has one reportable operating segment: the Software Business, which is engaged in the design, development, marketing, and sales of the company's enterprise analytics software platform through cloud subscriptions and licensing arrangements and related services (i.e., product support, consulting, and education). Geographically, the company operates in EMEA, U.S. and Other Regions, of which maximum revenue is derived from U.S..

RELX is a global provider of information-based analytics and decision tools for professional and business customers in various industries. The company serves sectors such as science and medical research, risk management, and legal. In addition, RELX organizes large-scale digital and face-to-face events such as industry trade shows. Around 60% of revenue is generated in North America and about 20% in Europe.

London Stock Exchange Group is a fully integrated financial exchange company covering the financial market value chain from primary and secondary markets across multiple asset classes over data, index, and analytics down to clearing and post-trading reporting. With the acquisition of Refinitiv, LSEG generates about two thirds of its revenue from data and analytics including its FTSE Russell and WM/Refinitiv benchmarks as well as data feeds and terminals. The group is also a majority shareholder in Tradeweb, one of the dominant global fixed-income trading venues, as well as LCH, the largest clearinghouse for over-the-counter swaps globally.

Bajaj Finance Ltd is the holding company for various financial services businesses under the Bajaj Group, which operates in India. The company is an NBFC in India offering payments, partnerships, services, and lending solutions to customers. The company's model is focused on the acquisition of customers and offering multiple loans and services on a cross-sell basis to meet their financial service needs. The company provides discretionary spending across consumer electronics, furniture, and digital products in India. The company's strategies and structure are closely aligned with those of commercial banks in India. All of its revenue is generated from India.

Deutsche Boerse is a financial exchange company headquartered in Frankfurt, Germany. The company primarily generates revenue through its Eurex and Clearstream segments. Eurex allows for the trading and clearing of derivatives. Clearstream offers custody and settlement services for domestic and international securities, as well as collateral management services. Other segments include Xetra, which generates revenue through trading and clearing cash equities, STOXX (an index business), and several others.

Founded in 1982, Autodesk is a multinational software company best known for pioneering computer-aided design, or CAD, with its AutoCAD product. Nowadays, Autodesk provides design software for a variety of verticals, including architecture & construction, manufacturing, and media & entertainment. Autodesk products have been used in some of the world's most iconic landmarks, like Burj Khalifa, and well-known movie titles like Avatar.

Founded in 2012, Coinbase is the leading cryptocurrency exchange platform in the United States. The company intends to be the safe and regulation-compliant point of entry for retail investors and institutions into the cryptocurrency economy. Users can establish an account directly with the firm, instead of using an intermediary, and many choose to allow Coinbase to act as a custodian for their cryptocurrency, giving the company breadth beyond that of a traditional financial exchange. While the company still generates the majority of its revenue from transaction fees charged to its retail customers, Coinbase uses internal investment and acquisitions to expand into adjacent businesses, such as prime brokerage and data analytics.

Datadog is a cloud-native company that focuses on analyzing machine data. The firm's product portfolio, delivered via software as a service, enables clients to monitor and analyze their entire information technology infrastructure, from servers to applications and Python scripts. Datadog's platform can ingest and analyze large amounts of machine-generated data in real time, allowing clients to utilize it for a variety of applications throughout their businesses to ensure uptime and latency objectives.

Founded in 1971, Nasdaq is primarily known for its equity exchange, but in addition to its trading business (about 22.5% of sales), the company sells market and financial data to investors, offers Nasdaq-branded indexes, and lists companies through its capital access segment (42.5%). Nasdaq's newest segment, financial technology, was primarily constructed through the acquisitions of Verafin and Adenza and has expanded the company into capital management, financial crime, and regulatory compliance software (35%) as it seeks to become a diversified technology company.

Infosys is an IT services provider based in Bengaluru, India, with offices in more than 50 countries. The company leverages its offshore outsourcing model to serve clients across different industries, such as financial services and manufacturing. Infosys’ IT services offerings include consulting, digital transformation, and business process outsourcing.

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.