Biggest changeOther income (expense), net Our other income (expense), net is primarily comprised of change in fair value of warrant liabilities assumed by D-Wave as part of the Merger (see Note 3 included in the notes to our consolidated financial statements for the year ended December 31, 2022 included elsewhere in this Form 10-K), gain on investment in marketable securities, government assistance, interest expense, non-cash interest income on SIF and other miscellaneous income and expense unrelated to our core operations. 58 Results of Operations The following table sets forth our results of operations for the periods indicated (in thousands): Year Ended December 31, 2022 2021 2020 Revenue $ 7,173 $ 6,279 $ 5,160 Cost of revenue 2,923 1,750 915 Total gross profit 4,250 4,529 4,245 Operating expenses: Research and development 32,101 25,401 20,411 General and administrative 21,539 11,897 11,587 Sales and marketing 10,068 6,179 3,714 Total operating expenses 63,708 43,477 35,712 Loss from operations (59,458) (38,948) (31,467) Other income (expense), net: Interest expense (4,633) (1,728) (5,257) Government assistance — 7,167 12,027 Non-cash interest income on SIF 5,673 — — Gain on debt extinguishment — — 3,873 Gain on settlement of warrant liability — — 7,836 Gain on investment in marketable securities — 1,163 — Change in fair value of warrant liabilities 6,173 — — Lincoln Park Purchase Agreement issuance costs (629) — — Other income, net 1,345 801 2,969 Total other income, net $ 7,929 $ 7,403 $ 21,448 Net loss $ (51,529) $ (31,545) $ (10,019) Foreign currency translation adjustment, net of tax 41 15 (82) Net comprehensive loss $ (51,488) $ (31,530) $ (10,101) Comparison of the Year Ended December 31, 2022 and 2021 Revenue Revenue increased by $0.9 million, or 14%, to $7.2 million for the year ended December 31, 2022 as compared to $6.3 million for the year ended December 31, 2021, with the increase due primarily to an increase in QCaaS revenue of $1.2 million partially offset by a $0.3 million decrease in professional services revenue.
Biggest changeResults of Operations The following table sets forth our results of operations for the periods indicated (in thousands): Year ended December 31, (In thousands, except share and per share data) 2023 2022 Revenue $ 8,758 $ 7,173 Cost of revenue 4,136 2,923 Total gross profit 4,622 4,250 Operating expenses: Research and development 37,878 32,101 General and administrative 37,014 21,539 Sales and marketing 10,276 10,068 Total operating expenses 85,168 63,708 Loss from operations (80,546) (59,458) Other income (expense), net: Interest expense (37) (2,335) Change in fair value of Term Loan 640 — Term Loan debt issuance costs (2,118) — Change in fair value of warrant liabilities 262 6,173 Lincoln Park Purchase Agreement issuance costs — (629) Other income, net (916) 2,547 Total other income, net (2,169) 5,756 Net loss $ (82,715) $ (53,702) Foreign currency translation adjustment, net of tax (115) 41 Net comprehensive loss $ (82,830) $ (53,661) Comparison of the Year Ended December 31, 2023 and 2022 Revenue Revenue increased by $1.6 million, or 22%, to $8.8 million for the year ended December 31, 2023 as compared to $7.2 million for the year ended December 31, 2022, with the increase due primarily to an increase of $2.3 million in professional services revenue, primarily driven by an increase in projects that enable our customers to identify and implement applications that leverage our QCaaS cloud platform, offset by a decrease in QCaaS revenue of $0.7 million, due to non-renewal for several customer contracts that were partially replaced with new customer contracts.
We expect our research and development expenses will increase on an absolute dollar basis for the foreseeable future as we continue to invest in research and development efforts to enhance the performance of our annealing quantum computers, to complete the development of our gate model quantum computer, broaden the functionality of our QCaaS cloud platform, and improve the reliability, availability and scalability of our cloud platform.
We expect our research and development expenses will increase on an absolute dollar basis for the foreseeable future as we continue to invest in research and development efforts to enhance the performance of our annealing quantum computers, to complete the development of our gate model quantum computer, and to broaden the functionality, improve the reliability, availability and scalability of our QCaaS cloud platform.
However, there can be no assurance that D-Wave will be able to raise additional capital when needed or under acceptable terms. The issuance of additional equity may dilute existing stockholders and newly issued shares may contain senior rights and preferences compared to the currently outstanding Common Shares.
However, there can be no assurance that D-Wave will be able to raise additional capital when needed or under acceptable terms. The issuance of additional equity may dilute existing stockholders and newly issued shares may contain senior rights and preferences compared to the currently outstanding common stock.
Recently Issued and Adopted Accounting Standards A discussion of recent accounting pronouncements is included in Note 2 to our audited consolidated financial statements included elsewhere in this Form 10-K. JOBS Act Accounting Election 72 In April 2012, the JOBS Act was enacted.
Recently Issued and Adopted Accounting Standards A discussion of recent accounting pronouncements is included in Note 2 to our audited consolidated financial statements included elsewhere in this Form 10-K. JOBS Act Accounting Election In April 2012, the JOBS Act was enacted.
D-Wave Quantum will cease to be an emerging growth company on the date that is the earliest of (i) the last day of the fiscal year following the fifth anniversary of the date of the first sale of common equity securities pursuant to an effective registration statement; (ii) the last day of the fiscal year in which its total annual gross revenue is equal to or more than $1.07 billion; (iii) the date on which it has issued more than $1.0 billion in nonconvertible debt during the previous three years; or (iv) the date on which it is deemed to be a large accelerated filer under the rules of the SEC.
D-Wave Quantum will cease to be an emerging growth company on the date that is the earliest of (i) the last day of the fiscal year following the fifth anniversary of the date of the first sale of common equity securities pursuant to an effective registration statement; (ii) the last day of the fiscal year in which its total annual gross revenue is equal to or more than $1.235 billion; (iii) the date on which it has issued more than $1.0 billion in nonconvertible debt during the previous three years; or (iv) the date on which it is deemed to be a large accelerated filer under the rules of the SEC.
We expect D-Wave will incur additional annual 55 expenses as a public company for, among other things, directors’ and officers’ liability insurance, director fees and additional internal and external accounting, legal and administrative resources, including increased audit, legal, and filing fees.
We expect D-Wave will incur additional annual expenses as a public company for, among other things, directors’ and officers’ liability insurance, director fees and additional internal and external accounting, legal and administrative resources, including increased audit, legal, and filing fees.
Following the Closing, the Common Shares and Warrants of D-Wave commenced trading on the NYSE under the ticker symbols “QBTS” and “QBTS.WT,” respectively. We are a commercial quantum computing company that provides customers with a full suite of professional services and web-based access to our superconducting quantum computer systems and integrated software environment through our cloud service, LeapTM.
Following the Closing, the Common Shares and Warrants of D-Wave commenced trading on the NYSE under the ticker symbols “QBTS” and “QBTS.WT,” respectively. We are a commercial quantum computing company that provides customers with a full suite of professional services and web-based access to our superconducting quantum computer systems and integrated software environment through our cloud service, Leap TM .
We are a leader in the development and delivery of quantum computing systems, software and services, and we are the world’s first commercial supplier of quantum computers—and the only company developing both annealing quantum computers and gate-model quantum computers. During the year ended December 31, 2021, we initiated the development of a gate-model quantum computing system.
We are a leader in the development and delivery of quantum computing systems, software and services, and we are the world’s first commercial supplier of quantum computers—and the only company developing both annealing quantum computers and gate-model quantum computers. During the year ended December 31, 2022, we initiated the development of a gate-model quantum computing system.
Cash Flows Used in Investing Activities Net cash used in investing activities during the year ended December 31, 2022 was $0.5 million, representing additions of $0.4 million in property and equipment and $0.1 million in software primarily related to the development and upgrade of our quantum computing systems.
Net cash used in investing activities during the year ended December 31, 2022 was $0.5 million representing additions of $0.4 million in property and equipment and $0.1 million in software primarily related to the development of our quantum computing systems.
In addition, PSP, a beneficial owner of approximately 52% of our outstanding Common Shares (including Common Shares underlying Exchangeable Shares) as of December 31, 2022, has registration rights with respect to all of its 55,068,914 shares not registered on the Resale Registration Statement, and, since its lock-up period has concluded, may sell such shares either pursuant to a future registration statement or once Rule 144 under the Securities Act becomes available for such sales.
In addition, PSP, a beneficial owner of approximately 37% of our outstanding Common Shares (including Common Shares underlying Exchangeable Shares) as of December 31, 2023, has registration rights with respect to all of its 55,068,914 shares not registered on the Resale Registration Statement, and, since its lock-up period has concluded, may sell such shares either pursuant to a future registration statement or once Rule 144 under the Securities Act becomes available for such sales.
When we determine that our contracts with customers contain multiple performance obligations, we allocate the transaction price based on the relative standalone selling price (“SSP”) method by comparing the SSP of each distinct performance obligation to the total value of the contract.
When we determine that our contracts with customers contain multiple performance obligations, for these arrangements, we allocate the transaction price based on the relative standalone selling price (“SSP”) method by comparing the SSP of each distinct performance obligation to the total value of the contract.
The Common Shares registered for resale from time to time pursuant to the Resale Registration Statement represent a substantial majority of the number of the Common Shares outstanding as of December 31, 2022.
The Common Shares registered for resale from time to time pursuant to the Resale Registration Statement represent a substantial majority of the number of the Common Shares outstanding as of December 31, 2023.
Historically, we have developed our own annealing superconducting quantum computer and associated software, and our current generation quantum system is the D-Wave AdvantageTM.
Historically, we have developed our own annealing superconducting quantum computer and associated software, and our current generation quantum system is the D-Wave Advantage TM .
In subsequent periods, we expect that the general trend will be for QCaaS revenue, as a percentage of total revenue, to increase due to an increasing number of QCaaS agreements being driven by the completion of professional services engagements yielding production applications that require QCaaS services, as well as by customers that choose to access our Leap cloud service without utilizing our professional services organization.
We expect that QCaaS revenue, as a percentage of total revenue, will increase due to an increasing number of QCaaS agreements being driven by the completion of professional services engagements yielding production applications that require QCaaS services, as well as by customers that choose to access our Leap cloud service without utilizing our professional services organization.
Macroeconomic Environment Unfavorable conditions in the economy in the United States, Canada and abroad, including conditions resulting from changes in gross domestic product growth, labor shortages, supply chain disruptions, inflationary pressures, rising interest rates, financial and credit market fluctuations, banking collapses and related uncertainty, international trade relations, political turmoil, natural catastrophes, outbreaks of contagious diseases, warfare and terrorist attacks on the United States, Europe or elsewhere, including military actions affecting Russia, Ukraine or elsewhere, could cause a decrease in business investments on our products and negatively affect the growth of our business and our results of operations.
Macroeconomic and Business Environment Unfavorable conditions in the economy in the United States, Canada and abroad, including conditions resulting from changes in gross domestic product growth, financial and credit market fluctuations, banking collapses and related uncertainty, international trade relations, political turmoil, natural catastrophes, outbreaks of contagious diseases, warfare and terrorist attacks on the United States, Europe or elsewhere, including military actions affecting Russia, Ukraine, Israel or elsewhere, could cause a decrease in business investments on our products and negatively affect the growth of our business and our results of operations.
As of December 31, 2022, we had an accumulated deficit of $376.8 million. The Transaction Agreement and PIPE Financing As noted above, the Merger pursuant to the Transaction Agreement was consummated on August 5, 2022.
As of December 31, 2023, we had an accumulated deficit of $483.1 million. The Transaction Agreement and PIPE Financing As noted above, the Merger pursuant to the Transaction Agreement was consummated on August 5, 2022.
Operating Expenses Our operating expenses consist of research and development, general and administrative, and sales and marketing expenses. Research and Development Research and development expenses consist primarily of personnel-related expenses, including salaries, benefits and stock-based compensation for personnel, fabrication costs, lab supplies, and cloud computing resources and allocated facility costs for our research and development functions.
Research and Development Research and development expenses consist primarily of personnel-related expenses, including salaries, benefits and stock-based compensation for personnel, fabrication costs, lab supplies, and cloud computing resources and allocated facility costs for our research and development functions.
These facilities are located in Burnaby, British Columbia, Richmond, British Columbia, and Palo Alto, California. During the years ended December 31, 2022, 2021, and 2020, we generated revenue totaling $7.2 million, $6.3 million, and $5.2 million respectively. We have incurred significant operating losses since inception.
These facilities are located in Burnaby, British Columbia, Richmond, British Columbia, and Palo Alto, California. During the years ended December 31, 2023 and 2022, we generated revenue totaling $8.8 million and $7.2 million, respectively. We have incurred significant operating losses since inception.
Cost of Revenue Our cost of revenue consists of all direct and indirect expenses related to providing our QCaaS offering and delivering our professional services, personnel-related expenses, including stock-based compensation, and costs associated 56 with maintaining the cloud platform on which we provide the QCaaS product.
Cost of Revenue Our cost of revenue consists of all direct and indirect expenses related to providing our QCaaS offering and delivering our professional services, such as personnel-related expenses, including stock-based compensation, costs associated with maintaining the cloud platform on which we provide the QCaaS product and depreciation and amortization related to our quantum computing systems and related software.
We use a range of amounts to estimate SSP for products and services sold together in a contract to determine whether there is a discount to be allocated based on the relative SSP of the various products and services.
We use the SSP for products and services sold together in a contract to determine whether there is variable consideration (e.g. discount) to be allocated based on the relative SSP of the various products and services.
Overview On February 7, 2022, D-Wave Systems entered into the Transaction Agreement with DPCM, D-Wave, Merger Sub, CallCo, and ExchangeCo, pursuant to which, among other things: (a) Merger Sub merged with and into DPCM, with DPCM surviving as a direct, wholly-owned subsidiary of D-Wave, (b) D-Wave indirectly acquired all of the outstanding share capital of D-Wave Systems and D-Wave Systems became an indirect subsidiary of D-Wave, with D-Wave becoming a public company and an SEC registrant as successor to DPCM (the "Merger").
All dollar amounts are expressed in thousands of United States dollars (“$”), unless otherwise indicated. 58 Overview On February 7, 2022, D-Wave Systems entered into the Transaction Agreement with DPCM, D-Wave, Merger Sub, CallCo, and ExchangeCo, pursuant to which, among other things: (a) Merger Sub merged with and into DPCM, with DPCM surviving as a direct, wholly-owned subsidiary of D-Wave, (b) D-Wave indirectly acquired all of the outstanding share capital of D-Wave Systems and D-Wave Systems became an indirect subsidiary of D-Wave, with D-Wave becoming a public company and an SEC registrant as successor to DPCM (the "Merger").
In addition, research and development costs could increase in absolute dollars if we do not receive government grants and research incentives, which have historically offset a portion of these costs.
If in the future we receive government grants and research incentives, which have historically offset a portion of research and development costs, these costs could decrease in absolute dollars.
Sales and Marketing Expenses Year Ended December 31, Change (In thousands, except percentages) 2022 2021 Amount % Sales and marketing $ 10,068 $ 6,179 $ 3,889 63 % Sales and marketing expenses increased by $3.9 million, or 63%, to $10.1 million for the year ended December 31, 2022 as compared to $6.2 million for the year ended December 31, 2021.
Sales and Marketing Expenses Year Ended December 31, Change (In thousands, except percentages) 2023 2022 Amount % Sales and marketing $ 10,276 $ 10,068 $ 208 2 % Sales and marketing expenses increased by $0.2 million, or 2%, to $10.3 million for the year ended December 31, 2023 as compared to $10.1 million for the year ended December 31, 2022.
Change in fair value of warrant liabilities 61 Year Ended December 31, Change (In thousands, except percentages) 2022 2021 Amount % Change in fair value of warrant liabilities $ 6,173 $ — $ 6,173 100 % Change in fair value of warrant liabilities increased by $6.2 million for the year ended December 31, 2022 as compared to nil for the year ended December 31, 2021.
Change in fair value of warrant liabilities Year Ended December 31, Change (In thousands, except percentages) 2023 2022 Amount % Change in fair value of warrant liabilities $ 262 $ 6,173 $ (5,911) 100 % Change in fair value of warrant liabilities decreased by $5.9 million for the year ended December 31, 2023 as compared to $6.2 million for the year ended December 31, 2022.
Cash Flows The following table sets forth our cash flows for the periods indicated (in thousands): Year Ended December 31, 2022 2021 2020 Net cash (used in) provided by: Operating Activities $ (45,226) $ (34,800) $ (29,287) Investing Activities (498) (1,999) (789) Financing Activities 43,265 24,913 43,144 Effect of exchange rate changes on cash and cash equivalents 41 34 (13) Net (decrease) increase in cash and cash equivalents $ (2,418) $ (11,852) $ 13,055 Cash Flows Used in Operating Activities Our cash flows from operating activities are significantly affected by the growth of our business, and are primarily related to research and development, sales and marketing and general and administrative activities.
Cash Flows The following table sets forth our cash flows for the periods indicated (in thousands): Year Ended December 31, 2023 2022 Net cash (used in) provided by: Operating Activities $ (60,649) $ (45,226) Investing Activities (630) (498) Financing Activities 95,636 43,265 Effect of exchange rate changes on cash and cash equivalents (115) 41 Net (decrease) increase in cash and cash equivalents $ 34,242 $ (2,418) Cash Flows Used in Operating Activities Our cash flows from operating activities are significantly affected by the growth of our business, and are primarily related to research and development, sales and marketing and general and administrative activities.
For the years ended December 31, 2022, 2021, and 2020 our net loss was $51.5 million, $31.5 million, and $10.0 million, respectively. We 54 expect to continue to incur significant losses for the foreseeable future as we continue to invest in a number of research and development programs as well as a variety of go-to-market initiatives.
For the years ended December 31, 2023 and 2022, our net losses were $82.7 million and $53.7 million, respectively. We expect to continue to incur significant losses for the foreseeable future as we continue to invest in a number of research and development programs as well as a variety of go-to-market initiatives.
General and Administrative Expenses Year Ended December 31, Change (In thousands, except percentages) 2022 2021 Amount % General and administrative $ 21,539 $ 11,897 $ 9,642 81 % General and administrative expenses increased by $9.6 million, or 81%, to $21.5 million for the year ended December 31, 2022 as compared to $11.9 million for the year ended December 31, 2021.
General and Administrative Expenses Year Ended December 31, Change (In thousands, except percentages) 2023 2022 Amount % General and administrative $ 37,014 $ 21,539 $ 15,475 72 % General and administrative expenses increased by $15.5 million, or 72%, to $37.0 million for the year ended December 31, 2023 as compared to $21.5 million for the year ended December 31, 2022.
Common Shares that may be resold into the public markets pursuant to the Purchase Agreement could have a significant negative impact on the trading price of our Common Shares.
However, we may not sell any Common Shares to Lincoln Park unless and until the price of our Common Shares subsequently exceeds the Floor Price of $1.00. Common Shares that may be resold into the public markets pursuant to the Purchase Agreement could have a significant negative impact on the trading price of our Common Shares.
We expect our total cost of revenue to increase in absolute dollars in future periods, corresponding to our anticipated growth in revenue and employee headcount to support our customers and to maintain the QCaaS cloud offering, manufacturing operations, and the field service organization.
We expect our total cost of revenue to increase in absolute dollars in future periods, corresponding to our anticipated growth in revenue and necessary to support our customers and to maintain the QCaaS cloud offering, operate our quantum computing systems, and to deliver our professional services.
To the extent that sufficient capital is not obtained through the cash received in connection with the Term Loan and the issuance of Common Shares under the LPC Purchase Agreement, management will be required to obtain additional capital through the issuance of additional debt and/or equity, or other arrangements.
There is no assurance that the floor price will not fall below $1.00 preventing the Company from being able to make sales to Lincoln Park in the future. 65 To the extent that sufficient capital is not obtained through the cash received in connection with the proceeds of the Term Loan or the issuance of Common Shares under the Purchase Agreement with Lincoln Park, management will be required to obtain additional capital through the issuance of debt and/or equity, or other arrangements.
In connection with the Merger, approximately 29.1 million shares of DPCM Class A Common Stock were redeemed, which represented a significant portion of the publicly traded shares of DPCM outstanding immediately prior to the Merger and resulted in only approximately $9.0 million of cash from the DPCM Trust Account becoming available to us.
Upon consummation of the Merger, the most significant change in our reported financial position and results of operations was an increase in cash of $49.0 million in gross proceeds from the Merger and PIPE Financing netted against transaction costs of approximately $14.2 million. 59 In connection with the Merger, approximately 29.1 million shares of DPCM Class A Common Stock were redeemed, which represented a significant portion of the publicly traded shares of DPCM outstanding immediately prior to the Merger and resulted in only approximately $9.0 million of cash from the DPCM Trust Account becoming available to us.
Other income (expense), net Year Ended December 31, Change (In thousands, except percentages) 2022 2021 Amount % Other income, net $ 1,345 $ 801 $ 544 68 % Other income (expense), net increas ed by $0.5 million or 68%, to $1.3 million for the year ended December 31, 2022 as compared to $0.8 million for the year ended December 31, 2021.
Other income (expense), net Year Ended December 31, Change (In thousands, except percentages) 2023 2022 Amount % Other income (expense), net $ (916) $ 2,547 $ (3,463) (136) % Other income (expense), net increased by $3.5 million or 136%, to $0.9 million for the year ended December 31, 2023 as compared to $2.5 million for the year ended December 31, 2022.
Any future debt may contain covenants and limit D-Wave’s ability to pay dividends or make other distributions to stockholders. If D-Wave is unable to obtain additional financing, operations will be scaled back or discontinued.
Any future debt may contain covenants and limit D-Wave’s ability to pay dividends or make other distributions to stockholders. If D-Wave is unable to obtain additional financing, operations will be scaled back or discontinued. As of December 31, 2023, the Company was not in compliance with certain continued listing standards of the New York Stock Exchange ("NYSE").
Other Income (Expense), net Interest Expense Year Ended December 31, Change (In thousands, except percentages) 2021 2020 Amount % Interest expense $ (1,728) $ (5,257) $ 3,529 (67) % Interest expense decreased by $3.5 million, or 67%, to $1.7 million for the year ended December 31, 2021 as compared to $5.3 million for the year ended December 31, 2020.
Other Income (Expense), net Interest Expense Year Ended December 31, Change (In thousands, except percentages) 2023 2022 Amount % Interest expense $ (37) $ (2,335) $ 2,298 (98) % Interest expense decreased by $2.3 million, or 98%, to $37 thousand for the year ended December 31, 2023 as compared to $2.3 million for the year ended December 31, 2022.
QCaaS revenue is recognized on a ratable basis over the contract term, which generally ranges from one month to two years. Professional services revenue is recognized based on the terms of the contract, or based upon the ratio that incurred costs bear to total estimated contract costs. Other revenue is not material and is recognized upon completion.
QCaaS revenue is recognized on a ratable basis over the contract term, which generally ranges from one month to two years. Professional services revenue is recognized over time on a percentage of completion basis using the costs incurred input measure of progress.
Net cash used in investing activities during the year ended December 31, 2021 was $2.0 million representing additions of $1.8 million in property and equipment and $0.2 million in software primarily related to the development of our quantum computing systems.
Cash Flows Used in Investing Activities Net cash used in investing activities during the year ended December 31, 2023 was $0.6 million, representing additions of $0.6 million in property and equipment.
Term Loan and Security Agreement On April 13, 2023, we entered into the Term Loan and Security Agreement, by and between us and PSIPB Unitas Investment II Inc., ("PSPIB" or the "Lender"), as the lender (the "Term Loan").
On April 13, 2023 (the "Closing Date"), the Company entered into a Term Loan and Security Agreement (the "Term Loan"), by and between the Company and PSPIB Unitas Investments II Inc., ("PSPIB" or the "Lender"), a related party to the Company's largest shareholder.
Based on our assessment of standalone selling prices, we determined that there were no significant material rights provided to our customers requiring separate recognition. 69 The timing of revenue recognition may not align with the right to invoice the customer.
Our contracts with customers may include renewals or other options at fixed prices, which typically do not represent a significant discount. Based on our assessment of standalone selling prices, we determined that there were no significant material rights provided to our customers requiring separate recognition.
All other capitalized terms have the meanings ascribed thereto elsewhere in this Form 10-K. All dollar amounts are expressed in thousands of United States dollars (“$”), unless otherwise indicated.
All other capitalized terms have the meanings ascribed thereto elsewhere in this Form 10-K.
Cost of Revenue Cost of revenue increased by $1.2 million, or 67%, to $2.9 million for the year ended December 31, 2022 as compared to $1.8 million for the year ended December 31, 2021.
Cost of Revenue Cost of revenue increased by $1.2 million, or 41%, to $4.1 million for the year ended December 31, 2023 as compared to $2.9 million for the year ended December 31, 2022. The increase in cost of revenue was primarily driven by investments made to support a higher volume of services.
The third tranche, that shall be available to us as of October 10, 2023, is subject to us closing a $25.0 million non-dilutive financing on terms reasonably acceptable to the Lender, providing the Lender with an IP valuation report, and a board-approved operating budget for 2023 through 2027.
The availability of the third tranche of $20.0 million was subject to the satisfaction of certain conditions, including the closing of a $25.0 million non-dilutive financing on terms reasonably acceptable to the Lender, the intellectual property valuation report submitted as a condition precedent to the second tranche remaining satisfactory to the Lender and the board-approved operating budget for 2023 through 2027 to be submitted by December 31, 2023, being satisfactory to the Lender.
Lincoln Park Purchase Agreement issuance costs Year Ended December 31, Change (In thousands, except percentages) 2022 2021 Amount % Lincoln Park Purchase Agreement issuance costs $ (629) $ — $ (629) 100 % Lincoln Park Purchase Agreement issuance costs increased by $0.6 million for the year ended December 31, 2022 as compared to nil for the year ended December 31, 2021.
Lincoln Park Purchase Agreement issuance costs Year Ended December 31, Change (In thousands, except percentages) 2023 2022 Amount % Lincoln Park Purchase Agreement issuance costs $ — $ (629) $ 629 -100 % There were no issuance costs incurred in connection with the Lincoln Park Purchase Agreement during the year ended December 31, 2023.
Government assistance Year Ended December 31, Change (In thousands, except percentages) 2022 2021 Amount % Government assistance $ — $ 7,167 $ (7,167) (100) % Government assistance decreased by $7.2 million to nil for the year ended December 31, 2022 as compared to $7.2 million for the year ended December 31, 2021.
Term Loan debt issuance costs Year Ended December 31, Change (In thousands, except percentages) 2023 2022 Amount % Term Loan debt issuance costs $ (2,118) $ — $ (2,118) n/a Change in Term Loan debt issuance costs increased by $2.1 million for the year ended December 31, 2023 as compared to zero for the year ended December 31, 2022.
The table does not include obligations under agreements that we can cancel without a significant penalty. Critical Accounting Estimates Our consolidated financial statements included in this Form 10-K have been prepared in accordance with accounting principles generally accepted in the United States.
See Note 9 - Leases to the accompanying consolidated financial statements for further discussion of the nature and timing of cash obligations due under these leases. Critical Accounting Estimates Our consolidated financial statements included in this Form 10-K have been prepared in accordance with accounting principles generally accepted in the United States.
In instances where SSP is not directly observable, such as when we do not sell the product or service separately, we determine the SSP using information that may include market conditions and other observable inputs. Standalone selling price is typically established as a range.
In instances where SSP is not directly observable, such as when we don't sell the product or service separately, we determine the SSP by considering its overall pricing objectives and market conditions, including cost plus a reasonable margin.
Sales and Marketing Sales and marketing expenses consist primarily of personnel-related expenses, including salaries, benefits and stock-based compensation for personnel, direct advertising, marketing and promotional material costs, sales commission expense, consulting fees and allocated facility costs for our sales and marketing functions.
However, in future periods we expect general and administrative expenses to increase in absolute dollars as we continue to invest in more comprehensive compliance and governance functions, increased IT security and compliance, and expanded internal controls over financial reporting in accordance with the Sarbanes-Oxley Act. 61 Sales and Marketing Sales and marketing expenses consist primarily of personnel-related expenses, including salaries, benefits and stock-based compensation for personnel, direct advertising, marketing and promotional material costs, sales commission expense, consulting fees and allocated facility costs for our sales and marketing functions.
We expect our general and administrative expenses to increase in absolute dollars for the foreseeable future as a result of operating as a public company.
We expect our general and administrative expenses to decrease in absolute dollars in the near term due to significant investments in scaling up our ability to operate as a public company made in prior years.
The increase was also due to an increase 62 of $2.4 million of personnel-related expenses, partially offset by a decrease of $1.2 million in stock-based compensation due to the recapitalization of D-Wave in 2020, a decrease of $3.4 million in fabrication costs due to lower fabrication activities, and a decrease of $0.5 million in depreciation costs.
The increase was primarily due to increased personnel costs and professional fees of $2.1 million and $0.2 million, respectively, offset by decreased stock-based compensation expenses of $2.0 million.
Lincoln Park Purchase Agreement As of December 31, 2022, the Company received $4.2 million in proceeds through the issuance of 1,878,806 Common Shares to Lincoln Park under the Purchase Agreement, excluding the commitment shares.
During the year ended December 31, 2023, the Company has received $63.7 million in proceeds through the issuance of 42.1 million Common Shares to Lincoln Park under the Purchase Agreement. In order for the Company to issue Common Shares under the Purchase Agreement, the Company's share price must be above the floor price of $1.00.
Operating Expenses Research and Development Expenses 59 Year Ended December 31, Change (In thousands, except percentages) 2022 2021 Amount % Research and development $ 32,101 $ 25,401 $ 6,700 26 % Research and development expenses increased by $6.7 million, or 26%, to $32.1 million for the year ended December 31, 2022 compared to $25.4 million for the year ended December 31, 2021.
The cost of revenue increases were primarily comprised of increases in stock-based compensation expenses and personnel costs of $0.9 million and $0.5 million, respectively, offset by decreases in quantum computing infrastructure costs of $0.1 million. 62 Operating Expenses Research and Development Expenses Year Ended December 31, Change (In thousands, except percentages) 2023 2022 Amount % Research and development $ 37,878 $ 32,101 $ 5,777 18 % Research and development expenses increased by $5.8 million, or 18%, to $37.9 million for the year ended December 31, 2023 compared to $32.1 million for the year ended December 31, 2022.
See Note 2 to the audited consolidated financial statements included elsewhere in this Form 10-K for additional information related to critical accounting estimates and significant accounting policies. Government assistance US GAAP for profit-oriented entities does not define government assistance; nor is there specific guidance applicable to government assistance.
See Note 2 - Basis of Presentation and Summary of Significant Accounting Policies to the audited consolidated financial statements included elsewhere in this Form 10-K for additional information related to critical accounting estimates and significant accounting policies. Revenue recognition We recognize revenue from the sale of our services and products. Our contracts with customers often include multiple performance obligations.
The decrease was largely driven by a reduction of prior period government assistance received from SDTC for our research and development initiatives of $2.4 million, partially offset by the net impact of foreign exchange gains and losses of $0.2 million. Liquidity and Capital Resources We have incurred net losses and experienced negative cash flows from operations since inception.
The increase was largely driven by the net impact of foreign exchange gains and losses. 64 Liquidity and Capital Resources Since its inception, the Company has incurred net losses and negative cash flows from operations. As of December 31, 2023, the Company had an accumulated deficit of $483.1 million.
Key Components of Results of Operations Revenue We currently generate our revenue through subscription sales to access our QCaaS cloud platform; professional services that include problem evaluation, proof of concept, and pilot application phases; training on our quantum computing systems; and the sale of printed circuit boards.
Our performance obligations are as follows: • Subscription sales to access our QCaaS cloud platform; • Professional services related to the development and implementation of quantum computing applications; • Quantum computing application training; • Application support and maintenance; and • Printed circuit boards.
Under the Term Loan, loans in aggregate principal amount of $50.0 million are to be made available to us in three tranches, subject certain terms and conditions. 65 The first tranche, in an aggregate principal amount of $15.0 million was advanced on April 14, 2023 with second and third tranches, of $15.0 million and $20.0 million respectively, to be made available to us subject to certain conditions.
On April 13, 2023, the Company entered into a Term Loan with PSPIB, providing $50.0 million in aggregate principal amount over three tranches, with the first two tranches, each $15.0 million, disbursed on April 14, 2023, and July 13, 2023, respectively.
The increase in cost of revenue was primarily driven by: • An increase in personnel-related costs of $0.5 million associated with the growth of our QCaaS revenue; • An increase of $0.3 million related to stock-based compensation expense; • An increase of $0.1 million related to the maintenance and repair of our quantum systems; and • An increase of $0.1 million related to the increase of depreciation of our quantum systems.
The increase was driven by investments made to scale up our ability to operate as a public company and was primarily comprised of increases in stock-based compensation expense, other personnel costs, professional fees, insurance costs, and facilities expenses of $8.7 million, $0.8 million, $4.0 million, $1.3 million, and $0.4 million, respectively.
Net cash provided by financing activities during the year ended December 31, 2021 was $24.9 million, primarily reflecting net proceeds received from government programs (SIF) for $25.1 million. Net cash provided by financing activities during the year ended December 31, 2020 was $43.1 million, primarily reflecting net proceeds from the issuance of D-Wave Systems' non-redeemable convertible preferred stock.
Cash Flows Provided by Financing Activities 66 Net cash provided by financing activities during the year ended December 31, 2023 was $95.6 million, an increase of $52.4 million from cash provided by financing activities of $43.3 million for the year ended December 31, 2022.