Biggest change(dollars in thousands) Year Ended December 31, 2022 2021 Revenue $ 149,728 $ 115,305 Cost of revenue 27,432 22,129 Non-GAAP gross profit 122,296 93,176 Non-GAAP gross margin 81.7 % 80.8 % 38 Year Ended December 31, 2022 2021 Revenue $ 149,728 $ 115,305 Cost of revenue 27,432 22,129 Non-GAAP gross profit 122,296 93,176 GAAP cost of revenue 27,432 22,129 Stock-based compensation expense (116 ) (116 ) Non-GAAP cost of revenue 27,316 22,013 GAAP sales and marketing expenses 51,345 28,935 Stock-based compensation expense (2,263 ) (1,716 ) Severance and executive search (86 ) (236 ) Non-GAAP sales and marketing expenses 48,996 26,983 GAAP research and development expenses 43,589 25,075 Stock-based compensation expense (5,056 ) (3,217 ) Severance and executive search (198 ) (14 ) Non-GAAP research and development expenses 38,335 21,844 GAAP general and administrative expenses 44,177 91,667 Depreciation (1,313 ) (538 ) Stock-based compensation expense (11,680 ) (35,014 ) Change in fair value of contingent consideration 22,721 (12,074 ) Charges related to sublease — (3,367 ) State sales tax reserve — (306 ) Acquisition and due diligence costs (2,688 ) (2,698 ) Severance and executive search (256 ) (99 ) Non-GAAP general and administrative expenses 50,961 37,571 GAAP amortization (21,180 ) (8,872 ) GAAP loss from operations (37,995 ) (61,373 ) Total non-GAAP adjustments (1) 22,115 68,267 Non-GAAP income (loss) from operations (15,880 ) 6,894 GAAP other income (expense), net 14,747 (600 ) Gain on debt extinguishment (19,097 ) — Interest expense, net 4,350 538 Non-GAAP other expense, net 0 (62 ) GAAP loss before income taxes (23,248 ) (61,973 ) Total non-GAAP adjustments (1) 7,368 68,805 Non-GAAP income (loss) before income taxes (15,880 ) 6,832 Income tax provision 2,309 2,699 GAAP net loss (25,557 ) (64,672 ) Total non-GAAP adjustments (1) 9,677 71,504 Non-GAAP net income (loss) $ (15,880 ) $ 6,832 Shares used in computing non-GAAP basic net income (loss) per share 36,034 33,298 Shares used in computing non-GAAP diluted net income (loss) per share 36,034 43,928 Non-GAAP basic net income (loss) per share $ (0.44 ) $ 0.21 Non-GAAP diluted net income (loss) per share $ (0.44 ) $ 0.16 39 (1) Adjustments are comprised of the adjustments to GAAP cost of revenue, sales and marketing expenses, research and development expenses and general and administrative expenses and other (expense) income, net (where applicable) listed above.
Biggest change(dollars in thousands) Year Ended December 31, 2023 2022 Revenue $ 127,560 $ 149,728 Cost of revenue 28,256 27,432 Non-GAAP gross profit 99,304 122,296 Non-GAAP gross margin 77.8 % 81.7 % 42 Year Ended December 31, 2023 2022 Revenue $ 127,560 $ 149,728 Cost of revenue 28,256 27,432 Non-GAAP gross profit 99,304 122,296 GAAP cost of revenue 28,256 27,432 Stock-based compensation expense (52 ) (116 ) Non-GAAP cost of revenue 28,204 27,316 GAAP sales and marketing expenses 52,024 51,345 Depreciation (60 ) — Stock-based compensation expense (1,301 ) (2,263 ) Severance and executive transition costs (831 ) (86 ) Non-GAAP sales and marketing expenses 49,832 48,996 GAAP research and development expenses 42,090 43,589 Depreciation (1,499 ) — Stock-based compensation expense (4,445 ) (5,056 ) Variable consultant performance bonus expense (951 ) — Severance and executive transition costs (1,034 ) (198 ) Non-GAAP research and development expenses 34,161 38,335 GAAP general and administrative expenses 73,811 44,177 Depreciation (827 ) (1,313 ) Stock-based compensation expense (5,028 ) (11,680 ) Change in fair value of contingent consideration (2,284 ) 22,721 Acquisition and due diligence costs (9,125 ) (2,688 ) Severance and executive transition costs (1,779 ) (256 ) Non-GAAP general and administrative expenses 54,768 50,961 GAAP amortization (23,715 ) (21,180 ) GAAP loss from operations (92,336 ) (37,995 ) Total non-GAAP adjustments (1) 52,931 22,115 Non-GAAP loss from operations (39,405 ) (15,880 ) GAAP other income (expense), net 30,663 14,747 Loss from business held for sale (2) 1,691 — Gain on debt extinguishment (30,023 ) (19,097 ) Gain on sale of energy group (2,572 ) — Foreign currency impact (133 ) (575 ) Interest expense, net 2,448 4,925 Non-GAAP other expense, net 2,074 0 GAAP loss before income taxes (61,673 ) (23,248 ) Total non-GAAP adjustments (1) 24,342 7,368 Non-GAAP loss before income taxes (37,331 ) (15,880 ) (Benefit from) provision for income taxes (3,048 ) 2,309 GAAP net loss (58,625 ) (25,557 ) Total non-GAAP adjustments (1) 21,294 9,677 Non-GAAP net loss $ (37,331 ) $ (15,880 ) Shares used in computing non-GAAP basic and diluted net loss per share 36,910 36,034 Shares used in computing non-GAAP diluted net loss per share 36,910 36,034 Non-GAAP basic and diluted net loss per share $ (1.01 ) $ (0.44 ) Non-GAAP diluted net loss per share $ (1.01 ) $ (0.44 ) (1) Adjustments are comprised of the adjustments to GAAP cost of revenue, sales and marketing expenses, research and development expenses and general and administrative expenses and other (expense) income, net (where applicable) listed above.
Cash Used in Investing Activities Our investing activities for the year ended December 31, 2022 used cash of $12.1 million primarily for $4.8 million in capital expenditures, $4.6 million to fund a portion of the consideration for our acquisitions, and for an equity investment of $2.8 million in a strategic partner.
Our investing activities for the year ended December 31, 2022 used cash of $12.1 million primarily for $4.8 million in capital expenditures, $4.6 million to fund a portion of the consideration for our acquisitions, and for an equity investment of $2.8 million in a strategic partner.
In assessing goodwill impairment, we have the option to first assess qualitative factors to determine whether 42 the existence of events or circumstances leads to a determination that the fair value of a reporting unit is less than its carrying amount. Our qualitative assessment of the recoverability of goodwill considers various macro-economic, industry-specific and company-specific factors.
In assessing goodwill impairment, we have the option to first assess qualitative factors to determine whether the existence of events or circumstances leads to a determination that the fair value of a reporting unit is less than its carrying amount. Our qualitative assessment of the recoverability of goodwill considers various macro-economic, industry-specific and company-specific factors.
For Performance Options, 43 expense is recognized over a graded-vesting attribution basis over the period from the grant date to the estimated attainment date, which is the derived service period of each tranche of the award. We recognize actual forfeitures as they occur and do not estimate forfeitures in determining our stock-based compensation expense.
For Performance Options, expense is recognized over a graded-vesting attribution basis over the period from the grant date to the estimated attainment date, which is the derived service period of each tranche of the award. We recognize actual forfeitures as they occur and do not estimate forfeitures in determining our stock-based compensation expense.
If economic, political, or market conditions deteriorate, or if there is uncertainty around these conditions, our customers and potential customers may elect to decrease their software and 36 technology solutions budgets by deferring or reconsidering product purchases, which would limit our ability to grow our business and negatively affect our operating results.
If economic, political, or market conditions deteriorate, or if there is uncertainty around these conditions, our customers and potential customers may elect to decrease their software and technology solutions budgets by deferring or reconsidering product purchases, which would limit our ability to grow our business and negatively affect our operating results.
The supplemental financial information for our Managed Services includes: (i) average gross billings per active agency client, and (ii) revenue. Software Products & Services Supplemental Financial Information The following table sets forth the results for each of our Software Products & Services supplemental financial information.
The supplemental financial information for our Managed Services includes: (i) average gross billings per active Managed Services client, and (ii) revenue. Software Products & Services Supplemental Financial Information The following table sets forth the results for each of our Software Products & Services supplemental financial information.
These cost reduction initiatives began in the latter half of 2022 and will continue through the first half of 2023, and include reductions in workforce and certain legacy operating costs, as well as the divestiture of our energy group. As a result of these initiatives, we believe we will be able to accelerate our pathway toward long term profitability.
These cost reduction initiatives began in the latter half of 2022 and will continue through the first half of 2024, and include reductions in workforce and certain legacy operating costs, as well as the divestiture of our energy group. As a result of these initiatives, we believe we will be able to accelerate our pathway toward long term profitability.
We believe our Software Products & Services will extend the capabilities of many third-party software platforms and products that are widely used today. For example, we believe that, when integrated with aiWARE, our hiring solutions customers will be given greater visibility and transparency in their hiring processes.
We believe our Software Products & Services will extend the capabilities of many third-party software platforms and products that are widely used today. For example, we believe that, when integrated with aiWARE, our Veritone Hire solutions customers will be given greater visibility and transparency in their hiring processes.
The following tables set forth the calculation of our non-GAAP gross profit and non-GAAP gross margin, followed by a reconciliation of non-GAAP to GAAP financial information presented in our consolidated financial statements for years ended December 31, 2022 and 2021.
The following tables set forth the calculation of our non-GAAP gross profit and non-GAAP gross margin, followed by a reconciliation of non-GAAP to GAAP financial information presented in our consolidated financial statements for years ended December 31, 2023 and 2022.
These global economic conditions and any continued or new disruptions caused by these conditions may negatively impact our business in a number of ways. For example, our hiring solutions are sold to businesses whose financial conditions fluctuate based on general economic and business conditions, particularly the overall demand for labor and the economic health of current and prospective employers.
These global economic conditions and any continued or new disruptions caused by these conditions may negatively impact our business in a number of ways. For example, our Veritone Hire solutions are sold to businesses whose financial conditions fluctuate based on general economic and business conditions, particularly the overall demand for labor and the economic health of current and prospective employers.
Our acquisition strategy is threefold: (i) to increase the scale of our business in markets we are in today, (ii) to accelerate growth in new markets and product categories, including expanding our existing engineering and sales resources, and (iii) to accelerate the adoption of aiWARE as the universal AI operating system through venture or market-driven opportunities.
Our acquisition strategy has been threefold: (i) to increase the scale of our business in markets we are in today, (ii) to accelerate growth in new markets and product categories, including expanding our existing engineering and sales resources, and (iii) to accelerate the adoption of aiWARE as the universal AI operating system through venture or market-driven opportunities.
We then deduct from the Prior Year Quarter Revenue any revenue from Ending Software Customers who are no longer customers as of the current period end, or Current Period Ending Customer Revenue.
We then deduct from the Prior Year Quarter Revenue any revenue from Software Products & Services Customers who are no longer customers as of the current period end, or Current Period Ending Software Customer Revenue.
Cash Provided by Financing Activities Our financing activities for the year ended December 31, 2022 used cash of $61.9 million, consisting of $39.0 million to pay for the repurchase of a portion of our outstanding Convertible Notes, $14.4 million to pay the 2021 earnout for PandoLogic and $9.8 million to pay taxes paid related to the net share settlement of equity awards, partially offset by $1.3 million in proceeds received from the exercise of stock options and purchases of shares under our ESPP.
Our financing activities for the year ended December 31, 2022 used cash of $61.9 million, consisting of $39.0 million to pay for the repurchase of a portion of our outstanding Convertible Notes, $14.4 million to pay the 2021 contingent consideration for PandoLogic and $9.8 million to pay taxes paid related to the net share settlement of equity awards, partially offset by $1.1 million in proceeds received from the exercise of stock options and purchases of shares under our ESPP.
For example, our net headcount grew approximately 24% since the beginning of 2022. In addition, during the year ended December 31, 2022 we made substantial investments in our existing employee base, including higher annual raises and increased benefits, in order to compete in a challenging and constrained labor environment.
For example, our net headcount grew approximately 8% since the beginning of 2023. In addition, during the year ended December 31, 2023 we made substantial investments in our existing employee base, including higher annual raises and increased benefits, in order to compete in a challenging and constrained labor environment.
While management believes there is a substantial opportunity to increase revenue longer term, current economic conditions have negatively impacted our business operations and financial results, and there is no certainty that any future investments, which could be significant and include future potential acquisitions, will result in significant enterprise revenue realization or revenue growth when compared with historical revenue.
While management believes there is a substantial opportunity to increase revenue longer term, current economic conditions have negatively impacted parts of our consumption-based operations and financial results, and there is no certainty that any future investments, which could be significant and include future potential acquisitions, will result in significant enterprise revenue realization or revenue growth when compared with historical revenue.
The extent of the impact of these factors on our operational and financial performance, including our ability to execute our business strategies and initiatives in the expected time frame, will depend on future developments, and the impact on our customers, partners and employees, all of which are uncertain and cannot be predicted.
The extent of the impact of these factors on our operational and financial performance, including our ability to execute our business strategies and initiatives in the expected time frame, will depend on future developments, and the impact on our customers, partners and employees, all of which have uncertainty and cannot be predicted.
The results for non-GAAP net income (loss), are presented below for the years ended December 31, 2022 and 2021. The items excluded from these non-GAAP financial measures, as well as a breakdown of GAAP net loss, non-GAAP net income (loss) and these excluded items between our Core Operations and Corporate, are detailed in the reconciliation below.
The results for non-GAAP net income (loss), are presented below for the year ended December 31, 2023 and 2022. The items excluded from these non-GAAP financial measures, as well as a breakdown of GAAP net loss, non-GAAP net income (loss) and these excluded items between our Core Operations and Corporate, are detailed in the reconciliation below.
The supplemental financial information for our Software Products & Services includes: (i) Software Revenue – Pro Forma, (ii) Ending Software Customers, (iii) Average Annual Revenue (AAR), (iv) Total New Bookings, and (iv) Gross Revenue Retention, in each case as defined in the footnotes to the table below.
The supplemental financial information for our Software Products & Services includes: (i) Pro Forma Software Revenue, (ii) Total Software Products & Services Customers, (iii) Annual Recurring Revenue, (iv) Total New Bookings, and (iv) Gross Revenue Retention, in each case as defined in the footnotes to the table below.
The principal estimates relate to the accounting recognition and presentation of revenue, allowance for doubtful accounts, purchase accounting, impairment of long-lived assets, the valuation of contingent consideration, the valuation of non-cash consideration received in barter transactions and evaluation of realizability, the valuation of stock awards and stock warrants and income taxes, where applicable.
The principal estimates relate to the accounting recognition and presentation of revenue, allowance for credit losses, purchase accounting, impairment of long-lived assets, the valuation of contingent consideration, the valuation of 46 non-cash consideration received in barter transactions and evaluation of realizability, the valuation of stock awards and stock warrants and income taxes, where applicable.
Liquidity and Capital Resources We have historically financed our business through the sale of equity and debt securities. Our principal sources of liquidity are our cash and cash equivalents, which totaled $184.4 million as of December 31, 2022, compared with total cash and cash equivalents of $254.7 million as of December 31, 2021.
Liquidity and Capital Resources We have historically financed our business through the sale of equity and debt securities. Our principal sources of liquidity are our cash and cash equivalents, which totaled $79.4 million as of December 31, 2023, compared with total cash and cash equivalents of $184.4 million as of December 31, 2022.
Due to uncertainties related to the ability to utilize historical U.S. federal and state deferred tax assets in future periods, we have recorded a valuation allowance against these net deferred tax assets in the amount of $81.1 million, as of December 31, 2022. These assets consist primarily of net operating loss and tax credit carryovers and non-deductible stock-based compensation.
Due to uncertainties related to the ability to utilize historical U.S. federal and state deferred tax assets in future periods, we have recorded a valuation allowance 48 against these net deferred tax assets in the amount of $88.4 million, as of December 31, 2023. These assets consist primarily of net operating loss and tax credit carryovers and non-deductible stock-based compensation.
During the year ended December 31, 2022, we reported a non-GAAP net loss of $15.9 million as compared to non-GAAP net income of $6.8 million during the year ended December 31, 2021. To continue to grow our revenue, we will continue to make targeted investments in people, namely software engineers and sales personnel.
During the year ended December 31, 2023, we reported a non-GAAP net loss of $37.3 million as compared to a non-GAAP net loss of $15.9 million during the year ended December 31, 2022. To continue to grow our revenue, we will continue to make targeted investments in people, namely software engineers and sales personnel.
As a percentage of revenue, research and development expenses increased to 29% in 2022 from 22% in 2021. General and Administrative.
As a percentage of revenue, research and development expenses increased to 33% in 2023 from 29% in 2022. General and Administrative.
We are a leader in AI-based Software Products & Services. Our proprietary AI operating system, aiWARE, uses machine learning algorithms, or AI models, together with a suite of powerful applications, to reveal valuable insights from vast amounts of structured and unstructured data.
Our proprietary AI operating system, aiWARE, uses machine learning algorithms, or AI models, together with a suite of powerful applications, to reveal valuable insights from vast amounts of structured and unstructured data.
To the extent that economic uncertainty or attenuated economic conditions cause our customers and potential customers to freeze or reduce their headcount as we experienced throughout 2022, and reduce their advertising spending, demand for our products and services may be negatively affected in 2023 and beyond.
To the extent that economic uncertainty or attenuated economic conditions cause our customers and potential customers to freeze or reduce their headcount, and reduce their advertising spending, demand for our products and services may be negatively affected.
(5) “Gross Revenue Retention”: We calculate our dollar-based gross retention rate as of the period end by starting with the revenue from Ending Software Customers for Software Products & Services as of the 3 months in the prior year quarter to such period, or Prior Year Quarter Revenue.
(7) “Gross Revenue Retention” represents a calculation of our dollar-based gross revenue retention rate as of the period end by starting with the revenue from Software Products & Services Customers as of the 3 months in the prior year quarter to such period, or Prior Year Quarter Revenue.
In connection with the acquisition of PandoLogic, a deferred tax liability is established for the future consequences attributable to differences between the financial statement carrying amounts of the acquired non-goodwill intangible assets and their respective tax basis. No deferred tax asset or liability is recorded on PandoLogic goodwill, $33,111 of which is not deductible for tax purposes.
In connection with the acquisition of PandoLogic, a deferred tax liability is established for the future consequences attributable to differences between the financial statement carrying amounts of the acquired non-goodwill intangible assets and their respective tax basis. Of the goodwill recorded on the acquisition date, $1.9 million is deductible for tax purposes.
While we believe we will be successful in these endeavors, we cannot guarantee that we will succeed in generating substantial long term operating growth and profitability. We expect to continue pursuing a strategy of acquiring companies to help accelerate our organic growth.
While we believe we will be successful in these endeavors, we cannot guarantee that we will succeed in generating substantial long term operating growth and profitability. Historically, we have pursued an opportunistic strategy of acquiring companies to help accelerate our organic growth.
As a percentage of revenue, general and administrative expenses declined to 30% in 2022 from 80% in 2021. 46 Amortization. Amortization expense increased in 2022 compared with the corresponding prior year period due to the addition of amortization expense related to our PandoLogic acquisition and our 2022 acquisitions.
As a percentage of revenue, general and administrative expenses increased to 58% in 2023 from 30% in 2022. 51 Amortization. Amortization expense increased in 2023 compared with the corresponding prior year period due to the addition of amortization expense related to our 2022 and 2023 acquisitions.
Risk Factors” of Part I of this Annual Report on Form 10-K and our other filings with the Securities and Exchange Commission (“SEC”), including future SEC filings.
Risk Factors” set forth in Part I of this Annual Report on Form 10-K and our other filings with the SEC, including future SEC filings.
For the year ended December 31, 2022, our total loss from operations decreased to $38.0 million compared to $61.4 for the year ended December 31, 2021.
For the year ended December 31, 2023, our total loss from operations decreased to $92.3 million compared to $38.0 million for the year ended December 31, 2022.
During the year ended December 31, 2022, we generated revenue of $149.7 million as compared to $115.3 million during the year ended December 31, 2021.
During the year ended December 31, 2023, we generated revenue of $127.6 million as compared to $149.7 million during the year ended December 31, 2022.
Quarter Ended Mar 31, Jun 30, Sept 30, Dec 31, Mar 31, Jun 30, Sept 30, Dec 31, 2021 2021 2021 2021 2022 2022 2022 2022 Avg billings per active Managed Services client (in 000's) (6) $ 582 $ 622 $ 615 $ 625 $ 684 $ 736 $ 747 $ 823 Revenue during quarter (in 000's) (7) $ 10,327 $ 9,968 $ 9,647 $ 10,857 $ 10,735 $ 9,625 $ 10,035 $ 11,074 (6) Avg billings per active Managed Services customer for each quarter reflects the average quarterly billings per active Managed Services customer over the twelve-month period through the end of such quarter for Managed Services customers that are active during such quarter.
Quarter Ended Mar 31, Jun 30, Sept 30, Dec 31, Mar 31, Jun 30, Sept 30, Dec 31, 2022 2022 2022 2022 2023 2023 2023 2023 Avg billings per active Managed Services client (in 000’s) (1) $ 684 $ 736 $ 747 $ 823 $ 771 $ 576 $ 630 $ 647 Revenue during quarter (in 000’s) (2) $ 10,735 $ 9,625 $ 10,035 $ 11,074 $ 9,337 $ 6,876 $ 9,117 $ 8,612 (1) Avg billings per active Managed Services customer for each quarter reflects the average quarterly billings per active Managed Services customer over the twelve-month period through the end of such quarter for Managed Services customers that are active during such quarter.
Non-GAAP Gross Profit For the year ended December 31, 2022, our total loss from operations decreased to $38.0 million compared to $61.4 for the year ended December 31, 2021.
Non-GAAP Gross Profit For the year ended December 31, 2023, our total loss from operations increased to $92.3 million compared to $38.0 million for the year ended December 31, 2022.
As a result of continuing to diversify our customer base and increase sales within our existing customer base, we intend to continue to increase our sales and marketing spending in the near term as compared to the trailing twelve months; however, these increased investments will be somewhat offset by our 2023 cost reduction initiatives.
As a result of our efforts to diversify our customer base and increase sales within our existing customer base, as well as the June 2023 acquisition of Broadbean, we increased our sales and marketing spending in the near 38 term as compared to the trailing twelve months; however, these increased investments were partially offset by our 2023 and 2024 cost-reduction initiatives.
(2) “Ending Software Customers” includes Software Products & Services customers as of the end of each respective quarter set forth above with trailing twelve-month revenues in excess of $2,400 for both Veritone, Inc. and PandoLogic and/or deemed by us to be under an active contract for the applicable periods.
In prior periods, we provided “Ending Software Customers,” which represented Software Products & Services customers as of the end of each fiscal quarter with trailing twelve-month revenues in excess of $2,400 for both Veritone, Inc. and PandoLogic Ltd. and/or deemed by the Company to be under an active contract for the applicable periods.
As of December 31, 2022, we have future cash requirements to pay the PandoLogic Earnout amount for 2022 of $10.8 million in a combination of cash and stock in the first quarter of 2023 and to pay $5.3 million in purchase consideration commitments related to the VSL acquisition, the VocaliD acquisition, and the March 2022 acquisition that will be paid in 2023 and in 2024.
As of December 31, 2023, we have future cash requirements to pay $5.3 million in purchase consideration commitments related to the VSL acquisition and the March 2022 acquisition that will be in 2024.
Nevertheless, we continue to see significant opportunities for growth in our Software Products & Services and our aiWARE platform sales to existing and newly acquired customers, and where our AI solutions could add tremendous value in content creation and distribution, including in the news, television and film industries.
Nevertheless, we continue to see significant opportunities for growth in Software Products & Services and our aiWARE platform sales to existing and newly acquired customers, and where our AI solutions could add near and long-term value in the government and regulated industries and content creation and distribution across the global media and entertainment industry.
If the estimated future cash flows from the use of the asset are less than the carrying value, an impairment charge would be recorded to write down the asset to its estimated fair value.
If the estimated future cash flows from the use of the asset are less than the carrying value, an impairment charge would be recorded to write down the asset to its estimated fair value. During the year ended December 31, 2023, we experienced multiple adverse financial trends.
(3) “Average Annual Revenue (AAR)” is calculated as the aggregate of trailing twelve-month Software Products & Services revenue divided by the average number of customers over the same period for both Veritone, Inc. and PandoLogic.
In prior periods, we provided “Average Annual Revenue,” which was calculated as the aggregate of trailing twelve-month Software Products & Services revenue divided by the average number of customers over the same period for both Veritone, Inc. and PandoLogic Ltd. Annual Recurring Revenue is not comparable to Average Annual Revenue (SaaS).
The fair value of stock-based awards (other than Performance Options) is amortized using the straight-line attribution method over the requisite service period of the award, which is generally the vesting period.
Treasury notes as of the grant date with a remaining term approximately equal to the expected term of the award. The fair value of stock-based awards (other than Performance Options) is amortized using the straight-line attribution method over the requisite service period of the award, which is generally the vesting period.
(in thousands) Year Ended December 31, 2022 2021 Cash provided by operating activities $ 3,737 $ 7,234 Cash used in investing activities (12,104 ) (53,843 ) Cash (used in) provided by financing activities (61,928 ) 186,514 Net (decrease) increase in cash, cash equivalents and restricted cash $ (70,295 ) $ 139,905 Cash Provided By Operating Activities Our operating activities generated cash inflows of $3.7 million in the year ended December 31, 2022, due primarily to our net loss of $25.6 million, adjusted by $1.0 million in non-cash expenses, including $22.5 million in depreciation and amortization and $19.3 million in stock-based compensation expense, offset in part by $22.7 million from a change in the fair value of contingent consideration and a $19.1 million net gain on debt extinguishment, with an additional $28.2 million and from the net working capital increase primarily due to a decrease in accounts receivable of $29.7 million. 47 Our operating activities provided cash of $7.2 million in 2021, primarily due to a net increase of $31.0 million in cash received from advertising customers for future payments to vendors, offset by the effect of our net loss of $70.6 million, adjusted by $70.7 million in non-cash expenses, including $40.1 million in stock-based compensation expense and $18.3 million in change in the fair value of contingent consideration.
Our operating activities generated cash inflows of $3.7 million in the year ended December 31, 2022, due primarily to our net loss of $25.6 million, adjusted by $1.0 million in non-cash expenses, including $22.5 million in depreciation and amortization and $19.3 million in stock-based compensation expense, offset in part by $22.7 million from a change in the fair value of contingent consideration and a $19.1 million net gain on debt extinguishment, with an additional $28.2 million and from the net working capital increase primarily due to a decrease in accounts receivable of $29.7 million.
We then divide the total Current Period Ending Customer Revenue by the total Prior Year Quarter Revenue to arrive at our dollar-based gross retention rate, which is the percentage of revenue from all Ending Software Customers from our Software Products & Services as of the year prior that is not lost to customer churn. 40 As we grow our business for our Software Products & Services, we expect that our supplemental financial information will be impacted in different ways based on our customer profiles and the nature of target markets.
We then divide the total Current Period Ending Software Customer Revenue by the total Prior Year Quarter Revenue to arrive at our dollar-based gross retention rate, which is the percentage of revenue from all Software Products & Services Customers from our Software Products & Services as of the year prior that is not lost to customer churn.
(7) Managed Services revenue and metrics exclude content licensing and media services.
(2) Managed Services revenue and metrics exclude content licensing and media services, and Table Rock Management.
Supplemental Financial Information We are providing the following unaudited supplemental financial information regarding our Software Products & Services and Managed Services as a lookback of the prior year to explain our recent historical and year-over-year performance. The Software Products & Services supplemental financial information is presented on a pro forma basis, as further described below.
The historical amounts would not have a major effect on prior period results. 43 Supplemental Financial Information We are providing the following unaudited supplemental financial information regarding our Software Products & Services and Managed Services as a lookback of the prior year to explain our recent historical and year-over-year performance.
For the year ended December 31, 2022, our total revenues increased to $149.7 million compared to $115.3 million for the year ended December 31, 2021, an increase of 30%. For the year ended December 31, 2022, our total loss from operations decreased to $38.0 million compared to $61.4 for the year ended December 31, 2021, a decrease of 38%.
For the year ended December 31, 2023, our total revenues were $127.6 million as compared to $149.7 million for the year ended December 31, 2022, a decrease of 15%. For the year ended December 31, 2023, our total loss from operations was $92.3 million as compared to $38.0 million for the year ended December 31, 2022, an increase of 143%.
The U.S. federal and state NOLs are projected to expire beginning in 2034 and 2030, respectively, unless previously utilized. The U.S. federal NOLs generated after January 1, 2018 may be carried forward indefinitely, subject to an 80% taxable income limitation on the utilization of the carryforwards.
The U.S. federal NOLs generated after January 1, 2018 may be carried forward indefinitely, subject to an 80% taxable income limitation on the utilization of the carryforwards. The foreign loss carryforwards can be carried forward indefinitely.
Investors should not consider this supplemental non-GAAP financial information in isolation or as a substitute for analysis of our results as reported in accordance with GAAP. 37 Reconciliation of GAAP net loss to Non-GAAP net loss (in thousands) Year Ended December 31, 2022 2021 Core Operations (1) Corporate (2) Total Core Operations (1) Corporate (2) Total Net income (loss) $ (19,027 ) $ (6,530 ) $ (25,557 ) $ 8,298 $ (72,970 ) $ (64,672 ) Provision for income taxes 1,805 504 2,309 2,658 86 2,744 Depreciation and amortization 21,936 557 22,493 8,984 426 9,410 Stock-based compensation expense 10,138 8,977 19,115 6,575 33,488 40,063 Change in fair value of contingent consideration — (22,721 ) (22,721 ) — 12,074 12,074 State sales tax reserve — — — — 306 306 Interest expense, net — 4,350 4,350 — 493 493 Gain on debt extinguishment — (19,097 ) (19,097 ) — — — Acquisition and due diligence costs — 2,688 2,688 — 2,698 2,698 Charges related to sublease — — — — 3,367 3,367 Severance and executive search 512 28 540 — 349 349 Non-GAAP Net Income (Loss) $ 15,364 $ (31,244 ) $ (15,880 ) $ 26,515 $ (19,683 ) $ 6,832 (1) Core operations consists of our consolidated Software Products & Services and Managed Services that include our content licensing and advertising services, and their supporting operations, including direct costs of sales as well as operating expenses for sales, marketing, and product development and certain general and administrative costs dedicated to these operations.
Investors should not consider this supplemental non-GAAP financial information in isolation or as a substitute for analysis of our results as reported in accordance with GAAP. 41 Reconciliation of GAAP net loss to Non-GAAP net loss (in thousands) Year Ended December 31, 2023 2022 Core Operations (1) Corporate (2) Total Core Operations (1) Corporate (2) Total Net loss $ (46,133 ) $ (12,492 ) $ (58,625 ) $ (19,027 ) $ (6,530 ) $ (25,557 ) (Benefit from) provision for income taxes (4,022 ) 974 (3,048 ) 1,805 504 2,309 Depreciation and amortization 25,216 885 26,101 21,936 557 22,493 Stock-based compensation expense 7,259 3,567 10,826 10,138 8,977 19,115 Change in fair value of contingent consideration — 2,284 2,284 — (22,721 ) (22,721 ) Interest expense, net 10 2,438 2,448 — 4,350 4,350 Foreign currency impact — (133 ) (133 ) — — — Gain on debt extinguishment — (30,023 ) (30,023 ) — (19,097 ) (19,097 ) Acquisition and due diligence costs — 9,125 9,125 — 2,688 2,688 Gain on sale of energy group — (2,572 ) (2,572 ) — — — Loss from business held for sale (3) 1,691 — 1,691 — — — Variable consultant performance bonus expense (4) 951 — 951 — — — Severance and executive transition costs 2,676 968 3,644 512 28 540 Non-GAAP Net (Loss) Income $ (12,352 ) $ (24,979 ) $ (37,331 ) $ 15,364 $ (31,244 ) $ (15,880 ) (1) Core operations consists of our consolidated Software Products & Services and Managed Services that include our content licensing and advertising services, and their supporting operations, including direct costs of sales as well as operating expenses for sales, marketing, and product development and certain general and administrative costs dedicated to these operations.
Non-GAAP net income (loss) and non-GAAP net income (loss) per share is the Company’s net income (loss) and net income (loss) per share, adjusted to exclude interest expense, provision for income taxes, depreciation expense, amortization expense, stock-based compensation expense, changes in fair value of warrant liability, changes in fair value of contingent consideration, a reserve for state sales taxes, charges related to a facility sublease, gain on sale of asset, warrant expense, acquisition and due diligence costs, and severance and executive search costs.
Non-GAAP net income (loss) and non-GAAP net income (loss) per share is the Company’s net income (loss) and net income (loss) per share, adjusted to exclude provision for income taxes, depreciation expense, amortization expense, stock-based compensation expense, changes in fair value of contingent consideration, interest income, interest expense, foreign currency gains and losses, acquisition and due diligence costs, gain on sale of energy group, loss from business held for sale, variable consultant performance bonus expense, and severance and executive transition costs.
In the event that actual results differ from these estimates or we adjust these estimates should we believe we would be able to realize these deferred tax assets in the future, an adjustment to the valuation allowance would increase income in the period such determination was made. 44 Results of Operations The following tables set forth our results of operations for the years ended December 31, 2022 and 2021, in dollars and as a percentage of our revenue for those periods.
In the event that actual results differ from these estimates or we adjust these estimates should we believe we would be able to realize these deferred tax assets in the future, an adjustment to the valuation allowance would increase income in the period such determination was made.
The decrease in our cash and cash equivalents as of December 31, 2022 as compared with December 31, 2021 was primarily due to the $39.0 million repurchase of a portion of our outstanding Convertible Notes in December 2022, investments and acquisitions made during the year ended December 31, 2022, taxes paid related to net share settlement of equity awards, and the payment of the 2021 PandoLogic Earnout, offset slightly by cash proceeds of $3.7 million from operating activities in the year ended December 31, 2022.
The decrease in our cash and cash equivalents as of December 31, 2023 as compared with December 31, 2022 was primarily due to our loss from operating activities of $92.3 million, the $37.5 million repurchase of a portion of our outstanding Convertible Notes in December 2023, investments and acquisitions made during the year ended December 31, 2023, including the net acquisition of $50.3 million for Broadbean in June 2023, taxes paid related to net share settlement of equity awards, and the payments of certain legacy acquisition contingent consideration, offset by gross cash proceeds of $77.5 million received from our December 2023 senior secured Term Loan in the year ended December 31, 2023.
(dollars in thousands) Year Ended December 31, 2022 2021 Revenue $ 149,728 $ 115,305 Operating expenses: Cost of revenue 27,432 22,129 Sales and marketing 51,345 28,935 Research and development 43,589 25,075 General and administrative 44,177 91,667 Amortization 21,180 8,872 Total operating expenses 187,723 176,678 Loss from operations (37,995 ) (61,373 ) Other income (expense), net 14,747 (600 ) Loss before provision for income taxes (23,248 ) (61,973 ) Provision for income taxes 2,309 2,699 Net loss $ (25,557 ) $ (64,672 ) Year Ended December 31, 2022 2021 Revenue 100.0 % 100.0 % Operating expenses: Cost of revenue 18.3 19.2 Sales and marketing 34.3 25.1 Research and development 29.1 21.7 General and administrative 29.5 79.5 Amortization 14.1 7.7 Total operating expenses 125.4 153.1 Loss from operations (25.4 ) (53.1 ) Other income (expense), net 9.8 (0.5 ) Loss before provision for income taxes (15.5 ) (53.6 ) Provision for income taxes 1.5 2.3 Net loss (17.1 ) (56.0 ) Year Ended December 31, 2022 Compared With Year Ended December 31, 2021 Revenue Year Ended December 31, 2022 Year Ended December 31, 2021 Commercial Government & Commercial Government & Enterprise Regulated Total Enterprise Regulated Total Software Products & Services (1) $ 80,749 $ 3,829 $ 84,578 $ 55,484 $ 4,031 $ 59,515 Managed Services 65,150 — 65,150 55,790 — 55,790 Revenue $ 145,899 $ 3,829 $ 149,728 $ 111,274 $ 4,031 $ 115,305 (1) Software Products & Services consists of aiWARE revenues of $27.2 million and $21.2 million for the years ended December 31, 2022 and December 31, 2021, respectively, as well PandoLogic revenues of $57.4 million and $38.3 million for the years ended December 31, 2022 and December 31, 2021, respectively.
(dollars in thousands) Year Ended December 31, 2023 2022 Revenue $ 127,560 $ 149,728 Operating expenses: Cost of revenue 28,256 27,432 Sales and marketing 52,024 51,345 Research and development 42,090 43,589 General and administrative 73,811 44,177 Amortization 23,715 21,180 Total operating expenses 219,896 187,723 Loss from operations (92,336 ) (37,995 ) Gain on debt extinguishment 30,023 19,097 Other income (expense), net 640 (4,350 ) Loss before provision for income taxes (61,673 ) (23,248 ) (Benefit from) provision for income taxes (3,048 ) 2,309 Net loss $ (58,625 ) $ (25,557 ) 49 Year Ended December 31, 2023 2022 Revenue 100.0 % 100.0 % Operating expenses: Cost of revenue 22.2 18.3 Sales and marketing 40.8 34.3 Research and development 33.0 29.1 General and administrative 57.9 29.5 Amortization 18.6 14.1 Total operating expenses 172.5 125.4 Loss from operations (72.5 ) (25.4 ) Gain on debt extinguishment 23.5 12.8 Other income (expense), net 0.5 (2.9 ) Loss before provision for income taxes (48.5 ) (15.5 ) (Benefit from) provision for income taxes (2.4 ) 1.5 Net loss (46.1 ) (17.1 ) Year Ended December 31, 2023 Compared With Year Ended December 31, 2022 Revenue Year Ended December 31, 2023 Commercial Government & Enterprise Regulated Total Software Products & Services (1) $ 62,410 $ 5,991 $ 68,401 Managed Services 59,159 — 59,159 Revenue $ 121,569 $ 5,991 $ 127,560 Year Ended December 31, 2022 Commercial Government & Enterprise Regulated Total Software Products & Services (1) $ 80,749 $ 3,829 $ 84,578 Managed Services 65,150 — 65,150 Revenue $ 145,899 $ 3,829 $ 149,728 (1) Software Products & Services consists of aiWARE revenues of $21.1 million and $27.2 million for the years ended December 31, 2023 and December 31, 2022, respectively, as well as Broadbean revenue of $19.1 million for the year ended December 31, 2023 and PandoLogic revenues of $28.2 million and $57.4 million for the years ended December 31, 2023 and December 31, 2022, respectively.
We believe there are strategic acquisition targets that can accelerate our entry into and expand our existing market share in key strategic 35 markets, as well as our ability to grow our business. As a result, we will continue to prioritize corporate development efforts throughout 2023.
While we believe there are strategic acquisition targets that can accelerate our entry into and expand our existing market share in key strategic markets, as well as our ability to grow our business, there is no certainty our historical or future acquisitions will achieve these objectives.
In the years ended December 31, 2022 and 2021, substantially all of our revenue was derived from customers located in the United States. We believe that there is a substantial opportunity over time for us to expand our service offerings and customer base in countries outside of the United States.
We believe that there is a substantial opportunity for us to continue expanding our service offerings and customer base in countries outside of the United States.
Department of Justice and progress with the Joint Artificial Intelligence Commission (“JAIC”) and Department of Defense (“DOD”) . However, many enterprise-level opportunities with Government & Regulated Industries customers can involve long sales cycles, during which we must invest significant time and resources without a guarantee of success.
However, many enterprise-level opportunities with Government & Regulated Industries customers can involve long sales cycles, during which we must invest significant time and resources without a guarantee of success. Growing our existing and new Software Products & Services customer base is critical for our success.
Non-GAAP gross profit is the Company’s revenue less its cost of revenue. Non-GAAP gross margin is defined as Non-GAAP gross profit divided by revenue. Non-GAAP net loss (pro forma) is the Company’s net loss excluding the items set forth below presented on a combined pro forma basis treating PandoLogic Ltd. as owned by Veritone, Inc. since January 1, 2021.
Non-GAAP gross margin is defined as Non-GAAP gross profit divided by revenue. Non-GAAP net loss (pro forma) is the Company’s net loss excluding the items set forth below.
Under the simplified method, the expected term is calculated as the midpoint between the weighted average vesting date and the contractual term of the options. The expected term for Performance Options considers the remaining term of the option after the attainment date and the ratio of the stock price at the attainment date to the option exercise price.
The expected term for stock options other than Performance Options represents the period of time that stock options are expected to be outstanding and is determined using the simplified method. Under the simplified method, the expected term is calculated as the midpoint between the weighted average vesting date and the contractual term of the options.
Any of these events would likely have an adverse effect on our business, operating results and financial position.
Any of these events would likely have an adverse effect on our business, operating results and financial position. Due to the nature of our business, the effect of these macroeconomic conditions may not be fully reflected in our results of operations until future periods.
In addition to continued market disruptions caused by the COVID-19 pandemic, global economic and business activities continue to face widespread macroeconomic uncertainties, including labor shortages, inflation and monetary supply shifts, recession risks and disruptions from the Russia-Ukraine conflict.
Impact of Current Global Economic Conditions Global economic and business activities continue to face uncertainty as a result of macroeconomic and geopolitical factors, lingering economic disruption caused by the COVID-19 pandemic, labor shortages, inflation rates and the responses by central banking authorities to control inflation, monetary supply shifts, recession risks, disruptions from the Russia-Ukraine conflict, and the war in Israel.
As noted above, our non-GAAP gross profit is calculated as our revenue less our cost of revenue, as follows: (dollars in thousands) Year Ended December 31, 2022 2021 $ Change % Change Revenue $ 149,728 $ 115,305 $ 34,423 29.9 % Cost of revenue 27,432 22,129 5,303 24.0 % Non-GAAP gross profit 122,296 93,176 29,120 31.3 % Non-GAAP gross margin 81.7 % 80.8 % The increase in non-GAAP gross profit and non-GAAP gross margin in the year ended December 31, 2022 compared with the prior year was due primarily to growth in Software Products & Services revenue, including a full year of hiring solutions revenue in our 2022 results.
As noted above, our non-GAAP gross profit is calculated as our revenue less our cost of revenue, as follows: (dollars in thousands) Year Ended December 31, 2023 2022 $ Change % Change Revenue $ 127,560 $ 149,728 $ (22,168 ) (14.8 )% Cost of revenue 28,256 27,432 824 3.0 % Non-GAAP gross profit 99,304 122,296 (22,992 ) (18.8 )% Non-GAAP gross margin 77.8 % 81.7 % The decrease in non-GAAP gross profit and non-GAAP gross margin in the year ended December 31, 2023 compared with the prior year was due primarily due to decreases in revenue compared to the corresponding prior year periods.
Other Income, Net Other income, net for 2022 was comprised primarily of a net gain on debt extinguishment of $19.1 million, partially offset by interest expense, net of $1.2 due primarily to the Convertible Notes we issued in November 2021.
Other Income, Net Other income, net for 2023 was comprised primarily of a gain on the sale of the energy group of $2.6 million, partially offset by net interest expense of $1.8 million.
Historically, we have derived a large portion of our Software Products & Services revenue from applications we internally developed from our aiWARE platform and actively sold across various customers, but our growth in 2022 was driven by the inclusion of PandoLogic in our financial results for the entirety of 2022 as compared to 2021 when we acquired PandoLogic in September 2021.
Historically, we have derived a large portion of our Software Product & Services revenue from applications we internally developed from our aiWARE platform and actively sold across various customers.
We believe there will be significant near and long-term opportunities for revenue growth from Government & Regulated Industries markets due to customer adoption of our products and services related to AI technologies and more recently with our official Authorization to Operate, or ATO, of our aiWARE platform across the entire U.S.
In Government & Regulated Industries markets, we see growth opportunities with customer adoption of our products and services related to AI technologies and with our official Authorization to Operate, of our aiWARE platform across the entire U.S. Department of Justice and progress with the Chief Digital and Artificial Intelligence Officer and Department of Defense, including our recently announced iDEMS platform.
Stock-Based Compensation Expense We record stock-based compensation expense associated with restricted stock, restricted stock units and stock options granted under our stock incentive plans, and purchase rights granted under our Employee Stock Purchase Plan (“ESPP”).
The result of the analyses was that the assets were not impaired, as the expected cash flows exceeded the carrying value for each asset group . 47 Stock-Based Compensation Expense We record stock-based compensation expense associated with restricted stock, restricted stock units and stock options granted under our stock incentive plans, and purchase rights granted under our Employee Stock Purchase Plan (“ESPP”).
(unaudited) and presents such revenue on a combined pro forma basis treating PandoLogic Ltd. as owned by Veritone, Inc. since January 1, 2021. Average Annual Revenue (AAR) is calculated as the aggregate of trailing twelve-month Software Products & Services Pro Forma Revenue divided by the average number of customers over the same period for both Veritone, Inc. and PandoLogic Ltd.
In prior periods, we provided “Average Annual Revenue,” which was calculated as the aggregate of trailing twelve-month Software Products & Services revenue divided by the average number of customers over the same period for both Veritone, Inc. and PandoLogic Ltd. Annual Recurring Revenue (Consumption) is not comparable to Average Annual Revenue.
The following table sets forth the reconciliation of pro forma revenue to revenue and the calculation of AAR.
All numbers used to determine Gross Revenue Retention are calculated on a Pro Forma basis. The following table sets forth the reconciliation of revenue to pro forma revenue and the calculation of pro forma annual recurring revenue.
(4) “Total New Bookings” represents the total fees payable during the full contract term for new contracts received in the quarter (including fees payable during any cancellable portion and an estimate of license fees that may fluctuate over the term), excluding any variable fees under the contract (e.g., fees for cognitive processing, storage, professional services and other variable services).
Management uses “Annual Recurring Revenue (Consumption)” and we believe Annual Recurring Revenue (Consumption) is useful to investors because Broadbean significantly increases our mix of subscription-based SaaS revenues as compared to Consumption revenues and the split between the two allows the reader to delineate between predictable recurring SaaS revenues and more volatile Consumption revenues. 44 (6) “Total New Bookings” represents the total fees payable during the full contract term for new contracts received in the quarter (including fees payable during any cancellable portion and an estimate of license fees that may fluctuate over the term), excluding any variable fees under the contract (e.g., fees for cognitive processing, storage, professional services and other variable services), in each case on a Pro Forma basis.
The period-to-period comparisons of our historical results are not necessarily indicative of the results that may be expected in the future.
Results of Operations The following tables set forth our results of operations for the years ended December 31, 2023 and 2022, in dollars and as a percentage of our revenue for those periods. The period-to-period comparisons of our historical results are not necessarily indicative of the results that may be expected in the future.
For the year ended December 31, 2022, our non-GAAP gross margin (calculated as described in “Non-GAAP Financial Measures” below) improved to approximately 82% compared with approximately 81% for the year ended December 31, 2021, driven by growth of new customers across our Software Products & Services and the inclusion of a full year of our hiring solutions revenue results, which collectively generated incremental non-GAAP gross margins in excess of 80% during the year ended December 31, 2022.
For the year ended December 31, 2023, our non-GAAP gross margin (calculated as described in “Non-GAAP Financial Measures” below) declined to approximately 78% as compared to 82% for the year ended December 31, 2022, driven in large part by the mix of revenue as compared to 2022.
The increase in cost of revenue in 2022 compared to 2021 was primarily due to our higher revenue level, as discussed above. As a percentage of revenue, cost of revenue improved to 18.3% in 2022 as compared to 19.2% in 2021 driven by the higher mix of software products and services in 2022, which generally have lower cost of revenues.
The increase in cost of revenue in 2023 compared to 2022 was primarily due to a shift in the mix of revenues from higher margin Software Products & Services products to lower margin Managed Services products.
Cash Flows A summary of cash flows from our operating, investing and financing activities is shown in the table below.
We expect these cost synergies and cost reduction measures to enable us to continue our operations for the foreseeable future, including over the next twelve months. 52 Cash Flows A summary of cash flows from our operating, investing and financing activities is shown in the table below.
Our Software Products & Services grew 42% year over year and represented 56% and 51% of our consolidated revenue in the years ended December 31, 2022 and 2021, respectively, and our Managed Services grew 17% year over year, and represented 44% and 49% of our consolidated revenue in the years ended December 31, 2022 and 2021, respectively.
Our Software Products & Services revenue was $68.4 million and $84.8 million during the years ended December 31, 2023 and 2022, respectively, and represented 54% and 56% of our consolidated revenue during the years ended December 31, 2023 and 2022, respectively.
Operating Expenses (dollars in thousands) Year Ended December 31, 2022 2021 $ Change % Change Cost of revenue $ 27,432 $ 22,129 $ 5,303 24.0 % Sales and marketing 51,345 28,935 22,410 77.4 % Research and development 43,589 25,075 18,514 73.8 % General and administrative 44,177 91,667 (47,490 ) (51.8 )% Amortization 21,180 8,872 12,308 138.7 % Total operating expenses $ 187,723 $ 176,678 $ 11,045 6.3 % Cost of Revenue.
Operating Expenses (dollars in thousands) Year Ended December 31, 2023 2022 $ Change % Change Cost of revenue $ 28,256 $ 27,432 $ 824 3.0 % Sales and marketing 52,024 51,345 679 1.3 % Research and development 42,090 43,589 (1,499 ) (3.4 )% General and administrative 73,811 44,177 29,634 67.1 % Amortization 23,715 21,180 2,535 12.0 % Total operating expenses $ 219,896 $ 187,723 $ 32,173 17.1 % Cost of Revenue.
In addition, we plan to divest our energy group in the first half of 2023, and we intend to reduce and consolidate expenses tied to software, outside services, and cloud-based processing throughout 2023. Opportunities, Challenges and Risks In 2022 and 2021, we derived our revenue primarily through our Commercial Enterprise customers, and secondarily, through our Government & Regulated Industries customers.
Chad Steelberg continues to serve as a member of our Board. 37 Opportunities, Challenges and Risks In 2023 and 2022, we derived our revenue primarily through our Commercial Enterprise customers, and secondarily, through our Government & Regulated Industries customers. We are a leader in AI-based Software Products & Services.
The increase in sales and marketing expenses of $22.4 million or 77% in 2022 compared with 2021 was primarily due to an increase of $13.5 million relating to our acquisition of PandoLogic in September 2021, increases in personnel-related costs of $4.2 million from the addition of new sales and marketing resources, and increases in marketing spend of $1.8 million.
Sales and marketing expenses increased $0.7 million, or 1% in 2023 compared with 2022, primarily due to increases in personnel-related costs from the addition of new sales and marketing resources, including the acquisition of Broadbean in June 2023. As a percentage of revenue, sales and marketing expenses increased to 41% in 2023 from 34% in 2022. Research and Development .
Additionally, and as a result of the recent pullback in the macroeconomic environment caused by high inflation, rising interest rates and recent and potential future disruptions in access to bank deposits or lending commitments due to bank failures, we expect some of our customers may reduce advertising spending across our managed services in 2023 when compared to same periods in the prior year.
As a result of the recent pullback in the macroeconomic environment caused by high inflation, rising interest rates, and geopolitical factors including the Russia-Ukraine conflict and the war in Israel, some of our customers reduced consumption-based and advertising spending across our Commercial Enterprise customer base across parts of our Veritone Hire solutions and Managed Services, in the year ended December 31, 2023 when compared to the prior year.
We have historically generated a significant portion of our revenue from a few major customers.
We have historically generated a significant portion of our revenue from a few major customers. As we continue to grow and diversify our customer base, we expect that our dependency on a limited number of large customers will be minimized.
The risk-free rate is based on the implied yield of U.S. Treasury notes as of the grant date with a remaining term approximately equal to the expected term of the award.
The expected term for Performance Options considers the remaining term of the option after the attainment date and the ratio of the stock price at the attainment date to the option exercise price. The risk-free rate is based on the implied yield of U.S.
In 2021, our investing activities used cash of $53.8 million, primarily to fund a portion of the consideration for the acquisition of PandoLogic.
Investing Activities Our investing activities for the year ended December 31, 2023 used cash of $54.9 million primarily for $50.2 million to fund our acquisition.
Contractual Obligations and Known Future Cash Requirements As of December 31, 2022, our only debt obligations were the Convertible Notes issued in the fourth quarter of fiscal year 2021, net of amounts repurchased in 2022.
Contractual Obligations and Known Future Cash Requirements As of December 31, 2023, our debt obligations are comprised of our Term Loan and 2026 Convertible Notes.