C3.ai, Inc. (AI) FY 2023 MD&A
This page reproduces the company's own Item 7 MD&A text from the linked SEC filing. It is filer text, not grepcent analysis, scoring, or investment advice.
ITEM 7. MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS
The following discussion and analysis of our financial condition and results of operations should be read in conjunction with our consolidated financial statements and related notes appearing elsewhere in this Annual Report on Form 10-K. This discussion, particularly information with respect to our future results of operations or financial condition, business strategy and plans, and objectives of management for future operations, includes forward-looking statements that involve risks and uncertainties as described under the heading “Special Note Regarding Forward-Looking Statements” in this Annual Report on Form 10-K. You should review the disclosure under the heading “Risk Factors" under Part I, Item 1A in this Annual Report on Form 10-K for a discussion of important factors that could cause our actual results to differ materially from those anticipated in these forward-looking statements. Unless the context otherwise requires, all references in this report to “C3.ai,” “C3 AI,” the “Company”, “we,” “our,” “us,” or similar terms refer to C3.ai, Inc. and its subsidiaries.
Unless otherwise stated, references to particular years, quarters, months or periods refer to our fiscal years ended April 30 and the associated quarters, months and periods of those fiscal years.
A discussion regarding our financial condition and results of operations for the fiscal year ended April 30, 2023 compared to the fiscal year ended April 30, 2022 is presented below. A discussion regarding our financial condition and results of operations for the fiscal year ended April 30, 2022 compared to the fiscal year ended April 30, 2021 can be found in “Management's Discussion and Analysis of Financial Condition and Results of Operations” in Part II, Item 7 of our Annual Report on Form 10-K for the fiscal year ended April 30, 2022, filed with the Securities and Exchange Commission, or SEC, on June 23, 2022.
Overview
C3 AI is an Enterprise AI application software company.
We have built an integrated family of software applications that enables our customers to rapidly develop, deploy, and operate large-scale Enterprise AI applications across any infrastructure. Customers can deploy C3 AI solutions on all major public cloud infrastructures, private cloud or hybrid environments, or directly on their servers and processors. We provide four primary families of software solutions, which we collectively refer to as our C3 AI Software:
•C3 AI Platform, our core technology, is a comprehensive, end-to-end application development and runtime environment that is designed to allow our customers to rapidly design, develop, and deploy Enterprise AI applications of any type.
•C3 AI Applications, built using the C3 AI Platform, is a portfolio of pre-built, extensible, industry-specific and application-specific SaaS Enterprise AI applications that can be rapidly installed and deployed.
•C3 Generative AI Product Suite, our latest innovation, combines the utility of LLMs, generative AI, reinforcement learning, natural language processing, and the C3 AI Platform to rapidly locate, retrieve, and present information, disparate data stores, applications, and enterprise information systems.
•C3 AI Ex Machina is a no-code, ML solution that empowers citizen data scientists with cloud-native, complete end-to-end capabilities, connecting to diverse data sources and types, enabling business analysts to rapidly perform data science tasks such as building, configuring, training, and visualizing AI models.
These solutions, and our patented model-driven architecture, enable organizations to simplify and accelerate Enterprise AI application development, deployment, and administration. We significantly reduce the effort and complexity of the AI software engineering problem.
How We Generate Revenue
We generate revenue primarily from the sale of software subscriptions, which accounted for 86%, 82% and 86% of our total revenue in the fiscal years ended April 30, 2023, 2022 and 2021, respectively. Our cloud-native software offerings allow us to manage, update, and monitor the software regardless of whether the software is deployed in our public cloud environment, in our customers’ self-managed private or public cloud environments, or in a hybrid environment. Our subscription contracts are generally non-cancellable and non-refundable.
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Historically we primarily recognize revenue from subscriptions on a ratable basis over the contract term or on a usage basis for consumption-based arrangements. In addition, customers typically pay a usage-based runtime fee for production use of our C3 AI Software for specified levels of capacity. Customers who choose to run the software in our cloud environment pay the hosting costs charged by our cloud providers. We announced a new consumption-based pricing model, beginning with a pilot phase which includes unlimited developer access to the C3 AI Platform, one C3 AI Application and COE support services. After the pilot phase ends, the customer has an option to convert to a month-to-month contract for C3 AI Software with a minimum fee and overages charged if the customer utilizes greater than a specified number of vCPU or vGPU hours in a month. Customers have the option to commit to a one-year, two-year or three-year term. Our subscriptions also include our maintenance and support services. Additionally, we offer premium stand-ready support services through our C3 AI COE which is included as part of the subscription when purchased.
We also generate revenue from professional services, which primarily include implementation services, training and prioritized engineering services. Professional services revenue represented 14%, 18% and 14% for the fiscal years ended April 30, 2023, 2022 and 2021, respectively. Our professional services are provided both onsite and remotely, and can include training, application design, project management, system design, data modeling, data integration, application design, development support, data science, and application and C3 AI Software administration support. Professional services fees are based on the level of effort required to perform the specified tasks and the services are typically provided under a fixed-fee engagement with defined deliverables and a duration of less than 12 months. We recognize revenue from our professional services over the period of delivery as services are performed.
Our total revenue grew to $266.8 million for the fiscal year ended April 30, 2023, representing a 6% increase compared to the prior fiscal year. Our subscription revenue grew to $230.4 million for the fiscal year ended April 30, 2023, representing a 11% increase compared to the prior fiscal year.
Go-to-Market Strategy
Our go-to-market strategy has been historically focused on large organizations recognized as leaders in their respective industries or public sectors, and who are attempting to solve complicated business problems by digitally transforming their operations. These large organizations, or lighthouse customers, include companies and public agencies within the oil and gas, power and utilities, aerospace and defense, industrial products, life sciences, and financial services industries, among others. This has resulted in C3 AI powering some of the largest and most complex Enterprise AI applications worldwide. These lighthouse customers serve as proof points for other potential customers in their particular industries. As a result, we have a customer base of a relatively small number of large organizations that generate high average total subscription contract value, but we expect that, over time, as more customers adopt our technology based on the proof points provided by these lighthouse customers, the revenue represented by these customers will decrease as a percentage of total revenue. As our C3 AI Platform and much of our other C3 AI Software is industry agnostic, we also expect to expand into other industries as we grow.
In the second quarter of fiscal year 2023, we announced a change to our go-to-market strategy including a way for new customers to utilize our products at a smaller initial contract size and pay for services based on their monthly consumption of vCPU and vGPU hours. Customers generally begin with a two-quarter-long pilot which includes the necessary resources required to introduce the C3 AI Platform, C3 AI Applications and a desired product into their environment and receive necessary training to operate and maintain the product in production. Following the pilot period, customers pay a monthly fee and overage charges on a metered basis using vCPU and vGPU hours utilized as the metric to calculate payment. Customers are able to realize business value immediately after the conclusion of the pilot and grow at their pace over subsequent quarters.
Acquiring new customers and expanding our business with our existing customers is the intent of our go-to-market effort and drives our growth. Making new and existing customers successful is critical to our long-term success. After we help our customers solve their initial use cases, they typically identify incremental opportunities within their operations and expand their use of our products. The increased engagement is measured by a combination of increased vCPU usage, increased C3 AI Software subscriptions and subscriptions to the C3 AI Platform for in-house AI application development.
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The size and sophistication of our customers’ businesses demonstrate the flexibility, speed, and scale of our products, and maximize the potential value to our customers. To be a credible partner to our customers, who often are industry leaders, we deploy a motivated and highly educated team of C3 AI personnel and partners. We go-to-market primarily leveraging our direct sales force. We also complement and supplement our sales force with a number of go-to-market partners.
•Industry Partners. We have developed an alliance program to partner with recognized leaders in their respective industries, such as Baker Hughes, Fidelity National Information Services, or FIS, and Raytheon, to develop, market, and sell solutions that are natively built on or tightly integrated with the C3 AI Platform.
•Hyperscale Cloud and Infrastructure. We have formed global strategic go-to-market alliances with hyperscale cloud providers including Amazon Web Services, Microsoft Azure and Google Cloud. In addition, we have strategic alliances with leading hardware infrastructure providers to deliver our software optimized for their technology. These partners include Hewlett Packard Enterprise and Intel. These partners supply infrastructure solutions, data management and processing services, or hardware and networking devices (e.g., IoT gateways) to support C3.ai product implementations and complement C3 AI’s products.
•Consulting and Services Partners. We partner with a number of systems integrators specializing in Enterprise AI implementations.
•Independent Software Vendors. We partner with Independent Software Vendors who develop, market, and sell application solutions that are natively built on or tightly integrated with the C3 AI Platform.
Customer Count and Product Adoption
We define a Customer-Entity as each entity that is the ultimate parent of a party contracting with us. We commonly enter into enterprise-wide agreements with Customer-Entities that include multiple operating units or divisions. Our customer composition is diverse and includes various customer segments with different purchasing decisions and pricing models. We offer a wide range of products and services, which results in a complex sales tapestry.
Over the course of our history, we have continued to innovate our product offerings, expand our market reach, and evolve our business model to better serve the needs and use cases of our ever-growing customers. Today, our relationships with customers take a myriad of different forms, ranging from $25 licenses of C3 AI Ex Machina to individual data scientists, to enterprise-level limited time trials and pilots, to multi-million-dollar long-term enterprise-wide agreements for C3 AI Applications and/or the C3 AI Platform. Furthermore, the number of individual departments and divisions within our customer base using our applications and/or applications they have built on our platform has also expanded. The move to our new consumption-based pricing model, while being the right model for our business evolution, adds yet another permutation to our customer relations. While the bulk of our new business volume consists of product trials followed by consumption-based pricing, we continue to employ our historic pricing models in certain circumstances, including the expansion of existing agreements and renewals. We also have strong reseller relationships, who sell our solutions to their end customers.
While this may seem inordinately complex, it is in fact appropriately complex. Our flexibility in customer arrangements speaks to our agility in working with our customers and providing value-add products and solutions through those contractual agreements and pricing arrangements most convenient to our customers, while also enabling profitability and growth for C3 AI.
Over time, we have done our best to provide a quarterly customer count as a proxy to highlight the adoption and acceptance of our products and services by customers.
That being said, there is so much variety in the C3 AI sales tapestry, the types of customers, the broad range of products and solutions, the disparity in contract terms, our relations with resellers, and the range of prices that, to add them together into numbers that are meaningful to compare from one quarter to the next does not fully articulate the depth and breadth of the use cases and the value-add our products and solutions provide.
To help us better articulate the growth in our customer base and use cases, we retained external consultants to recommend a best-practice customer count methodology that is consistent and relies on system data and is reproducible. As a result of that review, we have decided to change our definition to better reflect the number and level of activity of our customers, which we now define as Customer Engagement:
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1.For products and services including paid trials, one-time, subscription, and professional service offerings, we count unique contacting customers by SKU that generate revenue in a given period (i.e. if a contracting customer generates revenue across four SKUs in a period, that would be counted as four Customer Engagements).
2.For products that are priced based on unique assets to which the customer is applying our solutions, we count distinct production applications by customer asset for which the product is used.
3.For resellers and federal customers, we count the number of reseller end customers and the number of federal departments utilizing our solutions.
Based on the new approach, our best estimate of Customer Engagement is as follows:
| April 30, 2022 | July 31, 2022 | October 31, 2022 | January 31, 2023 | April 30, 2023 | |||||
|---|---|---|---|---|---|---|---|---|---|
| Revised calculation | 212 | 223 | 223 | 247 | 287 |
Based on the prior calculation methodology, our historical Customer count is as follows:
| April 30, 2022 | July 31, 2022 | October 31, 2022 | January 31, 2023 | April 30, 2023 | |||||
|---|---|---|---|---|---|---|---|---|---|
| Prior calculation | 223 | 228 | 236 | 236 | 244 |
Key Business Metric
We monitor remaining performance obligations, or RPO, as a key metric to help us evaluate the health of our business, identify trends affecting our growth, formulate goals and objectives, and make strategic decisions. RPO is not necessarily indicative of future revenue growth because it does not account for the timing of customers’ consumption or their consumption of more than their contracted capacity. Moreover, RPO is influenced by several factors, including the timing of renewals, the timing of purchases of additional capacity, average contract terms, and seasonality. Due to these factors, it is important to review RPO in conjunction with revenue and other financial metrics disclosed elsewhere in this Annual Report on Form 10-K. RPO was $381.4 million and $477.4 million as of April 30, 2023 and 2022, respectively. We transitioned our go-to market strategy from a subscription-based pricing model to a consumption-based pricing model generally for new customers. While the immediate-term effect of this transition lowers revenue growth and decreases RPO, we believe the medium and long term effect provides a substantial accelerator to revenue growth and RPO.
RPO represents the amount of our contracted future revenue that has not yet been recognized, including both deferred revenue and non-cancellable contracted amounts that will be invoiced and recognized as revenue in future periods. Our RPO as of April 30, 2023 is comprised of $47.9 million related to deferred revenue and $333.5 million of commitments from non-cancellable contracts. Our RPO as of April 30, 2022 was comprised of $49.1 million related to deferred revenue and $428.3 million of commitments from non-cancellable contracts.
RPO excludes amounts related to performance obligations and usage-based royalties that are billed and recognized as they are delivered. This primarily consists of monthly usage-based runtime and hosting charges in the duration of some revenue contracts. RPO also excludes any future resale commitments by our strategic partners until those end customer contracts are signed. Cancellable backlog, not included in RPO, was $40.2 million and $39.4 million as of April 30, 2023 and April 30, 2022, respectively.
Factors Affecting Our Performance
We believe that our future success and financial performance depend on a number of factors that present significant opportunities for our business but also pose risks and challenges, including those discussed below and in the section of this Annual Report on Form 10-K titled “Risk Factors” Part I, Item 1A, that we must successfully address to sustain our growth, improve our results of operations, and establish and maintain profitability.
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Customer Acquisition, Retention, and Expansion
We are focused on continuing to grow our customer base, retaining existing customers and expanding customers’ usage of our C3 AI Software by addressing new use cases across multiple departments and divisions, adding users, and developing and deploying additional applications. All of these factors increase the adoption and relevance of our C3 AI Software to our customers’ business and, as an outcome, increases their runtime usage.
We have built a customer-focused culture and have implemented proactive programs and processes designed to drive customer success. These include a robust customer support and success function. For example, as part of our subscription offerings, we provide our customers with the ability to establish a COE, accessing our experienced and specialized resources in key technical areas like application development, data integration, and data science to accelerate and ensure our customers’ success developing applications on our C3 AI Platform. We closely monitor the health and status of every customer account through multiple activities, including real-time monitoring, daily and weekly reports to management, as well as quarterly reviews with our customers.
We also intend to attract new customers across multiple industries where we have limited meaningful presence today, yet represent very large market opportunities such as telecommunications, pharmaceuticals, smart cities, transportation, and healthcare, among others.
Historically, we have had a relatively small number of customers with large total subscription contract values. As a result, revenue growth can vary significantly based on the timing of customer acquisition, changes in product mix, and contract durations, renewals, or terminations. We expect the number of customers to increase compared to prior fiscal years as organizations address the importance of digital transformation. The average total subscription contract value as well as the revenue represented by our lighthouse customers as a percentage of total revenue is decreasing and we expect them to continue to decrease as we have restructured our sales organization and expanded our market-partner ecosystem to effectively address small, medium, and large enterprise sales opportunities.
Going forward, we expect we will attract new customers who prefer to subscribe to the C3 AI Platform and C3 AI Applications with our consumption-based pricing model. For further discussion, see the section titled “Overview—Go-to-Market Strategy” included in Part II, Item 7 of this Annual Report on Form 10-K.
Technology Innovation
We intend to continue to invest in our research and development capabilities to extend our C3 AI Software, to expand within existing accounts, and to gain new customers. Our investments in research and development drive core technology innovation and bring new products to market. Our model-driven architecture enables us and our customers to rapidly address new use cases by building new applications and extending and enhancing the features and functionality of current C3 AI Software. By investing to make it easier to develop applications on our C3 AI Platform, our customers have become active developers. With our support, our customers have developed and deployed almost two-thirds of the applications currently in production and running on the C3 AI Platform. Research and development spending has fueled enhancements to our existing C3 AI Platform.
We expect to maintain high levels of investment in product innovation over the coming years as we continue to introduce new applications which address new industry use cases, and new features and functionality for the C3 AI Software. As our business scales over a longer-term horizon, we anticipate research and development spend as a percent of total revenue to decline.
Brand Awareness
We believe we are in the early stages of a large and expanding market for AI enabled digital transformation. While we spent significantly on brand awareness over the past few years, we have recently reduced our spend on brand awareness, but continue to invest in market education, strategic paid media, and thought leadership. We engage the market through digital, radio, outdoor, airport, and print advertising; virtual and physical events, including our C3 Transform annual user conference; and C3 AI Live, a series of livestreamed events featuring C3 AI customers, C3 AI partners, and C3 AI experts in AI, ML, and data science.
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In the near term, we expect marketing spend to decline as a percent of total revenue as we make ongoing progress in establishing C3 AI’s brand and reputation and as our business scales.
Grow Our Go-to-Market and Partnership Ecosystem
In addition to the activities of our field sales organization, our success in attracting new customers will depend on our ability to expand our ecosystem of strategic partners and the number of industry verticals that they serve. Our strategic go-to-market alliances vastly extend our reach globally. Some of our most notable partners include Baker Hughes, FIS, Microsoft, and Google. Each strategic partner is a leader in its industry, with a substantial installed customer base and extensive marketing, sales, and services resources that we can leverage to engage and serve customers anywhere in the world. Using our C3 AI Platform as the development suite, we leverage our model-driven architecture to efficiently build new cross-industry and industry-specific applications based on identifying requirements across our customer base of industry leaders and through our industry partners. Our strategy with strategic partners is to establish a significant use case and prove the value of our C3 AI Platform with a flagship customer in each industry in which we participate. We have done this with our strategic vertical industry partner in oil and gas, Baker Hughes, as well as with our iconic global customers, some of whom are deploying C3 AI technology to optimize thousands of critical assets globally across their upstream, midstream, and downstream operations. We establish formal sales and marketing plans with each partner, including specific sales goals and dedicated budgets, and we work closely with these partners to identify specific target accounts. We intend to grow the business we do with each partner and to add more partners as we expand the vertical markets we serve. We also offer revenue generating pilots of our applications as part of our customer acquisition strategy.
In June 2019, we entered into a three-year arrangement with Baker Hughes as both a leading customer and as a partner in the oil and gas industry. This arrangement included a subscription to our C3 AI Platform for their own operations (which we refer to below as direct subscription fees), the exclusive right for Baker Hughes to resell our offerings worldwide in the oil and gas industry, and the non-exclusive right to resell our offerings in other industries. Under the arrangement, Baker Hughes made minimum, non-cancellable, total revenue commitments to us of $50.0 million, $100.0 million, and $170.0 million, for each of the fiscal years ending April 30, 2020, 2021, and 2022, respectively. Baker Hughes’ revenue commitments were inclusive of their direct subscription fees of $39.5 million per year with the remainder to be generated from the resale of our solutions by the Baker Hughes sales organization. During the fiscal year ended April 30, 2020, we recognized as revenue the full value of the first year of the direct subscription agreement and the value of deals brought in by Baker Hughes through the reseller arrangement. This arrangement was revised in June 2020 to extend the term by an additional two years, for a total of five years, with an expiration date in the fiscal year ending April 30, 2024 and to modify the annual amount of Baker Hughes’ commitments to $53.3 million, $75.0 million, $125.0 million, and $150.0 million, over the fiscal years ending April 30, 2021, 2022, 2023, and 2024, respectively. We are obligated to pay Baker Hughes a sales commission on subscriptions to our products and services offerings it resells in excess of these minimum revenue commitments.
We and Baker Hughes revised this arrangement in October 2021 to extend the term by an additional year, for a total of six years, with an expiration date in the fiscal year ending April 30, 2025, to modify the amount of Baker Hughes’ annual commitments to $85.0 million in the fiscal year ending April 30, 2023, $110.0 million in the fiscal year ending April 30, 2024, and $125.0 million in the fiscal year ending April 30, 2025, and to revise the structure of the arrangement to incentivize Baker Hughes’ sales of our products and services. Beginning in the fiscal year ending April 30, 2023 and until the Baker Hughes arrangement were further revised in January 2023 as described below, Baker Hughes’ annual commitments were reduced by any revenue we generated from certain customers between October 2021 and January 2023. We acknowledged that Baker Hughes had met its minimum annual revenue commitment for the fiscal year ended April 30, 2022 and recognized $16.0 million of sales commission as deferred costs during the fiscal quarter ended October 31, 2021 related to this arrangement, which will be amortized over an expected period of five years.
We and Baker Hughes further revised and expanded this arrangement in January 2023. Pursuant to this revised arrangement, the frequency of payments due from Baker Hughes to us is accelerated, Baker Hughes obtained expanded reseller rights and we will provide additional products and services. This results in an increase of $32.5 million in the overall transaction price of the arrangement by eliminating potential variable consideration attributable to any revenue we generated from certain customers (the variable consideration was $49.3 million as of April 30, 2022). The amount of consideration may increase if Baker Hughes exceeds certain thresholds. We also provided Baker Hughes the option to extend the subscription term upon payment of a renewal fee.
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Our RPO related to Baker Hughes, which includes both direct subscriptions and reseller arrangements, is comprised of $0.2 million related to deferred revenue and $161.9 million of commitments from non-cancellable contracts as of April 30, 2023 and $2.3 million related to deferred revenue and $212.9 million from non-cancellable contracts as of April 30, 2022.
We purchase services from Baker Hughes from time to time to support our end customers in relation to our contracts with those customers. These costs are recorded as cost of subscription revenue in the consolidated statement of operations.
International Expansion
The international market opportunity for Enterprise AI software is large and growing, and we believe there is a significant opportunity to continue to grow our international customer base. We believe that the demand for our C3 AI Software will continue growing as international awareness of the benefits of digital transformation and Enterprise AI software grows. We plan to continue to make investments to expand geographically by increasing our direct sales team in international markets and supplementing the direct sales effort with strategic partners to significantly expand our reach and market coverage. We derived approximately 21%, 22% and 35% of our total revenue for the fiscal years ended April 30, 2023, 2022 and 2021, respectively, from international customers.
Impact of Macroeconomic Conditions and COVID-19 Pandemic
Our business and financial condition have been, and may continue to be, impacted by adverse macroeconomic conditions and uncertainties, including labor shortages, supply chain disruptions, inflation, higher interest rates, and fluctuations or volatility in capital markets, which are causing customers to optimize consumption, rationalize budgets, and prioritize cash flow management.
The COVID-19 pandemic has caused general business disruption worldwide beginning in January 2020. The full extent to which the COVID-19 pandemic, including any new variants, may continue to directly or indirectly impact general market conditions or our business, results of operations, cash flows, and financial condition depends on future developments that are uncertain. As a result of global business disruption, the COVID-19 pandemic had a significant adverse impact on our conclusion of new and additional business agreements in 2022, 2021 and 2020 and may continue to pose challenges as the effects of the pandemic continue to abate.
We will continue to evaluate the nature and extent of the impact of general macroeconomic conditions and the COVID-19 pandemic on our business. For further discussion, see the section titled “Risk Factors” included in Part I, Item 1A of this Annual Report on Form 10-K.
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Components of Results of Operations
Revenue
Subscription Revenue. Our subscription revenue is primarily comprised of term licenses, stand-ready COE support services, trials and pilots of our applications, and software-as-a-service offerings. Sales of our term licenses grant our customers the right to use our software, either on their own cloud instance or their internal hardware infrastructure, over the contractual term. We also offer a premium stand-ready service through our COE. Sales of our software-as-a-service offerings include a right to use our software over the contractual term. Our subscription contracts are generally non-cancellable and non-refundable, and we recognize revenue over the contract term on a ratable basis. In addition, customers pay a usage-based runtime fee for our C3 AI Software for specified levels of capacity. Our subscriptions also include our maintenance and support services, which include critical and continuous updates to the software that are integral to maintaining the intended utility of the software over the contractual term. Our software subscriptions and maintenance and support services are highly interdependent and interrelated and represent a single distinct performance obligation within the context of the contract. We currently have a small number of public utility customers that license our offerings under a perpetual license model, and we expect that may continue for the foreseeable future for certain customers due to their specific contracting requirements.
Professional Services Revenue. Our professional services revenue primarily includes implementation services, training and prioritized engineering services. We offer a complete range of professional service support both onsite and remotely, including training, application design, project management, system design, data modeling, data integration, application design, development support, data science, and application and C3 AI Software administration support. Professional services fees are based on the level of effort required to perform the specified tasks and are typically a fixed-fee engagement with defined deliverables and a duration of less than 12 months. In certain cases, customers seeking increased utility from their C3 AI Suite or C3 AI Application subscriptions and engineering services are prioritized to develop and modify software features, which are typically part of our product roadmap, but on an accelerated basis.
Cost of Revenue
Cost of Subscription Revenue. Cost of subscription revenue consists primarily of costs related to compensation, including salaries, bonuses, benefits, stock-based compensation and other related expenses for the production environment, support and COE staff, hosting of our C3 AI Software, including payments to outside cloud service providers, and allocated overhead and depreciation for facilities.
Cost of Professional Services Revenue. Cost of professional services revenue consists primarily of compensation, including salaries, bonuses, benefits, stock-based compensation and other related costs associated with our professional service personnel, third-party system integration partners, and allocated overhead and depreciation for facilities.
Gross Profit and Gross Margin
Gross profit is total revenue less total cost of revenue. Gross margin is gross profit expressed as a percentage of total revenue. Our gross margin has fluctuated historically and may continue to fluctuate from period to period based on a number of factors, including the timing and mix of the product offerings we sell as well as the geographies into which we sell, in any given period. Our subscription gross margin may experience variability over time as we continue to invest and continue to scale our business. Our professional services gross margin may also experience variability from period to period due to the use of our own resources and third-party system integration partners in connection with the performance of our fixed price agreements.
Operating Expenses
Our operating expenses consist of sales and marketing, research and development, and general and administrative expenses. We expect our operating expenses as a percentage of total revenue to increase as we continue to invest to grow our business. Over the long-term, we expect those percentages to stabilize and then move lower as our business matures.
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Sales and Marketing. Sales and marketing expenses consist of expenditures related to advertising, media, marketing, promotional events, brand awareness activities, business development, customer success and corporate partnerships. Sales and marketing expenses also include employee-related costs, including salaries, bonuses, benefits, stock-based compensation, and commissions for our employees engaged in sales and marketing activities, and allocated overhead and depreciation for facilities.
We expect our sales and marketing expenses will increase in absolute dollar amounts as we expect to hire additional sales personnel to increase sales coverage of target industry vertical and geographic markets. We have reduced our spend on brand awareness, but continue to invest in market education, strategic paid media, and thought leadership. Consequently, we anticipate that sales and marketing expense as a percent of total revenue to decline over time.
Research and Development. Our research and development efforts are aimed at continuing to develop and refine our C3 AI Software, including adding new features and modules, increasing functionality and speed, and enhancing the usability of our C3 AI Software. Research and development expenses consist primarily of employee-related costs, including salaries, bonuses, benefits, and stock-based compensation for our employees associated with research and development related activities. Research and development expenses also include cloud infrastructure costs related to our research and development efforts, and allocated overhead and depreciation for facilities. Research and development costs are expensed as incurred.
We expect research and development expense to increase in absolute dollars as we continue to invest in our existing and future product offerings. We may experience variations from period to period with our total research and development expense as a percentage of revenue as we develop and deploy new applications targeting new use cases and new industries. Over a longer horizon, we anticipate that research and development expense as a percent of total revenue to decline.
General and Administrative. General and administrative expense consists primarily of employee-related costs, including salaries, bonuses, benefits, stock-based compensation and other related costs associated with administrative services such as executive management and administration, legal, human resources, accounting, and finance. General and administrative expense also includes facilities costs, such as depreciation and rent expense, professional fees, and other general corporate costs, including allocated overhead and depreciation for facilities.
We expect our general and administrative expense to increase in absolute dollars as we continue to grow our business. We have incurred, and expect to continue to incur, additional expenses as a result of operating as a public company, including expenses necessary to comply with the rules and regulations applicable to companies listed on a national securities exchange and related to compliance and reporting obligations pursuant to the rules and regulations of the SEC, as well as higher expenses for general and director and officer insurance, investor relations, and professional services. We expect that general and administrative expense as a percent of total revenue will decline over the long-term as we benefit from the scale of our business infrastructure.
Interest Income
Interest income consists primarily of interest income earned on our cash, cash equivalents, and available-for-sale marketable securities. It also includes amortization of premiums and accretion of discount related to our available-for-sale marketable securities. Interest income varies each reporting period based on our average balance of cash, cash equivalents, and available-for-sale marketable securities during the period and market interest rates.
Other Income (Expense), Net
Other income (expense), net consists primarily of foreign currency exchange gains and losses, gains from legal settlements, losses from impairment of investments, and realized gains and losses on sales of available-for-sale marketable securities. Our foreign currency exchange gains and losses relate to transactions and asset and liability balances denominated in currencies other than the U.S. dollar. We expect our foreign currency gains and losses to continue to fluctuate in the future due to changes in foreign currency exchange rates.
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Provision for Income Taxes
Our income tax provision consists of an estimate of federal, state, and foreign income taxes based on enacted federal, state, and foreign tax rates, as adjusted for allowable credits, deductions, uncertain tax positions, changes in the valuation of our deferred tax assets and liabilities, and changes in tax laws. We maintain a full valuation allowance on our federal and state deferred tax assets as we have concluded that it is not more likely than not that the deferred tax assets will be realized.
Results of Operations
The following tables set forth our consolidated statements of operations for the periods presented:
| Fiscal Year Ended April 30, | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 2023 | 2022 | 2021 | ||||||||
| (in thousands) | ||||||||||
| Revenue | ||||||||||
| Subscription | $ | 230,443 | $ | 206,916 | $ | 157,366 | ||||
| Professional services | 36,352 | 45,843 | 25,851 | |||||||
| Total revenue | 266,795 | 252,759 | 183,217 | |||||||
| Cost of revenue | ||||||||||
| Subscription(1) | 78,423 | 45,838 | 31,315 | |||||||
| Professional services(1) | 7,914 | 17,875 | 13,204 | |||||||
| Total cost of revenue | 86,337 | 63,713 | 44,519 | |||||||
| Gross profit | 180,458 | 189,046 | 138,698 | |||||||
| Operating expenses | ||||||||||
| Sales and marketing(1) | 183,121 | 173,584 | 96,991 | |||||||
| Research and development(1) | 210,660 | 150,544 | 68,856 | |||||||
| General and administrative(1) | 77,170 | 61,040 | 33,109 | |||||||
| Total operating expenses | 470,951 | 385,168 | 198,956 | |||||||
| Loss from operations | (290,493) | (196,122) | (60,258) | |||||||
| Interest income | 21,979 | 1,827 | 1,255 | |||||||
| Other income (expense), net | 350 | 3,019 | 4,011 | |||||||
| Net loss before provision for income taxes | (268,164) | (191,276) | (54,992) | |||||||
| Provision for income taxes | 675 | 789 | 704 | |||||||
| Net loss | $ | (268,839) | $ | (192,065) | $ | (55,696) |
__________________
(1)Includes stock-based compensation expense as follows:
| Fiscal Year Ended April 30, | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 2023 | 2022 | 2021 | ||||||||
| (in thousands) | ||||||||||
| Cost of subscription | $ | 21,417 | $ | 8,638 | $ | 828 | ||||
| Cost of professional services | 2,220 | 2,710 | 376 | |||||||
| Sales and marketing | 71,389 | 40,344 | 9,080 | |||||||
| Research and development | 90,217 | 39,200 | 2,950 | |||||||
| General and administrative | 31,299 | 22,549 | 8,506 | |||||||
| Total stock-based compensation expense | $ | 216,542 | $ | 113,441 | $ | 21,740 |
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The following table sets forth our consolidated statements of operations data expressed as a percentage of revenue for the periods presented:
| Fiscal Year Ended April 30, | ||||||||
|---|---|---|---|---|---|---|---|---|
| 2023 | 2022 | 2021 | ||||||
| Revenue | ||||||||
| Subscription | 86 | % | 82 | % | 86 | % | ||
| Professional services | 14 | 18 | 14 | |||||
| Total revenue | 100 | 100 | 100 | |||||
| Cost of revenue | ||||||||
| Subscription | 29 | 18 | 17 | |||||
| Professional services | 3 | 7 | 7 | |||||
| Total cost of revenue | 32 | 25 | 24 | |||||
| Gross profit | 68 | 75 | 76 | |||||
| Operating expenses | ||||||||
| Sales and marketing | 69 | 69 | 53 | |||||
| Research and development | 79 | 60 | 38 | |||||
| General and administrative | 29 | 24 | 18 | |||||
| Total operating expenses | 177 | 153 | 109 | |||||
| Loss from operations | (109) | (78) | (33) | |||||
| Interest income | 8 | 1 | 1 | |||||
| Other income (expense), net | — | 1 | 2 | |||||
| Net loss before provision for income taxes | (101) | (76) | (30) | |||||
| Provision for income taxes | — | — | — | |||||
| Net loss | (101) | % | (76) | % | (30) | % |
Comparison of the Fiscal Years Ended April 30, 2023 and 2022
Revenue
| Fiscal Year Ended April 30, | $ Change | % Change | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2023 | 2022 | |||||||||||||
| (in thousands) | ||||||||||||||
| Revenue | ||||||||||||||
| Subscription | $ | 230,443 | $ | 206,916 | $ | 23,527 | 11 | % | ||||||
| Professional services | 36,352 | 45,843 | (9,491) | (21) | % | |||||||||
| Total revenue | $ | 266,795 | $ | 252,759 | $ | 14,036 | 6 | % |
Subscription revenue accounted for 86% and 82% of our total revenue for the fiscal years ended April 30, 2023 and 2022, respectively. Subscription revenue increased by $23.5 million, or 11%, for the fiscal year ended April 30, 2023, compared to the prior fiscal year. Approximately 9% and 7%, respectively, of the total subscription revenue was attributable to revenue from new customers, and the remaining 91% and 93%, respectively, was attributable to revenue related to net growth from existing customers for the fiscal year ended April 30, 2023 and 2022, respectively. The revenue from existing customers included an increase in revenue of $15.1 million related to the Baker Hughes arrangement for the fiscal year ended April 30, 2023, compared to the prior fiscal year.
Professional services revenue decreased by $9.5 million, or (21)%, for the fiscal year ended April 30, 2023, compared to the prior fiscal year, predominantly due to a decrease in other professional services by $10.4 million due to fewer service projects for C3 AI Platform and C3 AI Applications customers compared to the prior fiscal year, partially offset by an increase in prioritized engineering services by $1.5 million.
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Cost of Revenue
| Fiscal Year Ended April 30, | $ Change | % Change | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2023 | 2022 | |||||||||||||
| (in thousands) | ||||||||||||||
| Cost of revenue | ||||||||||||||
| Subscription | $ | 78,423 | $ | 45,838 | $ | 32,585 | 71 | % | ||||||
| Professional services | 7,914 | 17,875 | (9,961) | (56) | % | |||||||||
| Total cost of revenue | $ | 86,337 | $ | 63,713 | $ | 22,624 | 36 | % |
The increase in cost of subscription revenue for the fiscal year ended April 30, 2023 compared to the prior fiscal year was primarily due to higher personnel related costs of $20.1 million as a result of increased headcount and overall costs to support the growth in our business, and increased stock-based compensation primarily related to additional equity awards granted to current and new employees, higher data center costs of $4.0 million, higher third-party outsourcing costs of $3.5 million, higher overhead costs of $1.9 million, and higher facilities costs of $1.8 million.
The decrease in cost of professional services revenue for the fiscal year ended April 30, 2023 compared to the prior fiscal year was primarily due to lower personnel-related costs of $4.8 million due to a decrease in the number of service projects, lower third-party outsourcing costs of $2.9 million, and lower overhead costs of $2.3 million.
Gross Profit and Gross Margin
| Fiscal Year Ended April 30, | $ Change | % Change | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2023 | 2022 | |||||||||||
| (in thousands) | ||||||||||||
| Gross profit | $ | 180,458 | $ | 189,046 | $ | (8,588) | (5) | % | ||||
| Gross margin | ||||||||||||
| Subscription | 66 | % | 78 | % | ||||||||
| Professional services | 78 | % | 61 | % | ||||||||
| Total gross margin | 68 | % | 75 | % |
The decrease in gross profit in the fiscal year ended April 30, 2023 was primarily driven by a decline in subscription margin, offset by an increase in professional services margin.
The subscription margin for the fiscal year ended April 30, 2023 decreased due to higher personnel-related costs as a result of increased headcount and overall costs to support the growth in our business, and increased stock-based compensation primarily related to additional equity awards granted to current and new employees, compared to the prior fiscal year.
The professional services margin for the fiscal year ended April 30, 2023 increased primarily due to the mix of professional services provided, including an increase in prioritized engineering services, which generally have higher margins, offset by lower personnel-related costs due to a decrease in the number of service projects, compared to the prior fiscal year.
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Operating Expenses
| Fiscal Year Ended April 30, | $ Change | % Change | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2023 | 2022 | |||||||||||||
| (in thousands) | ||||||||||||||
| Operating expenses | ||||||||||||||
| Sales and marketing | $ | 183,121 | $ | 173,584 | $ | 9,537 | 5 | % | ||||||
| Research and development | 210,660 | 150,544 | 60,116 | 40 | % | |||||||||
| General and administrative | 77,170 | 61,040 | 16,130 | 26 | % | |||||||||
| Total operating expenses | $ | 470,951 | $ | 385,168 | $ | 85,783 | 22 | % |
Sales and Marketing. The increase in sales and marketing expense for the fiscal year ended April 30, 2023 compared to the prior fiscal year was primarily due to higher personnel-related costs of $39.8 million as a result of increased headcount and overall costs to support the growth in our business, and increased stock-based compensation primarily related to additional equity awards granted to current and new employees, higher marketing costs of $4.4 million, higher marketing events costs of $3.8 million, higher travel and entertainment costs of $2.8 million, higher overhead costs of $2.3 million and higher commission expense of $1.6 million, partially offset by lower advertising spend of $45.1 million.
Research and Development. The increase in research and development expense for the fiscal year ended April 30, 2023 compared to the prior fiscal year was primarily due to higher personnel-related costs of $58.0 million as a result of increased headcount and overall costs to support the growth in our business, and increased stock-based compensation primarily related to additional equity awards granted to current and new employees, higher cloud computing costs of $7.9 million and higher facilities costs of $3.6 million, partially offset by lower C3.ai DTI contributions of $11.5 million.
General and Administrative. The increase in general and administrative expense for the fiscal year ended April 30, 2023 compared to the prior fiscal year was primarily due to higher personnel-related costs of $11.0 million as a result of increased headcount and overall costs to support the growth in our business, and increased stock-based compensation primarily related to additional equity awards granted to current and new employees, higher professional services costs of $3.5 million, and higher facilities costs of $2.4 million.
Interest Income
| Fiscal Year Ended April 30, | $ Change | % Change | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2023 | 2022 | |||||||||||||
| (in thousands) | ||||||||||||||
| Interest income | $ | 21,979 | $ | 1,827 | $ | 20,152 | 1103 | % |
The increase in interest income for the fiscal year ended April 30, 2023 compared to the prior fiscal year was primarily due to an increase in volume of investments and investments in higher expected returns securities such as corporate debt securities.
Other Income (Expense), Net
| Fiscal Year Ended April 30, | $ Change | % Change | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2023 | 2022 | |||||||||||||
| (in thousands) | ||||||||||||||
| Other income (expense), net | $ | 350 | $ | 3,019 | $ | (2,669) | (88) | % |
The decrease in other income (expense), net for the fiscal year ended April 30, 2023 compared to the prior fiscal year was due to foreign currency losses on the remeasurement of Euro-denominated cash and accounts receivable balances.
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Provision for Income Taxes
| Fiscal Year Ended April 30, | $ Change | % Change | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2023 | 2022 | |||||||||||||
| (in thousands) | ||||||||||||||
| Provision for income taxes | $ | 675 | $ | 789 | $ | (114) | (14) | % |
The decrease in provision for income taxes was primarily related to foreign and state tax expense.
Non-GAAP Financial Measure
In addition to our financial results determined in accordance with generally accepted accounting principles in the United States, or GAAP, we believe free cash flow, a non-GAAP financial measure, is useful in evaluating liquidity and provides information to management and investors about our ability to fund future operating needs and strategic initiatives. We calculate free cash flow as net cash used in operating activities less purchases of property and equipment and capitalized software development costs. Free cash flow has limitations as an analytical tool, and it should not be considered in isolation or as a substitute for analysis of other GAAP financial measures, such as net cash used in operating activities. This non-GAAP financial measure may be different than similarly titled measures used by other companies. Additionally, the utility of free cash flow is further limited as it does not represent the total increase or decrease in our cash balances for a given period. The following table below provides a reconciliation of free cash flow to the GAAP measure of net cash used in operating activities for the periods presented:
| Fiscal Year Ended April 30, | ||||||
|---|---|---|---|---|---|---|
| 2023 | 2022 | |||||
| (in thousands) | ||||||
| Net cash used in operating activities | $ | (115,691) | $ | (86,462) | ||
| Less: | ||||||
| Purchases of property and equipment | (70,518) | (3,791) | ||||
| Capitalized software development costs | (1,000) | (500) | ||||
| Free cash flow | $ | (187,209) | $ | (90,753) | ||
| Net cash provided by investing activities | $ | 59,946 | $ | 317,015 | ||
| Net cash provided by financing activities | $ | 621 | $ | 5,711 |
Liquidity and Capital Resources
Since inception, we have financed operations primarily through sales generated from our customers and sales of equity securities. As of April 30, 2023 and 2022, we had $284.8 million and $339.5 million of cash and cash equivalents and $527.6 million and $652.7 million of investments, respectively, which were held for working capital purposes. Our short-term and long-term investments generally consist of high-grade U.S. treasury securities, certificates of deposit, U.S. government agency securities, commercial paper and corporate debt securities. We have generated operating losses from our operations as reflected in our accumulated deficit of $810.2 million as of April 30, 2023 and negative cash flows from operations. We expect to continue to incur operating losses and generate negative cash flows from operations in the next few quarters due to the investments we intend to make in our business, and as a result we may require additional capital to execute on our strategic initiatives to grow the business, but continue on-track with our plan for profitability, with the goal of achieving a sustainable non-GAAP profitable business by the end of fiscal year 2024. We are substantially reducing spending that does not directly impact revenue to accelerate our path to profitability and to increase our significant cash resources.
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We believe that existing cash and cash equivalents and investments will be sufficient to support working capital and capital expenditure requirements for at least the next 12 months. We believe we will meet longer-term expected future cash requirements and obligations through a combination of cash flows from operating activities and available cash balances. Our principal uses of cash in recent periods have been funding our operations and investing in capital expenditures. Our future capital requirements will depend on many factors, including our revenue growth rate, the timing and the amount of cash received from customers, the expansion of sales and marketing activities, the timing and extent of spending to support development efforts, expenses associated with our international expansion, the introduction of C3 AI Software enhancements, and the continuing market adoption of our C3 AI Software. In the future, we may enter into arrangements to acquire or invest in complementary businesses, products, and technologies. We may be required to seek additional equity or debt financing. If we require additional financing, we may not be able to raise such financing on terms acceptable to us or at all. If we are unable to raise additional capital or generate cash flows necessary to expand our operations and invest in continued innovation, we may not be able to compete successfully, which would harm our business, results of operations, and financial condition.
The following table summarizes our cash flows for the periods presented:
| Fiscal Year Ended April 30, | ||||||
|---|---|---|---|---|---|---|
| 2023 | 2022 | |||||
| (in thousands) | ||||||
| Cash used in operating activities | $ | (115,691) | $ | (86,462) | ||
| Cash provided by investing activities | $ | 59,946 | $ | 317,015 | ||
| Cash provided by financing activities | $ | 621 | $ | 5,711 | ||
| Net increase in cash, cash equivalents, and restricted cash | $ | (55,124) | $ | 236,264 |
Operating Activities. Net cash used in operating activities of $115.7 million for the fiscal year ended April 30, 2023 was due to our net loss of $268.8 million adjusted for certain non-cash items, primarily consisting of stock-based compensation of $216.5 million, depreciation and amortization of $6.1 million, and non-cash operating lease cost of $7.0 million. The $72.2 million cash outflow related to changes in operating assets and liabilities was primarily attributable to an increase in accounts receivable of $54.5 million inclusive of an increase in related party balances of $38.8 million, a decrease in accounts payable of $22.0 million inclusive of a decrease in related party balances of $16.3 million, a decrease in other liabilities of $10.6 million inclusive of a decrease in related party balances of $2.5 million, a decrease to deferred revenue of $1.3 million inclusive of an increase in related party balances of $0.1 million and an increase in prepaid expenses, other current assets and other assets of $0.6 million inclusive of an increase in related party balances of $4.7 million. This was partially offset by cash inflows related to an increase in lease liabilities of $13.6 million and an increase to accrued compensation and employee benefits of $3.2 million.
Net cash used in operating activities of $86.5 million for the fiscal year ended April 30, 2022 was due to our net loss of $192.1 million adjusted for certain non-cash items, primarily consisting of stock-based compensation of $113.4 million, depreciation and amortization of $5.2 million, and non-cash operating lease cost of $4.2 million. The $18.8 million cash outflow related to changes in operating assets and liabilities was primarily attributable to a decrease to deferred revenue of $26.1 million inclusive of a decrease in related party balances of $7.6 million, an increase in prepaid expenses, other current assets and other assets of $14.6 million inclusive of an increase in related party balances of $12.7 million, an increase in accounts receivable of $14.2 million inclusive of an increase in related party balances of $20.7 million, a decrease in other liabilities of $5.6 million inclusive of an increase in related party balances of $3.4 million and a decrease in lease liabilities of $3.3 million. This was partially offset by cash inflows related to an increase in accounts payable of $34.5 million inclusive of an increase in related party balances of $18.5 million and an increase to accrued compensation and employee benefits of $10.4 million.
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Investing Activities. Net cash provided by investing activities of $59.9 million for the fiscal year ended April 30, 2023 was primarily attributable to the maturities and sales of investments of $876.7 million, partially offset by purchases of investments of $745.2 million and capital expenditures of $71.5 million mainly related to the leasehold improvements associated with the additional leased space.
Net cash provided by investing activities of $317.0 million for the fiscal year ended April 30, 2022 was primarily attributable to the maturities and sales of investments of $1,117.8 million, partially offset by purchases of investments of $796.5 million and capital expenditures of $4.3 million.
Financing Activities. Net cash provided by financing activities of $0.6 million for the fiscal year ended April 30, 2023 was due to $4.5 million of proceeds from the exercise of stock options for Class A common stock and $3.1 million of proceeds from the issuance of Class A common stock under the Employee Stock Purchase Plan (“ESPP”), partially offset by $6.9 million of taxes paid related to net share settlement of equity awards.
Net cash provided by financing activities of $5.7 million for the fiscal year ended April 30, 2022 was primarily due to $20.8 million of proceeds from the exercise of stock options for Class A common stock, partially offset by repurchase and retirement of Class A common stock of $15.0 million.
Contractual Obligations and Commitments
Our contractual obligations and commitments primarily consist of operating lease commitments for our facilities and non-cancellable purchase commitments related to third-party cloud hosting services.
For additional information, refer to Note 6. Leases and Note 7. Commitments and Contingencies to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
Critical Accounting Policies and Estimates
Our consolidated financial statements and the accompanying notes thereto included elsewhere in this Annual Report on Form 10-K are prepared in accordance with GAAP. The preparation of consolidated financial statements requires us to make estimates and assumptions that affect the reported amounts of assets, liabilities, revenue, costs and expenses, and related disclosures. We base our estimates on historical experience and on various other assumptions that we believe to be reasonable under the circumstances. Actual results could differ significantly from our estimates. To the extent that there are differences between our estimates and actual results, our future financial statement presentation, financial condition, results of operations, and cash flows will be affected.
We believe that the following accounting policies involve a high degree of judgment and complexity. Accordingly, these are the policies we believe are the most critical to aid in fully understanding and evaluating our consolidated financial condition and results of our operations. See Note 1. Summary of Business and Significant Accounting Policies to our consolidated financial statements appearing elsewhere in this Annual Report on Form 10-K for a description of our other significant accounting policies. The preparation of our consolidated financial statements in conformity with GAAP requires us to make estimates and judgments that affect the amounts reported in those financial statements and accompanying notes. Although we believe that the estimates we use are reasonable, due to the inherent uncertainty involved in making those estimates, actual results reported in future periods could differ from those estimates. The critical accounting estimates, assumptions and judgments that we believe have the most significant impact on our consolidated financial statements are described below.
Revenue Recognition
Revenue is recognized when promised goods or services are transferred to customers in an amount that reflects the consideration to which we expect to be entitled in exchange for those goods or services.
We determine revenue recognition through the following steps:
•identification of the contract, or contracts, with a customer;
•identification of the performance obligations in the contract;
•determination of the transaction price;
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•allocation of the transaction price to the performance obligations in the contract; and
•recognition of revenue when, or as, we satisfy a performance obligation.
Subscription Revenue. Our subscription revenue is primarily comprised of term licenses, stand-ready COE support services, trials and pilots of our applications, and software-as-a-service offerings. Sales of our term licenses grant customers the right to use our functional intellectual property, either on their own cloud instance or internal hardware infrastructure, over the contractual term. We also sell premium stand-ready COE support services, hosting services, and trials of our applications as part of our customer acquisition strategy. Sales of our software-as-a-service offerings include the right to use our software in a hosted environment over the contractual term. Our subscriptions include our software and our maintenance and support services. Our maintenance and support services include critical and continuous updates to the software that are integral to maintaining the intended utility of the software over the contractual term. Our software subscriptions and maintenance and support services are highly interdependent and interrelated and represent a single distinct performance obligation within the context of the contract. We have a small number of customers who have perpetual licenses, which we recognize ratably given the critical nature of the required continuous maintenance and support provided.
We generate additional runtime subscription fees for the use of our C3 AI Platform, a type of consumption billing based on computing and storage resources required to run our software. We typically recognize the consumption or usage-based revenue upon occurrence and invoice in arrears, although customers may purchase blocks of runtime in advance.
Professional Services Revenue. Professional services revenue primarily consists of implementation services and training. These services are distinct from our subscription revenue.
Professional services fees are based on the level of effort required to perform such tasks and are typically a fixed-fee engagement with a duration of less than 12 months. We recognize revenue for our professional services over time on an input or output basis as the performance obligations are satisfied.
Contracts with Multiple Performance Obligations. Most of our contracts with customers contain multiple performance obligations. Our subscriptions are sold for a broad range of amounts and a representative standalone selling price, or SSP, is not always discernible from past transactions or other observable evidence. When appropriate, we determine SSP based on the price at which the performance obligation has previously been sold through past transactions, taking into account internally approved pricing guidelines related to the performance obligations. When the SSP of a license or subscription and bundled maintenance and support services is highly variable and the contract also includes additional performance obligations with observable SSP, we first allocate the transaction price to the performance obligations with established SSPs and then apply the residual approach to allocate the remaining transaction price to the license or subscription and bundled maintenance and support services. If applying the residual approach results in zero or very little consideration being allocated to the combined performance obligation, or to a bundle of goods or services, we will consider all reasonably available data to determine an appropriate allocation of the transaction price. If the contract contains a single performance obligation, the entire transaction price is allocated to the single performance obligation.
Areas of Judgment and Estimates. Determining whether the software subscriptions and the related support are considered distinct performance obligations that should be accounted for separately or as a single performance obligation requires significant judgment. In reaching our conclusion, we considered the nature of our promise to provide the customer real time analytics and ML algorithms that require regular re-training to maintain and improve prediction accuracy. As these updates to the software subscription are integral to maintaining the utility that is derived from the software subscription by customers, we determined that the software subscription and related updates fulfill a single promise to the customer under the contract.
Determining the relative SSP for contracts that contain multiple performance obligations requires significant judgement. We determine SSP using observable pricing when available, which takes into consideration market conditions and customer specific factors. When observable pricing is not available, we first allocate the transaction price to the performance obligations with established SSPs and then apply the residual approach to allocate the remaining transaction price to the subscription and bundled maintenance and support services.
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