Biggest changeYear Ended December 31, (in thousands) 2022 2021 Revenue $ 135,190 $ 114,342 Cost of revenue (1) 34,163 31,098 Gross profit 101,027 83,244 Operating expenses: Research and development (1) 59,258 34,414 Sales and marketing (1) 72,839 47,045 General and administrative (1) 40,738 25,614 Total operating expenses 172,835 107,073 Loss from operations (71,808) (23,829) Other income (expense): Interest and other income 1,702 106 Interest and other expense (473) (540) Total other income (expense) 1,229 (434) Loss from operations before income taxes (70,579) (24,263) Income tax provision (186) (81) Net loss $ (70,765) $ (24,344) Less accretion of redeemable convertible preferred stock — (56) Net loss attributable to common stockholders $ (70,765) $ (24,400) ______________ (1) Includes stock-based compensation expense as follows: Year Ended December 31, (in thousands) 2022 2021 Cost of revenue $ 938 $ 57 Research and development 8,068 2,081 Sales and marketing 4,186 1,258 General and administrative 8,545 2,207 Total $ 21,737 $ 5,603 49 Table of Contents Year Ended December 31, 2022 2021 Consolidated Statement of Operations and Comprehensive Loss as a percentage of revenue:** Revenue 100 % 100 % Cost of revenue 25 27 Gross profit 75 73 Operating expenses: Research and development 44 30 Sales and marketing 54 41 General and administrative 30 22 Total operating expenses 128 94 Loss from operations (53) (21) Other income (expense): Interest and other income 1 * Interest and other expense * * Total other income (expense) 1 * Loss from operations before income taxes (52) (21) Income tax provision * * Net loss (52) % (21) % Less accretion of redeemable convertible preferred stock — * Net loss attributable to common stockholders (52) % (21) % ______________ * Less than 0.5% of revenue. ** Columns may not add up to 100% due to rounding.
Biggest changeYear Ended December 31, (in thousands) 2023 2022 Revenue $ 138,090 $ 135,190 Cost of revenue (1) 34,948 34,163 Gross profit 103,142 101,027 Operating expenses: Research and development (1)(2) 51,623 59,258 Sales and marketing (1)(2) 68,132 72,839 General and administrative (1)(2) 33,232 40,738 Total operating expenses 152,987 172,835 Loss from operations (49,845) (71,808) Other income (expense): Interest and other income 8,306 1,702 Interest and other expense (168) (473) Total other income (expense) 8,138 1,229 Loss from operations before income taxes (41,707) (70,579) Income tax provision (443) (186) Net loss attributable to common stockholders $ (42,150) $ (70,765) ______________ (1) Includes stock-based compensation expense as follows: Year Ended December 31, (in thousands) 2023 2022 Cost of revenue $ 1,036 $ 938 Research and development 7,767 8,068 Sales and marketing 5,366 4,186 General and administrative 1,989 8,545 Total $ 16,158 $ 21,737 (2) Includes restructuring charges as follows: Year Ended December 31, (in thousands) 2023 2022 Research and development $ 1,510 $ — Sales and marketing 648 — General and administrative 432 — Total $ 2,590 $ — 51 Table of Contents Year Ended December 31, 2023 2022 Consolidated Statement of Operations and Comprehensive Loss as a percentage of revenue:** Revenue 100 % 100 % Cost of revenue 25 25 Gross profit 75 75 Operating expenses: Research and development 37 44 Sales and marketing 49 54 General and administrative 24 30 Total operating expenses 111 128 Loss from operations (36) (53) Other income (expense): Interest and other income 6 1 Interest and other expense * * Total other income (expense) 6 1 Loss from operations before income taxes (30) (52) Income tax provision * * Net loss attributable to common stockholders (31) % (52) % ______________ * Less than 0.5% of revenue. ** Columns may not add up to 100% due to rounding.
JOBS Act Accounting Election We are an emerging growth company, as defined in the Jumpstart Our Business Startups Act of 2012, or JOBS Act, and, for so long as we continue to be an emerging growth company, we may take advantage of certain exemptions from various reporting requirements that are applicable to other public companies that are not emerging growth companies including, but not limited to, not being required to comply with the auditor attestation requirements of Section 404, reduced disclosure obligations regarding executive compensation in our periodic reports and proxy statements and exemptions from the requirements of holding a nonbinding advisory vote on executive compensation and shareholder approval of any golden parachute payments not previously approved.
JOBS Act Accounting Election We are an emerging growth company, as defined in the Jumpstart Our Business Startups Act of 2012, or JOBS Act, and, for so long as we continue to be an emerging growth company, we may take advantage of certain exemptions from various reporting requirements that are applicable to other public companies that are not emerging growth companies including, but not limited to, not being required to comply with the auditor attestation requirements of Section 404, reduced disclosure obligations regarding executive compensation in our periodic reports and proxy statements and exemptions from the requirements of holding a nonbinding advisory vote on executive compensation and stockholder approval of any golden parachute payments not previously approved.
The CEO Performance Award is a 10-year nonstatutory stock option, the vesting of which is tied solely to achieving stock price milestones. The milestone price requirement is considered a market condition under FASB ASC Topic 718 Compensation - Stock Compensation.
The CEO Performance Award is a 10-year nonstatutory stock option, the vesting of which is tied solely to achieving stock price milestones. The milestone price requirement is considered a market condition under ASC Topic 718 Compensation - Stock Compensation.
These expenses are incurred as services are performed and are in the normal course of business. d. Other purchase commitments primarily encompass non-cancellable software agreements to support our internal functions. These expenses are incurred as services are performed and are in the normal course of business.
Other purchase commitments primarily encompass non-cancellable software agreements to support our internal functions. These expenses are incurred as services are performed and are in the normal course of business.
We also offer our customers the option to enter into subscriptions based on committed minimum usage on an annual or multi-year basis, which represented 11% of our revenue for each of the years ended December 31, 2022 and 2021. In addition, we generate revenue from a range of professional services aimed at accelerating the time-to-value for our customers.
We also offer our customers the option to enter into subscriptions based on committed minimum usage on an annual or multi-year basis, which represented 11% of our revenue in each of the years ended December 31, 2023 and 2022. In addition, we generate revenue from a range of professional services aimed at accelerating the time-to-value for our customers.
As enterprises continue their digital transformation journeys and the demand for differentiation in the competitive market for legal services continues to grow, we expect more and more companies will struggle with existing legal solutions and ultimately will adopt integrated, easy-to-use solutions like DISCO to improve productivity and legal outcomes.
As enterprises continue their digital transformation journeys and the demand for differentiation in the competitive market for legal services continues to grow, we expect more and more companies will struggle with existing legal solutions and ultimately will adopt an integrated, easy-to-use platform like DISCO to improve productivity and legal outcomes.
While our significant accounting policies are more fully described in Note 2, “Summary of Significant Accounting Policies”, in the notes to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K, the following accounting policies involve a greater degree of judgment and complexity.
While our significant accounting policies are more fully described in Note 2, “Summary of Significant Accounting Policies,” in the notes to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K, the following accounting policies involve a greater degree of judgment and complexity.
The capitalization of internal-use software development contains uncertainties because it requires management to exercise judgment in determining the point at which various projects may be capitalized, in assessing the ongoing value of the capitalized costs and in determining the estimated useful lives over which the costs are amortized.
The capitalization of software development contains uncertainties because it requires management to exercise judgment in determining the point at which various projects may be capitalized, in assessing the ongoing value of the capitalized costs and in determining the estimated useful lives over which the costs are amortized.
We provide legal departments with the ability to centralize legal data into a single solution, improving security and privacy for our customers, enabling transparent collaboration with other legal industry participants and allowing customers to reuse data and lawyer work product across legal matters.
We provide legal departments with the ability to centralize legal data into a single platform, improving security and privacy for our customers, enabling transparent collaboration with other legal industry participants and allowing customers to reuse data and lawyer work product across legal matters.
Pursue Strategic Acquisitions and Strategic Investments In February 2022, we acquired legal workflow solutions from Congruity360, LLC, or Congruity, in a purchase that expanded our offerings to provide a modern digital solution for legal hold obligations and legal request compliance.
Pursue Strategic Acquisitions and Strategic Investments In February 2022, we acquired legal workflow products from Congruity360, LLC, or Congruity, in a purchase that expanded our offerings to provide a modern digital solution for legal hold obligations and legal request compliance.
Our long-term offerings strategy is aimed at building features and offerings that address more and more types of legal work so that customers can continue to centralize on our solution as the system of record and engagement for the legal function.
Our long-term offerings strategy is aimed at building features and offerings that address more and more types of legal work so that customers can continue to centralize on our platform as the system of record and engagement for the legal function.
Additionally, cost of revenue in future periods could be impacted by changes in outsourced staffing costs and amortization associated with capitalized internal-use software costs. Operating Expenses Our operating expenses consist of research and development, sales and marketing, and general and administrative expenses.
Additionally, cost of revenue in future periods could be impacted by changes in outsourced staffing costs and amortization associated with capitalized software development costs. Operating Expenses Our operating expenses consist of research and development, sales and marketing, and general and administrative expenses.
Our customers include a diverse set of enterprises across a broad set of industries, as well as law firms, legal services providers of all sizes and government organizations. While we serve customers across many different industries, the way in which lawyers and legal professionals use our solution is similar regardless of the specific industry in which each customer operates.
Our customers include a diverse set of enterprises across a broad set of industries, as well as law firms, legal services providers of all sizes and government organizations. While we serve customers across many different industries, the way in which lawyers and legal professionals use our product offerings is similar regardless of the specific industry in which each customer operates.
The expected volatility is derived from a weighted average of DISCO’s volatility and the historical volatilities of the common stock of several entities with characteristics similar to ours, such as the size and operational and economic similarities to our principle business operations. • Risk-free interest rate . The risk-free interest rate is based on the U.S.
The expected volatility is derived from a weighted average of DISCO’s volatility and the historical volatilities of the common stock of several entities with characteristics similar to ours, such as the size and operational and economic similarities to our principle business operations. 57 Table of Contents • Risk-free interest rate . The risk-free interest rate is based on the U.S.
We calculate our dollar-based net retention rate as of the end of a period by using (a) the revenue from all customers during the twelve months ending one year prior to such period as the denominator and (b) the revenue from all customers during the twelve months ending as of the end of such period minus the revenue from all customers who are new customers during those 46 Table of Contents twelve months as the numerator.
We calculate our dollar-based net retention rate as of the end of a period by using (a) the revenue from all customers during the twelve months ending one year prior to such period as the denominator and (b) the revenue from all customers during the twelve months ending as of the end of such period minus the revenue from all customers who are new customers during those twelve months as the numerator.
Our primary uses of cash from operating activities are for personnel-related expenses, marketing expenses, hosting expenses and overhead expenses. We have 53 Table of Contents historically generated negative cash flows and have supplemented working capital requirements primarily through net proceeds from the sale of equity securities.
Our primary uses of cash from operating activities are for personnel-related expenses, marketing expenses, hosting expenses and overhead expenses. We have historically generated negative cash flows and have supplemented working capital requirements primarily through net proceeds from the sale of equity securities.
We may be required to expend significant resources in connection with the pursuit of acquisitions and investments. Key Components of Statement of Operations Revenue All of our revenue-generating activities directly relate to the sale and support of our legal solution within a single operating segment. We have two primary types of contractual arrangements: usage-based and subscription solutions.
We may be required to expend significant resources in connection with the pursuit of acquisitions and investments. Key Components of Statement of Operations Revenue All of our revenue-generating activities directly relate to the sale and support of our legal product offerings within a single operating segment. We have two primary types of contractual arrangements: usage-based and subscription.
We believe our existing cash and cash equivalents will be sufficient to fund anticipated cash requirements for the next 12 months. We believe we will meet our longer-term expected future cash 52 Table of Contents requirements primarily from a combination of cash flow from operating activities and available cash and cash equivalents.
We believe our existing cash and cash equivalents will be sufficient to fund anticipated cash requirements for the next 12 months. We believe we will meet our longer-term expected future cash requirements primarily from a combination of cash flow from operating activities and available cash and cash equivalents.
Our future capital requirements will depend on many factors, including our revenue growth rate, usage of our solution, billing frequency, the timing and extent of spending to support further sales and marketing and research and development efforts, and the continuing market acceptance of our solution.
Our future capital requirements will depend on many factors, including our revenue growth rate, usage of our product offerings, billing frequency, the timing and extent of spending to support further sales and marketing and research and development efforts, and the continuing market acceptance of our product offerings.
Fluctuations in net loss are further explained in the Comparison of Years Ended December 31, 2022 and 2021 section included elsewhere in Management’s Discussion and Analysis.
Fluctuations in net loss are further explained in the Comparison of Years Ended December 31, 2023 and 2022 section included elsewhere in Management’s Discussion and Analysis.
Our AI models continuously learn from legal work conducted on our solution and can be reused across legal matters, which further strengthens our ability to help our customers find evidence and resolve matters faster as they expand usage of our solution.
Our AI models continuously learn from legal work conducted on our product offerings and can be reused across legal matters, which further strengthens our ability to help our customers find evidence and resolve matters faster as they expand usage of our product offerings.
Our ability to achieve significant revenue growth will depend, in large part, on our success in recruiting, training and retaining sufficient numbers of sales personnel to support our growth. We will need to spend significant resources to expand, retain and motivate our sales and marketing personnel.
Our ability to achieve significant revenue growth will depend, in large part, on our success in recruiting, training and retaining 48 Table of Contents sufficient numbers of sales personnel to support our growth. We will need to spend significant resources to expand, retain and motivate our sales and marketing personnel.
Customers generally do not commit to purchase a specific amount of usage on our solution and their usage can fluctuate based on the number and nature of legal matters they have at any particular time.
Customers generally do not commit to purchase a specific amount of usage on our product offerings and their usage can fluctuate based on the number and nature of legal matters they have at any particular time.
This commonality has created efficiencies in our sales and marketing and research and development activities because we do not need to tailor our sales and marketing activities to a wide range of different customer use cases. As of December 31, 2022, we had 1,327 customers, increasing from 1,126 customers as of December 31, 2021.
This commonality has created efficiencies in our sales and marketing and research and development activities because we do not need to tailor our sales and marketing activities to a wide range of different customer use cases. As of December 31, 2023, we had 1,441 customers, increasing from 1,327 customers as of December 31, 2022.
We intend to continue to selectively pursue acquisitions and strategic investments that we believe can expand the functionality and value of our solution and bring talent to our company. We believe that the combination of our market leadership, deep legal expertise and powerful end-to-end solution provides an advantage in pursuing select acquisitions.
We intend to continue to selectively pursue acquisitions and strategic investments that we believe can expand the functionality and value of our product offerings and bring talent to our company. We believe that the combination of our market leadership, deep legal expertise and powerful end-to-end platform provides an advantage in pursuing select acquisitions.
Such valuations require us to make significant estimates and assumptions, especially with respect to intangible assets. Significant estimates in valuing certain intangible assets include, but are not limited to, future expected cash flows from acquired users, acquired technology, 56 Table of Contents useful lives and discount rates.
Such valuations require us to make significant estimates and assumptions, especially with respect to intangible assets. Significant estimates in valuing certain intangible assets include, but are not limited to, future expected cash flows from acquired users, acquired technology, useful lives and discount rates.
Our ability to increase sales to existing customers will depend on a number of factors, including our customers’ satisfaction with our solution, competition, pricing and overall changes in our customers’ spending levels.
Our ability to increase sales to existing customers will depend on a number of factors, including our customers’ satisfaction with our product offerings, competition, pricing and overall changes in our customers’ spending levels.
Even if our customers expand their usage of our solution, we cannot guarantee that they will maintain those usage levels for any meaningful period of time or that they will renew their commitments.
Even if our customers expand their usage of our product offerings, we cannot guarantee that they will maintain those usage levels for any meaningful period of time or that they will renew their commitments.
To the extent that we change the manner in which we develop and test new features and functionalities related to our solution, assess the ongoing value of capitalized assets or determine the estimated useful lives over which the costs are amortized, the amount of internal-use software development costs we capitalize and amortize could change in future periods.
To the extent that we change the manner in which we develop and test new features and functionalities related to our product offerings, assess the ongoing value of capitalized assets or determine the estimated useful lives over which the costs are amortized, the amount of software development costs we capitalize and amortize could change in future periods.
By automating the manual, time-consuming and error-prone parts of legal hold, legal 44 Table of Contents request, ediscovery, legal document review and case management, we empower legal departments to focus on delivering better legal outcomes. We generate substantially all of our revenue from our customers’ actual usage of our solution.
By automating the manual, 46 Table of Contents time-consuming and error-prone parts of legal hold, legal request, ediscovery, legal document review and case management, we empower legal departments to focus on delivering better legal outcomes. We generate substantially all of our revenue from our customers’ actual usage of our product offerings .
This access facilitates widespread adoption of our solution, as these law firms and other legal service providers often become customers on their own or recommend our solution to other legal industry participants after realizing the benefits of working on our solution.
This access facilitates widespread adoption of our product offerings , as these law firms and other legal service providers often become customers on their own or recommend our product offerings to other legal industry participants after realizing the benefits of our product offerings .
Under the fair value recognition provisions of this guidance, stock-based compensation is measured at the grant date based on the fair value of the award and is recognized as expense, over the requisite service period, which is generally the vesting period of the respective award. Determining the fair value of stock-based awards at the grant date requires judgment.
Under the fair value recognition provisions of this guidance, stock-based compensation is measured at the grant date based on the fair value of the award and is recognized as expense, over the requisite service period, which is generally the vesting period of the respective award.
A significant majority of our revenue is directly correlated with our customers’ usage of our solution, which in turn is dependent on the timing of and activity driven by litigation, investigations and other legal matters for which our solution is used.
A significant majority of our revenue is directly correlated with our customers’ usage of our product offerings, which in turn is dependent on the timing of and activity driven by litigation, investigations and other legal matters for which our product offerings are used.
We generated Adjusted EBITDA of $(44.5) million and $(16.3) million for the years ended December 31, 2022 and 2021, respectively. See the section titled “—Non-GAAP Financial Measure” for the definition of Adjusted EBITDA, as well as a reconciliation of Adjusted EBITDA to net loss, the most directly comparable financial measure stated in accordance with GAAP.
We generated Adjusted EBITDA of $(25.9) million and $(44.5) million for the years ended December 31, 2023 and 2022, respectively. See the section titled “—Non-GAAP Financial Measure” for the definition of Adjusted EBITDA, as well as a reconciliation of Adjusted EBITDA to net loss, the most directly comparable financial measure stated in accordance with GAAP.
As of December 31, 2022 and 2021, our principal sources of liquidity were cash and cash equivalents, totaling $203.2 million and $255.5 million, respectively. Cash equivalents include highly liquid investments that are readily convertible to known amounts of cash and have original maturities of three months or less.
As of December 31, 2023 and 2022, our principal sources of liquidity were cash and cash equivalents, totaling $159.6 million and $203.2 million, respectively. Cash equivalents include highly liquid investments that are readily convertible to known amounts of cash and have original maturities of three months or less.
We define Adjusted EBITDA as net loss, adjusted to exclude: depreciation and amortization expense; income tax provision; interest and other, net; stock-based compensation expense; payroll tax expense on employee stock transactions; CEO Performance Award issuance expense; unoccupied lease expense; acquisition revaluation expense; and other one-time, non-recurring items, when applicable.
We define Adjusted EBITDA as net loss, adjusted to exclude: depreciation and amortization expense; income tax provision; interest and other, net; stock-based compensation expense; payroll tax expense on employee stock transactions; CEO Performance Award issuance expense; unoccupied lease expense; restructuring charges; acquisition revaluation expense; expenses associated with stockholder litigation; and other one-time, non-recurring items, when applicable.
Likewise, if a law firm is our customer, the law firm may add users from its clients’ legal departments to our solution in order to collaborate with them. These users may then become champions and encourage the companies they work for to become customers. As of December 31, 2022, we had $203.2 million of cash and cash equivalents.
Likewise, if a law firm is our customer, the law firm may add users from its clients’ legal departments to our platform in order to collaborate with them. These users may then become champions and encourage the companies they work for to become customers. As of December 31, 2023, we had $159.6 million of cash and cash equivalents.
We intend to continue to invest additional resources in our infrastructure to expand the capability of solutions and ensure that our customers are realizing the full benefit of our solutions. The level, timing and relative investment in our cloud infrastructure could affect our cost of revenue in the future.
We intend to continue to invest additional resources in our infrastructure to expand the capability of our product offerings and ensure that our customers are realizing the full benefit of our product offerings. The level, timing and relative investment in our cloud infrastructure could 49 Table of Contents affect our cost of revenue in the future.
Overview DISCO provides a cloud-native, artificial intelligence-powered legal solution that simplifies legal hold, legal request, ediscovery, legal document review and case management for enterprises, law firms, legal services providers and governments. Our scalable, integrated solution enables legal departments to easily collect, process and review enterprise data that is relevant or potentially relevant to legal matters.
Overview DISCO provides cloud-native, artificial intelligence-powered legal product offerings that simplify legal hold, legal request, ediscovery, legal document review and case management for enterprises, law firms, legal services providers and governments. Our scalable, integrated product offerings enable legal departments to easily collect, process and review enterprise data that is relevant or potentially relevant to legal matters.
We have a strong history of innovation, demonstrated by our DISCO Ediscovery, DISCO Review, DISCO Case Builder, DISCO Hold and DISCO Request offerings, and have built a research and development process that reliably produces applications and features that lawyers love.
We have a strong history of innovation, demonstrated by our DISCO Hold, DISCO Request, DISCO Ediscovery, DISCO Review and DISCO Case Builder offerings, and have built a research and development process that reliably produces features for these product offerings.
We e xpect that our sales and marketing expenses will increase in absolute dollars and continue to be our largest operating expense for the foreseeable future as we grow our business. Our sales and marketing expenses may fluctuate as a percentage of our revenue over time.
In the near term, w e e xpect that our sales and marketing expenses will remain relatively consistent in absolute dollars but will continue to be our largest operating expense for the foreseeable future as we grow our business. Our sales and marketing expenses may fluctuate as a percentage of our revenue over time.
Cost of revenue also includes outsourced staffing costs, amortization of internal-use software and personnel costs from employees involved in the delivery of our solution. Personnel costs include salaries, benefits, bonuses, stock-based compensation expenses and allocated overhead costs.
Cost of revenue also includes outsourced staffing costs, amortization of capitalized software development and personnel costs from employees involved in the delivery of our product offerings. Personnel costs include salaries, benefits, bonuses, stock-based compensation expenses and allocated overhead costs.
We believe our market leadership and differentiated solution will enable us to efficiently acquire new customers across all channels . As of December 31, 2022 , we had 1,327 customers, increasing from 1,126 customers as of December 31, 2021 .
We believe our market leadership and differentiated product offerings will enable us to efficiently acquire new customers across all channels . As of December 31, 2023 , we had 1,441 customers, increasing from 1,327 customers as of December 31, 2022 .
As of December 31, 2022 and 2021 , our dollar-based net retention rate was 106% and 146%, respectively.
As of December 31, 2023 and 2022 , our dollar-based net retention rate was 92% and 106%, respectively.
Investing Activities Net cash used in investing activities for the year ended December 31, 2022 was $9.7 million, an increase of $6.6 million from net cash used in investing activities of $3.1 million for the year ended December 31, 2021.
Investing Activities Net cash used in investing activities for the year ended December 31, 2023 was $20.0 million, an increase of $10.3 million from net cash used in investing activities of $9.7 million for the year ended December 31, 2022.
We generated revenue of $135.2 million and $114.3 million in the years ended December 31, 2022 and 2021, respectively, representing a period-over-period growth of 18%. Our net loss was $70.8 million and $24.3 million for the years ended December 31, 2022 and 2021, respectively.
We generated revenue of $138.1 million and $135.2 million in the years ended December 31, 2023 and 2022, respectively, representing a period-over-period growth of 2%. Our net loss was $42.2 million and $70.8 million for the years ended December 31, 2023 and 2022, respectively.
After using and realizing the benefits of our solution, our customers often increase usage of our solution to cover additional legal matters and adopt more of our offerings. As our customers use our solution over time, the amount of enterprise data in our solution increases, enhancing the strategic value and stickiness of our solution within an organization.
After using and realizing the benefits of our product offerings , our customers can increase usage of our product offerings to cover additional legal matters and adopt more of our offerings. As the amount of enterprise data in our product offerings increases, the strategic value and stickiness of our product offerings within an organization is enhanced.
Key Factors Affecting Our Performance We believe that the growth and future success of our business depends on many factors. While each of these factors present significant opportunities for our business, they also pose important challenges that we must successfully address in order to sustain our growth, improve our results of operations and establish and maintain profitability.
While each of these factors present significant opportunities for our business, they also pose important challenges that we must successfully address in order to sustain our growth, improve our results of operations and establish and maintain profitability. Maintain and Advance Our Innovation and Brand Our success depends in part on our ability to maintain and advance our innovation and brand.
We may expend significant resources in the development of additional offerings. Our ability to successfully develop, market and sell new offerings will depend on a number of factors, including the availability of capital to invest in innovation, our customers’ satisfaction with such offerings, competition, pricing and overall changes in our customers’ spending levels.
Our ability to successfully develop, market and sell new offerings will depend on a number of factors, including the availability of capital to invest in innovation, our customers’ satisfaction with such offerings, competition, pricing and overall changes in our customers’ spending levels. Expand Internationally Our market is global and we believe there is a significant opportunity to expand internationally.
We occupy certain facilities under non-cancelable lease arrangements. Our New York lease agreement is set to expire in November 2023 and our Austin lease agreement is set to expire in July 2028. We also have a short-term lease in London. We may lease or purchase additional space as needed to accommodate our needs. b.
We occupy certain facilities under non-cancelable lease arrangements. Our New York lease agreement is set to expire in May 2024 and our Austin lease agreement is set to expire in July 2028. We may lease or purchase additional space as needed to accommodate our needs. b. We lease certain furniture and fixtures classified as a finance lease.
In each of the years ended December 31, 2022 and 2021, subscription revenue fees represented 11% of total revenue. 47 Table of Contents Cost of Revenue Cost of revenue consists primarily of third-party cloud infrastructure expenses incurred in connection with our customers’ use of our solution.
In each of the years ended December 31, 2023 and 2022, usage-based revenue represented 89% of total revenue and subscription revenue fees represented 11% of total revenue. Cost of Revenue Cost of revenue consists primarily of third-party cloud infrastructure expenses incurred in connection with our customers’ use of our product offerings.
Although fluctuations in general macroeconomic conditions, such as the current inflationary environment and rising interest rates, the COVID-19 pandemic and Russian military operations in Ukraine, have not materially impacted our liquidity to date, we plan to continue to evaluate aspects of our spending, including capital expenditures, discretionary spending, and strategic investments throughout 2023.
Although fluctuations in general macroeconomic conditions, such as the current inflationary environment and rising interest rates, the Russia-Ukraine and Israel- 55 Table of Contents Hamas wars, have not materially impacted our liquidity to date, we plan to continue to evaluate aspects of our spending, including capital expenditures, discretionary spending, and strategic investments throughout 2024.
Our research and development expenses may fluctuate as a percentage of our revenue over time. In addition, research and development expenses that qualify as internal-use software development costs are capitalized, the amount of which may fluctuate significantly from period to period.
In the near term, w e expect that our research and development expenses will increase in absolute dollars but may fluctuate as a percentage of our revenue over time. In addition, research and development expenses that qualify as capitalized software development costs are capitalized, the amount of which may fluctuate significantly from period to period.
Financing Activities Net cash provided by financing activities for the year ended December 31, 2022 was $3.5 million, a decrease of $218.2 million from net cash provided by financing activities of $221.7 million for the year ended December 31, 2021.
Financing Activities Net cash provided by financing activities for the year ended December 31, 2023 was $1.9 million, a decrease of $1.6 million from net cash provided by financing activities of $3.5 million for the year ended December 31, 2022.
Personnel costs are the most significant component of operating expenses and consist of salaries, benefits, bonuses, stock-based compensation expenses and sales commissions. Operating expenses also include overhead costs for facilities and shared IT related expenses, including depreciation expense. During the year ended December 31, 2021 , certain operating expenses decreased as a result of the COVID-19 pandemic.
Personnel costs are the most significant component of operating expenses and consist of salaries, benefits, bonuses, stock-based compensation expenses and sales commissions. Operating expenses also include overhead costs for facilities and shared IT related expenses, including depreciation expense.
The increase in cash used in operating activities was also due to a $5.4 million increase in accounts receivable due to revenue growth, a decrease in accounts payable and accrued expenses of $6.7 million related to the growth of our operations, and an increase in other current assets of $2.2 million related to various prepaid expenses.
The decrease in cash used in operating activities was also due to a $1.2 million increase in depreciation and amortization expense due to additional fixed assets and capitalized software development, an increase in accounts payable and accrued expenses of $1.1 million related to the growth of our operations, and an increase in other current assets of $0.7 million related to various prepaid expenses.
If, however, economic uncertainty increases or the global economy worsens, our business, financial condition and results of operations may be harmed.
The effect of macroeconomic conditions may not be fully reflected in our results of operations until future periods. If, however, economic uncertainty increases or the global economy worsens, our business, financial condition and results of operations may be harmed.
Cost of Revenue Year Ended December 31, 2022 2021 Change % Change (dollars in thousands) Cost of revenue $ 34,163 $ 31,098 $ 3,065 10 % Percentage of revenue 25 % 27 % Total cost of revenue increased by $3.1 million, or 10%, for the year ended December 31, 2022 compared to the same period in 2021.
Cost of Revenue Year Ended December 31, 2023 2022 Change % Change (dollars in thousands) Cost of revenue $ 34,948 $ 34,163 $ 785 2 % Percentage of revenue 25 % 25 % Total cost of revenue increased by $0.8 million, or 2%, for the year ended December 31, 2023 compared to the same period in 2022.
Net cash used in operating activities for the year ended December 31, 2022 was $46.0 million, an increase of $24.4 million from net cash used in operating activities of $21.6 million for the year ended December 31, 2021. The change in cash flow used in operations was primarily due to an increase in net loss of $46.4 million.
Net cash used in operating activities for the year ended December 31, 2023 was $25.5 million, a decrease of $20.5 million from net cash used in operating activities of $46.0 million for the year ended December 31, 2022. The change in cash flow used in operations was primarily due to a decrease in net loss of $28.6 million.
In accordance with authoritative guidance, we begin to capitalize our costs to develop software when preliminary development efforts are successfully completed, management has authorized and committed project funding, and it is probable that the project will be completed and the software will be used as intended.
In accordance with authoritative guidance, we begin to capitalize our costs to develop software during the application development stage. Capitalization of costs begins when two criteria are met: (i) the preliminary development efforts are successfully completed, and (ii) it is probable that the project will be completed and the software will be used as intended.
The following table presents a reconciliation of Adjusted EBITDA to net loss, the most directly comparable financial measure stated in accordance with GAAP, for the periods presented: Year Ended December 31, 2022 2021 (in thousands) Net loss $(70,765) $(24,344) Depreciation and amortization expense 2,974 1,674 Provision for income taxes 186 81 Interest and other, net (1,229) 434 Stock-based compensation expense 21,737 5,603 Payroll tax expense on employee stock transactions 520 264 CEO Performance Award issuance expense 386 — Unoccupied lease expense 1,127 — Acquisition revaluation expense 540 — Adjusted EBITDA $(44,524) $(16,288) Liquidity and Capital Resources We have financed operations since our inception primarily through customer payments and net proceeds from sales of equity securities, including our IPO in July 2021, as well as borrowings under our former revolving credit facility.
We expect Adjusted EBITDA to improve over the long term as we achieve greater scale in our business and efficiencies in our operating expenses. 54 Table of Contents The following table presents a reconciliation of Adjusted EBITDA to net loss, the most directly comparable financial measure stated in accordance with GAAP, for the periods presented: Year Ended December 31, 2023 2022 (in thousands) Net loss $ (42,150) $ (70,765) Depreciation and amortization expense 4,159 2,974 Income tax provision 443 186 Interest and other, net (8,138) (1,229) Stock-based compensation expense 16,158 21,737 Payroll tax expense on employee stock transactions 470 520 CEO Performance Award issuance expense — 386 Unoccupied lease expense — 1,127 Restructuring charges 2,590 — Acquisition revaluation expense 500 540 Expenses associated with stockholder litigation 74 — Adjusted EBITDA $ (25,894) $ (44,524) Liquidity and Capital Resources We have financed operations primarily through customer payments and net proceeds from sales of equity securities, including our IPO in July 2021.
We lease certain furniture and fixtures classified as a finance lease. The leased furniture is depreciated on a straight-line basis over the life of the lease and is included in depreciation expense. c. Cloud platform purchase commitments encompass non-cancellable agreements to support our software.
The leased furniture is depreciated on a straight-line basis over the shorter of the life of the lease or 5 years and is included in depreciation expense. c. Cloud platform purchase commitments encompass non-cancellable agreements to support our software. These expenses are incurred as services are performed and are in the normal course of business. d.
Our ability to attract new customers will depend on a number of factors, including the effectiveness and pricing of our products, the offerings of our competitors and the effectiveness of our sales and marketing efforts. We will need to dedicate significant resources to further develop the market for our solution and expand, retain and motivate our sales and marketing personnel.
Our ability to attract new customers will depend on a number of factors, including the effectiveness and pricing of our products, the offerings of our competitors and the effectiveness of our sales and marketing efforts.
Because of these limitations, when evaluating our performance, you should consider Adjusted EBITDA alongside other financial measures, including our net loss and other results stated in accordance with GAAP. We expect Adjusted EBITDA to improve over the long term as we achieve greater scale in our business and efficiencies in our operating expenses.
Because of these limitations, when evaluating our performance, you should consider Adjusted EBITDA alongside other financial measures, including our net loss and other results stated in accordance with GAAP.
Accordingly, these are the accounting policies we believe are the most critical to aid in fully understanding and evaluating our financial condition and results of operations.
Accordingly, these are the accounting policies we believe are the most critical to aid in fully understanding and evaluating our financial condition and results of operations. Capitalized Software Development We capitalize certain costs related to the development of our product offerings and other software applications for internal use.
Operating Expenses Research and Development Year Ended December 31, 2022 2021 Change % Change (dollars in thousands) Research and development $ 59,258 $ 34,414 $ 24,844 72 % Percentage of revenue 44 % 30 % Research and development expenses increased by $24.8 million, or 72%, for the year ended December 31, 2022 compared to the same period in 2021.
Operating Expenses Research and Development Year Ended December 31, 2023 2022 Change % Change (dollars in thousands) Research and development $ 51,623 $ 59,258 $ (7,635) (13 %) Percentage of revenue 37 % 44 % Research and development expenses decreased by $7.6 million, or 13%, for the year ended December 31, 2023 compared to the same period in 2022.
Our sales organization is segmented into sales development representatives, field sales, inside sales, solution architects and our customer success team. In addition, our solution is designed such that customers can grant access to third parties, including law firms and other legal service providers, to use our applications on the customers’ behalf.
In addition, our platform is designed such that customers can grant access to third parties, including law firms and other legal service providers, to use our product offerings on the customers’ behalf.
Sales and Marketing Year Ended December 31, 2022 2021 Change % Change (dollars in thousands) Sales and marketing $ 72,839 $ 47,045 $ 25,794 55 % Percentage of revenue 54 % 41 % Sales and marketing expenses increased by $25.8 million, or 55%, for the year ended December 31, 2022 compared to the same period in 2021.
Sales and Marketing Year Ended December 31, 2023 2022 Change % Change (dollars in thousands) Sales and marketing $ 68,132 $ 72,839 $ (4,707) (6 %) Percentage of revenue 49 % 54 % Sales and marketing expenses decreased by $4.7 million, or 6%, for the year ended December 31, 2023 compared to the same period in 2022.
The following table presents our material cash requirements for future periods as of December 31, 2022: Payments Due by Period Less than 1 Year 2-3 Years 4-5 Years Thereafter Total (in thousands) Operating lease commitments (a) $ 2,391 $ 4,134 $ 4,391 $ 1,333 $ 12,249 Finance lease commitments (b) 47 94 94 28 263 Cloud platform purchase commitments (c) 18,000 36,000 — — 54,000 Other purchase commitments (d) 966 569 — — 1,535 Total $ 21,404 $ 40,797 $ 4,485 $ 1,361 $ 68,047 a.
The following table presents our material cash requirements for future periods as of December 31, 2023: Payments Due by Period Less than 1 Year 2-3 Years 4-5 Years Thereafter Total (in thousands) Operating lease commitments (a) $ 2,231 $ 4,260 $ 3,562 $ — $ 10,053 Finance lease commitments (b) 47 94 75 — 216 Cloud platform purchase commitments (c) 18,000 18,000 — — 36,000 Other purchase commitments (d) 868 385 — — 1,253 Total $ 21,146 $ 22,739 $ 3,637 $ — $ 47,522 a.
Maintain and Increase Usage and Penetration Within Our Existing Customer Base Our large base of customers represents a significant opportunity for further sales expansion.
Our future success is dependent on our ability to successfully develop, market and sell our product offerings to both new and existing customers. Maintain and Increase Usage and Penetration Within Our Existing Customer Base Our large base of customers represents a significant opportunity for further sales expansion.
The increase was primarily driven by an increase of $4.2 million personnel costs, including stock-based 50 Table of Contents compensation, as a result of increased headcount, a $0.5 million increase in costs for cloud hosting as a result of increased usage of our solution, and a $0.7 million increase in amortization of internally developed software and acquired developed technology.
This change was primarily driven by a $0.5 million increase in amortization of internally developed software and a $0.2 million increase in costs for cloud hosting as a result of increased usage of our product offerings.
Cash Flows The following table summarizes our cash flows for the periods indicated: Year Ended December 31, 2022 2021 Change % Change (dollars in thousands) Cash used in operating activities $ (46,014) $ (21,642) $ (24,372) 113 % Cash used in investing activities (9,688) (3,107) (6,581) 212 % Cash provided by financing activities 3,469 221,657 (218,188) (98) % Net increase (decrease) in cash and cash equivalents $ (52,233) $ 196,908 $ (249,141) (127) % Operating Activities Our largest source of operating cash is payments received from our customers.
Cash Flows The following table summarizes our cash flows for the periods indicated: Year Ended December 31, 2023 2022 Change % Change (dollars in thousands) Cash used in operating activities $ (25,531) $ (46,014) $ 20,483 (45) % Cash used in investing activities (20,035) (9,688) (10,347) 107 % Cash provided by financing activities 1,873 3,469 (1,596) (46) % Net decrease in cash and cash equivalents $ (43,693) $ (52,233) $ 8,540 (16) % Operating Activities Our largest source of operating cash is payments received from our customers.
The increase was primarily related to an additional $19.3 million in personnel costs, including stock-based compensation, as a result of increased headcount and variable compensation for our sales personnel. Software expense also increased $0.9 million to support the additional headcount. Additionally, marketing expenses increased $3.7 million and professional services expense increased $0.5 million to support our growth.
The change was primarily related to a decrease of $5.0 million in personnel costs, including stock-based compensation and variable compensation, for our sales personnel. Additionally, professional services and travel and entertainment expenses decreased $1.3 million and $0.5 million, respectively.
Our dollar-based net retention rate could decrease over time as our customer base matures and the amount of revenue used in the denominator to calculate net retention grows. Expand Our Sales Coverage and Establish a Digital Sales Channel We intend to continue to enhance our sales force headcount in strategic locations across the United States and globally.
Our dollar-based net retention rate could decrease over time as our customer base matures and the amount of revenue used in the denominator to calculate net retention grows. Add New Customers We believe we have a significant opportunity to continue to grow our customer base.
Travel and entertainment expenses also increased $0.4 million as travel related to in-person conferences, meetings and events resumed. 51 Table of Contents Non-GAAP Financial Measure We report our financial results in accordance with generally accepted accounting principles, or GAAP. However, management believes that Adjusted EBITDA, a non-GAAP financial measure, provides investors with additional useful information in evaluating our performance.
These decreases were partially offset by $0.2 million in restructuring costs related to our reductions in force in January and May 2023. Non-GAAP Financial Measure We report our financial results in accordance with generally accepted accounting principles, or GAAP. However, management believes that Adjusted EBITDA, a non-GAAP financial measure, provides investors with additional useful information in evaluating our performance.
As of December 31, 2022 we had 265 large customers, defined as customers with revenue in excess of $100,000 over the previous 12-month period, increasing from 214 large customers as of December 31, 2021 . Large customers accounted for approximately 78%, and 81% of our revenue for the years ended December 31, 2022 and 2021, respectively.
We define a customer as an entity that we have a contract with and from whom we have recognized revenue during the preceding month. As of December 31, 2023 we had 289 large customers, defined as customers with revenue in excess of $100,000 over the previous 12-month period, increasing from 265 large customers as of December 31, 2022 .
We expect that our general and administrative expenses will increase in absolute dollars as our business grows but may fluctuate as a percentage of total revenue from period to period. 48 Table of Contents Other Income (Expense), Net Other income (expense), net consists primarily of interest income, income related to non-operating activities, interest expense and gains and losses from foreign currency transactions and remeasurements of foreign currency-denominated monetary assets and liabilities to the U.S.
Other Income (Expense), Net Other income (expense), net consists primarily of interest income, income related to non-operating activities, interest expense and gains and losses from foreign currency transactions and remeasurements of foreign currency-denominated monetary assets and liabilities to the U.S. dollar.
International expansion, including our global sales efforts, will add increased complexity and cost to our business Extend and Strengthen Our Channel Partnerships and Integrations Our partnerships, including with legal services providers and cloud infrastructure providers, assist us in driving awareness and adoption of DISCO and extending our reach.
Extend and Strengthen Our Channel Partnerships and Integrations Our partnerships, including with legal services providers and cloud infrastructure providers, assist us in driving awareness and adoption of DISCO and extending our reach. We intend to cultivate and leverage channel partners to grow our market presence, enhance the virality of our product offerings and drive greater sales efficiency.
Expand Our Offering Portfolio We believe that our technology, and especially our approach to automation and AI, is applicable to a wider range of legal processes outside of our current core offerings. We intend to leverage our technology to introduce further offerings that increase lawyer productivity across more and more areas of legal work over time.
Our future success is dependent in part on our ability to develop and maintain relations with these partners. Expand Our Offering Portfolio We believe that our technology, and especially our approach to automation and AI, is applicable to a wider range of legal processes outside of our current core offerings.
In addition, sales and marketing expenses are comprised of travel-related expenses, software services dedicated for use by our sales and marketing organizations and outside services contracted for sales and marketing purposes. Travel-related expenses decreased in the first half of 2021 due to the COVID-19 pandemic and resumed in second half of 2021 and the year ended December 31, 2022.
In addition, sales and marketing expenses consist of travel-related expenses, software services dedicated for use by our sales and marketing organizations and outside services contracted for sales and marketing purposes.