Biggest changeYears Ended December 31, 2022 vs 2021 Change 2021 vs 2020 Change 2022 2021 2020 $ % $ % (dollars in thousands) Revenue Hardware $ 87,372 $ 69,629 $ 31,978 $ 17,743 25 % $ 37,651 118 % Professional services 32,301 22,732 12,304 9,569 42 % 10,428 85 % Hosted services 48,148 18,276 8,252 29,872 163 % 10,024 121 % Total revenue 167,821 110,637 52,534 57,184 52 % 58,103 111 % Cost of revenue Hardware 83,289 70,448 35,225 12,841 18 % 35,223 100 % Professional services 59,547 38,189 16,176 21,358 56 % 22,013 136 % Hosted services 23,637 12,073 5,430 11,564 96 % 6,643 122 % Total cost of revenue 166,473 120,710 56,831 45,763 38 % 63,879 112 % Operating expense Research and development 29,422 21,572 9,406 7,850 36 % 12,166 129 % Sales and marketing 20,872 14,017 5,429 6,855 49 % 8,588 158 % General and administrative 55,305 25,990 16,584 29,315 113 % 9,406 57 % Total operating expenses 105,599 61,579 31,419 44,020 71 % 30,160 96 % Loss from operations (104,251 ) (71,652 ) (35,716 ) (32,599 ) 45 % (35,936 ) 101 % Other income (expense) Interest income (expense) 1,946 (249 ) (559 ) 2,195 (882 )% 310 (55 )% Other income (expense), net 595 55 (685 ) 540 982 % 740 (108 )% Loss before income taxes (101,710 ) (71,846 ) (36,960 ) (29,864 ) 42 % (34,886 ) 94 % Income tax (expense) benefit 5,388 (115 ) (149 ) 5,503 (4785 )% 34 (23 )% Net Loss $ (96,322 ) $ (71,961 ) $ (37,109 ) $ (24,361 ) 34 % $ (34,852 ) 94 % Comparison of the years ended December 31, 2022 and 2021 Revenue Years Ended December 31, Change Change 2022 2021 $ % (dollars in thousands) Revenue Hardware $ 87,372 $ 69,629 $ 17,743 25 % Professional services 32,301 22,732 9,569 42 % Hosted services 48,148 18,276 29,872 163 % Total revenue $ 167,821 $ 110,637 $ 57,184 52 % Total revenue increased by $57.2 million, or 52%, to $167.8 million for the year ended December 31, 2022, from $110.6 million for the year ended December 31, 2021.
Biggest changeYears ended December 31, 2023 vs 2022 Change 2022 vs 2021 Change 2023 2022 2021 $ % $ % (dollars in thousands) Revenue Hardware $ 137,201 $ 87,372 $ 69,629 $ 49,829 57 % $ 17,743 25 % Professional services 35,473 32,301 22,732 3,172 10 % 9,569 42 % Hosted services 64,164 48,148 18,276 16,016 33 % 29,872 163 % Total revenue 236,838 167,821 110,637 69,017 41 % 57,184 52 % Cost of revenue Hardware 108,780 83,289 70,448 25,491 31 % 12,841 18 % Professional services 55,495 59,547 38,189 (4,052 ) (7 )% 21,358 56 % Hosted services 23,034 23,637 12,073 (603 ) (3 )% 11,564 96 % Total cost of revenue 187,309 166,473 120,710 20,836 13 % 45,763 38 % Operating expense Research and development 28,805 29,422 21,572 (617 ) (2 )% 7,850 36 % Sales and marketing 19,209 20,872 14,017 (1,663 ) (8 )% 6,855 49 % General and administrative 44,674 55,305 25,990 (10,631 ) (19 )% 29,315 113 % Total operating expenses 92,688 105,599 61,579 (12,911 ) (12 )% 44,020 71 % Loss from operations (43,159 ) (104,251 ) (71,652 ) 61,092 (59 )% (32,599 ) 45 % Other income (expense) Interest income (expense), net 8,580 1,946 (249 ) 6,634 341 % 2,195 882 % Other (expense) income, net (116 ) 595 55 (711 ) (119 )% 540 982 % Loss before income taxes (34,695 ) (101,710 ) (71,846 ) 67,015 66 % (29,864 ) (42 )% Income tax (benefit) expense (108 ) (5,388 ) 115 5,280 98 % (5,503 ) (4785 )% Net Loss $ (34,587 ) $ (96,322 ) $ (71,961 ) $ 61,735 64 % $ (24,361 ) (34 )% 45 Comparison of the Years ended December 31, 2023 and 2022 Revenue Years ended December 31, Change Change 2023 2022 $ % (dollars in thousands) Revenue Hardware $ 137,201 $ 87,372 $ 49,829 57 % Professional services 35,473 32,301 3,172 10 % Hosted services 64,164 48,148 16,016 33 % Total revenue $ 236,838 $ 167,821 $ 69,017 41 % Total revenue increased by $69.0 million, or 41%, to $236.8 million for the year ended December 31, 2023, from $167.8 million for the year ended December 31, 2022.
Our operating results and cash flows are dependent upon a number of opportunities, challenges and other factors, including our ability to grow our customer base in a cost-effective manner, expand our hardware and hosted service offerings to generate increased revenue per Unit Deployed (as defined below), provide high quality hardware products and hosted service applications to maximize revenue and improve the leverage of our business model.
Our operating results and cash flows are dependent upon a number of opportunities, challenges and other factors, including our ability to grow our customer base in a cost-effective manner, expand our hardware and hosted service offerings to generate increased revenue per Unit Deployed (as defined below), and provide high quality hardware products and hosted service applications to maximize revenue and improve the leverage of our business model.
Category Adoption and Market Growth Our future growth depends in part on the continued consumer adoption of hardware and software products which improve resident experience and the growth of this market.
Category Adoption and Market Growth Our future growth depends in part on the continued consumer adoption of hardware and software products which improve the resident experience and the growth of this market.
Cost of Revenue Cost of revenue consists primarily of direct costs of products and services together with the indirect cost of estimated warranty expense and customer care and support over the life of the service arrangement. We expect cost of revenue to increase in absolute dollars in future periods.
Cost of Revenue Cost of revenue consists primarily of direct costs of products and services together with the indirect cost of estimated warranty expense and customer care and support over the life of the service arrangement. We expect the cost of revenue to increase in absolute dollars in future periods.
All historic non-GAAP financial measures have been reconciled with the most directly comparable GAAP financial measures - these non-GAAP financial measures are not intended to supersede or replace our GAAP results. We define EBITDA as net income or loss computed in accordance with GAAP before interest expense, income tax expense and depreciation and amortization.
All historic non-GAAP financial measures have been reconciled with the most directly comparable GAAP financial measures - these non-GAAP financial measures are not intended to supersede or replace our GAAP results. We define EBITDA as net income or loss computed in accordance with GAAP before interest income/expense, income tax expense and depreciation and amortization.
Hardware Cost of hardware revenue consists primarily of direct costs of proprietary products, Hub Devices, hardware devices and supplies purchased from third-party providers, shipping costs, warehouse facility (including depreciation and amortization of capitalized assets and right-of-use assets) and infrastructure costs, personnel-related costs associated with the procurement and distribution of our products and estimated warranty expenses together with the indirect cost of customer care and support.
Hardware Cost of hardware revenue consists primarily of direct costs of products, Hub Devices, hardware devices and supplies purchased from third-party providers, shipping costs, warehouse facility (including depreciation and amortization of capitalized assets and right-of-use assets) and infrastructure costs, personnel-related costs associated with the procurement and distribution of our products and estimated warranty expenses together with the indirect cost of customer care and support.
The extended transition period exemptions afforded by our emerging growth company status may make it difficult or impossible to compare our financial results with the financial results of another public company that is either not an emerging growth company or is an emerging growth company that has chosen not to take advantage of this exemption because of the potential differences in accounting standards used.
The extended transition period exemptions afforded by our emerging growth company status may make it difficult or impossible to compare our financial results with the financial results of another public company that is either not an emerging growth company 53 or is an emerging growth company that has chosen not to take advantage of this exemption because of the potential differences in accounting standards used.
For the year ended December 31, 2021, we used $16.4 million net cash from changes in our operating assets and liabilities resulting primarily from increases of $24.0 million in accounts receivable, $15.8 million in inventory, $11.3 million in prepaid expenses and other assets, and $9.3 million in deferred cost of revenue.
For the year ended December 31, 2021, we used $16.4 million net cash from changes in our operating assets and liabilities resulting primarily from increases of $24.0 million in 51 accounts receivable, $15.8 million in inventory, $11.3 million in prepaid expenses and other assets, and $9.3 million in deferred cost of revenue.
In February and March 2021, Legacy SmartRent issued approximately 3.4 million shares of Series C Preferred Stock (which automatically converted into a number of shares of Common Stock upon consummation of the Business Combination) in exchange for $35.0 million gross cash proceeds.
Legacy SmartRent Preferred Stock Issuances In February and March 2021, Legacy SmartRent issued approximately 3.4 million shares of Series C Preferred Stock (which automatically converted into a number of shares of Common Stock upon consummation of the Business Combination) in exchange for $35.0 million gross cash proceeds.
The GAAP measure most directly comparable to EBITDA and Adjusted EBITDA is net income or loss. EBITDA and Adjusted EBITDA are not used as measures of our liquidity and should not be considered alternatives to net income or loss or any other measure of financial performance presented in accordance with GAAP.
The GAAP measure most directly comparable to EBITDA and Adjusted EBITDA is net income or loss. 49 EBITDA and Adjusted EBITDA are not used as measures of our liquidity and should not be considered alternatives to net income or loss or any other measure of financial performance presented in accordance with GAAP.
A change in our estimates could have a significant impact on the value of our inventory and our results of operations. 43 Stock-Based Compensation Our stock-based compensation relates to stock options and restricted stock units ("RSUs") granted to our employees and directors. Stock-based awards are measured based on the grant date fair value.
A change in our estimates could have a significant impact on the value of our inventory and our results of operations. Stock-Based Compensation Our stock-based compensation relates to stock options and restricted stock units ("RSUs") granted to our employees and directors. Stock-based awards are measured based on the grant date fair value.
These hardware devices provide features that function independently without subscription to our proprietary software, and the performance obligation for hardware revenue is considered satisfied and revenue is recognized at a point in time when the hardware device is shipped to the customer.
These hardware devices provide features that function independently without subscription to our software, and the performance obligation for hardware revenue is considered satisfied and revenue is recognized at a point in time when the hardware device is shipped to the customer.
We continue to monitor the change in tariffs. If tariffs are increased, such actions may increase our cost of hardware revenue and reduce our hardware revenue margins further in the future.
We continue to monitor the change in tariffs. If tariffs are increased, such actions may increase our cost of hardware revenue and reduce our hardware revenue margins in the future.
We expect cost of revenue to increase in absolute dollars in future periods. In 2019, the U.S. administration imposed significant changes to U.S. trade policy with respect to China. Tariffs have subjected certain SmartRent products manufactured overseas to additional import duties. The amount of the import tariff has changed numerous times based on action by the U.S. administration.
We expect an increase in cost of hardware revenue in absolute dollars in future periods. In 2019, the U.S. administration imposed significant changes to U.S. trade policy with respect to China. Tariffs have subjected certain SmartRent products manufactured overseas to additional import duties. The amount of the import tariff has changed numerous times based on action by the U.S. administration.
Hosted Services Revenue Hosted services primarily consist of monthly subscription revenue earned from the fees collected from customers to provide access to one or more of our software applications including access controls, asset monitoring and related services. These subscription arrangements have contractual terms ranging from one month to ten years and include recurring fixed plan subscription fees.
Hosted Services Revenue Hosted Services primarily consist of monthly subscription revenue earned from the fees collected from customers to provide access to one or more of our software applications including access controls, asset monitoring and related services. These subscription arrangements have contractual terms ranging from one month to eight years and include recurring fixed plan subscription fees.
For ABR Loans, the interest rate is based upon the highest of (i) the Prime Rate, (ii) the Federal Funds Effective Rate plus 0.50%, or (iii) 3.25%, plus an applicable margin. As of December 31, 2022, the applicable margins for SOFR Loans and ABR Loans under the Senior Revolving Facility were 1.75% and (0.50%), respectively.
For ABR Loans, the interest rate is based upon the highest of (i) the Prime Rate, (ii) the Federal Funds Effective Rate plus 0.50%, or (iii) 3.25%, plus an applicable margin. As of December 31, 2023, the applicable margins for SOFR Loans and ABR Loans under the Senior Revolving Facility were 1.75% and (0.50%), respectively.
We expect cost of revenue to increase in absolute dollars in future periods at a rate that is lower than the corresponding increase in hosted services revenue. 35 Operating Expenses Research and Development Research and development expenses consist primarily of personnel-related costs directly associated with our research and development.
In future periods, we expect the cost of Hosted Services revenue to increase in absolute dollars at a rate that is lower than the corresponding increase in Hosted Services revenue. Operating Expenses Research and Development Research and development expenses consist primarily of personnel-related costs directly associated with our research and development activities.
The hardware performance obligation includes the delivery of hardware, and the hosted services performance obligation allows the customer use of our proprietary software during the contracted-use term. The subscription for the software and certain Hub Devices combine as one performance obligation, and there is no support or ongoing subscription for other device hardware.
The hardware performance obligation includes the delivery of hardware, and the Hosted Services performance obligation allows the 52 customer use of our software during the contracted-use term. The subscription for the software and certain Hub Devices combine as one performance obligation, and there is no support or ongoing subscription for other device hardware.
Off-Balance Sheet Arrangements We did not have any off-balance sheet arrangements as of December 31, 2022. Critical Accounting Policies and Estimates We prepare our consolidated financial statements in accordance with GAAP.
Off-Balance Sheet Arrangements We did not have any off-balance sheet arrangements as of December 31, 2023. Critical Accounting Policies and Estimates We prepare our consolidated financial statements in accordance with GAAP.
To the extent that the final outcome of these matters is different than the amounts recorded, such differences will affect the provision for income taxes in the period in which such determination is made. 36 Results of Operations for the Years Ended December 31, 2022, 2021 and 2020 The results of operations presented below should be reviewed together with the consolidated financial statements and notes included elsewhere in this Report.
To the extent that the final outcome of these matters is different than the amounts recorded, such differences will affect the provision for income taxes in the period in which such determination is made. 44 Results of Operations for the Years Ended December 31, 2023, 2022 and 2021 The results of operations presented below should be reviewed together with the consolidated financial statements and notes included elsewhere in this Report.
I” to “SmartRent, Inc.” and changed our trading symbol and exchange listing from “FWAA” on Nasdaq to “SMRT” on the NYSE. The Business Combination is accounted for as a reverse capitalization in accordance with accounting principles generally accepted in the United States of America (“U.S. GAAP”).
I” to “SmartRent, Inc.” and changed our trading symbol and exchange listing from “FWAA” on Nasdaq to “SMRT” on the NYSE. The Business Combination is accounted for as a reverse capitalization in accordance with accounting principles generally accepted in the United States of America (“GAAP”).
Both SmartRent and SightPlan offer an open-API architecture that enables a myriad of third-party partner integrations, resulting in a multi-functional platform that enhances property management workflow efficiencies, empowers teams to get more done, elevates resident interactions, and improves resident living experiences.
We offer an open-API architecture that enables a myriad of third-party partner integrations, resulting in a multi-functional platform that enhances property management workflow efficiencies, empowers teams to get more done, elevates resident interactions, and improves resident living experiences.
We will remain an “emerging growth company” under the JOBS Act until the earliest of (a) the last day of our first fiscal year following the fifth anniversary of our initial public offering, (b) the last date of our fiscal year in which we have total annual gross revenue of at least $1.07 billion, (c) the last date of our fiscal year in which we are deemed to be a “large accelerated filer” under the rules of the SEC with at least $700.0 million of outstanding securities held by non-affiliates or (d) the date on which we have issued more than $1.0 billion in non- convertible debt securities during the previous three years.
We will remain an “emerging growth company” under the JOBS Act until the earliest of (a) the first fiscal year following the fifth anniversary of the initial public offering by FWAA (the "FWAA IPO"), which closed on February 9, 2021, (b) the last date of our fiscal year in which we have total annual gross revenue of at least $1.235 billion, (c) the last date of our fiscal year in which we are deemed to be a “large accelerated filer” under the rules of the SEC with at least $700.0 million of outstanding securities held by non-affiliates or (d) the date on which we have issued more than $1.0 billion in non- convertible debt securities during the previous three years.
Emerging Growth Company Status Section 102(b)(1) of the JOBS Act exempts “emerging growth companies” as defined in Section 2(A) of the Securities Act of 1933, as amended, from being required to comply with new or revised financial accounting standards until private companies are required to comply with the new or revised financial accounting standards.
Emerging Growth Company Status Section 102(b)(1) of the Jumpstart Our Business Startups Act of 2012 (the "JOBS Act") exempts “emerging growth companies” as defined in Section 2(A) of the Securities Act of 1933, as amended, from being required to comply with new or revised financial accounting standards until private companies are required to comply with the new or revised financial accounting standards.
Foreign currency transaction gains and losses relate to the impact of transactions denominated in a foreign currency other than the U.S. dollar. As we have expanded our international operations, our exposure to fluctuations in foreign currencies has increased, which we expect to continue.
Foreign currency transaction gains and losses relate to the impact of transactions denominated in a foreign currency other than the U.S. dollar. If we continue to expand our international operations, our exposure to fluctuations in foreign currencies has increased, which we expect to continue.
Specifically, increased demand for electronics as a result of the COVID-19 pandemic, the U.S. trade relations with China and certain other factors have led to a global shortage of semiconductors, including Z‑wave chips, which are a central component of our Hub Devices.
In prior periods, the increased demand for electronics as a result of the COVID-19 pandemic, U.S. trade relations with China and certain other factors in recent periods led to a global shortage of semiconductors, including Z‑wave chips, which are a central component of our Hub Devices.
Expenses in connection with the issuance of the Series C Preferred Stock were $0.2 million, resulting in net cash proceeds of $34.8 million. We have incurred negative cash flows from operating activities and significant losses from operations in the past as reflected in our accumulated deficit of $250.9 million as of December 31, 2022.
Expenses in connection with the issuance of the Series C Preferred Stock were $0.2 million, resulting in net cash proceeds of $34.8 million. 50 We have incurred negative cash flows from operating activities and significant losses from operations in the past as reflected in our accumulated deficit of $285.5 million as of December 31, 2023.
Certain Hub Devices do not function independently without the subscription, and therefore, the revenue is recognized in hosted services revenue. The Company generally provides a one-year warranty period on hardware devices that are delivered and installed. The cost of the warranty is recorded as a component of cost of hardware revenue.
Certain Hub Devices do not function independently without the subscription, and therefore, the revenue is recognized in Hosted Services revenue. We generally provide a one-year warranty period on hardware devices that are delivered and installed. We record the cost of the warranty as a component of cost of hardware revenue.
We record the cost of the warranty as a component of cost of hardware revenue. 34 Professional Services Revenue We generate professional services revenue from installing smart home hardware devices, which does not result in significant customization of the installed products and is generally performed over a period ranging from two to four weeks.
Professional Services Revenue We generate professional services revenue from installing smart home hardware devices, which does not result in significant customization of the installed products and is generally performed over a period ranging from two to four weeks.
For the year ended December 31, 2021, we used $9.4 million of cash for investing activities, resulting primarily due to $5.9 million used for the iQuue acquisition, net of cash acquired. For the year ended December 31, 2020, we used $2.7 million of cash for investing activities, primarily related to the Zenith acquisition, net of cash acquired.
For the year ended December 31, 2021, we used $9.4 million of cash for investing activities, resulting primarily due to $5.9 million used for the iQuue acquisition, net of cash acquired.
Key Operating Metrics We regularly monitor a number of operating and financial metrics, which include certain non-GAAP financial measures in order to evaluate our operating performance, identify trends affecting our business, formulate business plans, measure our progress and make strategic decisions.
Key Operating and Financial Metrics We regularly monitor a number of operating and financial metrics, which include certain non-GAAP financial measures in order to evaluate our operating performance, identify trends affecting our business, formulate business plans, measure our progress and make strategic decisions. Non-GAAP financial measures may not provide accurate predictions of future GAAP financial results.
The acquisition of SightPlan enhances our overall platform offering and customer value proposition by providing a comprehensive one-stop platform that broadens our support of property operations, enhancing the experience for residents, property owners and managers.
Our Smart Operations Solutions enhance our overall platform offering and customer value proposition by providing a comprehensive one-stop platform that broadens our support of property operations, enhancing the experience for residents, property owners and managers.
We record revenue as earned when control of these products and services is transferred to the customer in an amount that reflects the consideration we expect to collect for those products and services.
We record revenue as earned when control of these products and services is transferred to the customer in an amount that reflects the consideration we expect to collect for those products and services. The table below summarizes our revenue by solution.
Hardware Revenue We generate revenue from the direct sale to our customers of hardware smart home devices, which devices generally consist of a Hub Device, door-locks, thermostats, sensors, and light switches.
Currently, the majority of our revenue is generated from the direct sale to our customers of hardware smart home devices, which devices generally consist of a Hub Device, door-locks, thermostats, sensors, and light switches.
The estimated average in-service life of those devices is four years. When a Hub Device without independent functionality is included in a contract that does not require a long-term service commitment, the customer obtains a material right to renew the service because purchasing a new device is not required upon renewal.
When a Hub Device without independent functionality is included in a contract that does not require a long-term service commitment, the customer obtains a material right to renew the service because purchasing a new device is not required upon renewal.
Our cash equivalents are comprised primarily of money market funds. To date, our principal sources of liquidity have been the net proceeds we received through the private issuance of our convertible SmartRent preferred stock, the net proceeds received as a result of the Business Combination, and payments collected from sales to our customers.
Our cash equivalents are comprised primarily of money market funds. To date, our principal sources of liquidity have been the net proceeds received as a result of the Business Combination, and payments collected from sales to our customers.
Management uses EBITDA and Adjusted EBITDA to identify controllable expenses and make decisions designed to help us meet our current financial goals and optimize our financial performance, while neutralizing the impact of expenses included in our operating results which could otherwise mask underlying trends in our business. See “Non-GAAP Financial Measures” for additional information and reconciliations of these measures.
Management uses EBITDA and Adjusted EBITDA to identify controllable expenses and make decisions designed to help us meet our current financial goals and optimize our financial performance, while neutralizing the impact of expenses included in our operating results which could otherwise mask underlying trends in our business.
For the year ended December 31, 2021, our financing activities provided $473.9 million of cash consisting primarily of net proceeds from the consummation of the Business Combination in the amount of $444.6 million and convertible preferred stock issued of $34.8 million, net of expenses.
For the year ended December 31, 2021, our financing activities provided $473.9 million of cash consisting primarily of net proceeds from the consummation of the Business Combination in the amount of $444.6 million and convertible preferred stock issued of $34.8 million, net of expenses. The proceeds were partially offset by paying off the balance of the Term Loan Facility.
Components of Results of Operations Revenue We generate revenue primarily from sales of systems that consist of hardware devices, professional installation services and hosted services enabling property owners and property managers to have visibility and control over assets, while providing all-in-one home control offerings for residents.
See “Non-GAAP Financial Measures” for additional information and reconciliations of these measures. 41 Components of Results of Operations Revenue We generate revenue primarily from sales of systems that consist of hardware devices, professional installation services and Hosted Services enabling property owners and property managers to have visibility and control over assets, while providing all-in-one home control offerings for residents.
We expect that our sales and marketing expenses will increase over time as we hire additional sales and marketing personnel, increase our marketing activities, grow our domestic and international operations, and continue to build brand awareness.
Our sales and marketing expenses may increase over time as we hire additional sales and marketing personnel, increase our marketing activities, grow our operations, and continue to build brand awareness.
We expect our research and development costs to increase in absolute dollars as we increase our investment in product development to broaden the capabilities of our solutions and introduce new products and features.
We believe our research and development costs will increase in absolute dollars as we increase our investment in product development to broaden the capabilities of our solutions and introduce new products and features – in particular, as we enhance our WiFi offering.
Provision for Income Taxes The income tax benefit on the Consolidated Statement of Operations and Comprehensive Loss is primarily related to the valuation allowance release due to deferred tax liabilities from the SightPlan acquisition. We have established a full valuation allowance for net deferred U.S. federal and state tax assets, including net operating loss carryforwards.
Provision for Income Taxes The income tax benefit on the Consolidated Statement of Operations and Comprehensive Loss is primarily related to the federal, state, and international taxes offset by a change in the valuation allowance. We have established a full valuation allowance for net deferred U.S. federal and state tax assets, including net operating loss carryforwards.
Item 7. Management’s Discussion and Analysis of Fi nancial Condition and Results of Operations The following discussion and analysis of our financial condition and results of operations should be read in conjunction with the consolidated financial statements and related notes included in Item 8 of this Report.
Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations The following discussion and analysis of our financial condition and results of operations should be read in conjunction with the consolidated financial statements and related notes included in Item 8 of this Report. This discussion contains forward-looking statements that involve risks and uncertainties.
We utilize the concept of Units Booked to measure estimated near-term resource demand and the resulting approximate range of post-delivery revenue that we will earn and record. Units Booked represent binding orders only and are a subset of Committed Units. We had 282,512 and 219,901 Units Booked during the years December 31, 2022 and 2021, respectively.
We utilize the concept of Units Booked to measure estimated near-term resource demand and the resulting approximate range of post-delivery revenue that we will earn and record. Units Booked represent binding orders only. For the years ended December 31, 2023, 2022 and 2021 there were 173,195, 282,512, and 219,901 Units Booked, respectively.
Financing Activities For the year ended December 31, 2022, our financing activities used $2.8 million of cash primarily for taxes paid related to net share settlements of stock-based compensation awards.
Financing Activities For the year ended December 31, 2023, our financing activities used $1.9 million of cash, resulting primarily from $1.7 million used for earnout payments related to the iQuue acquisition. For the year ended December 31, 2022, our financing activities used $2.8 million of cash primarily for taxes paid related to net share settlements of stock-based compensation awards.
While these areas represent opportunities for us, they also represent challenges and risks that we must successfully address in order to operate our business. Active Supply Chain Management We are focused on successfully navigating unprecedented global supply chain disruptions.
While these areas represent opportunities for us, they also represent challenges and risks that we must successfully address in order to operate our business. Active Supply Chain Management We continue to experience improvements in the challenges related to the global supply chain.
Due to this shortage, we have experienced Hub Device production delays, which have occasionally affected our ability to meet scheduled installations and facilitate customer upgrades to our higher-margin Hub Devices. Further, we've experienced shortages and shipment delays related to components for Alloy Access and made-to-order specialty locks. Consequently, scheduled deployments have been delayed to future periods.
Due to this shortage in prior periods, we experienced Hub Device production delays, which affected our ability to meet scheduled installations and facilitate customer upgrades to our higher-margin Hub Devices. We also experienced shortages and shipment delays related to components for Access Control and made-to-order specialty locks.
Non-GAAP financial measures may not provide accurate predictions of future GAAP financial results. 33 The limitations our Key Operating Metrics have as an analytical tool are: (i) they might not accurately predict our future GAAP financial results, (ii) we might not realize all or any part of the anticipated value reflected in Units Booked and (iii) other companies, including companies in our industry, may calculate our Key Operating Metrics or similarly titled measures differently, which reduces its usefulness as a comparative measure.
The limitations our Key Operating Metrics have as an analytical tool are: (i) they might not accurately predict our future GAAP financial results, (ii) we might not realize all or any part of the anticipated value reflected in Units Booked, and (iii) other companies, including companies in our industry, may calculate our Key Operating Metrics or similarly titled measures differently, which reduces its usefulness as a comparative measure. 40 Units Deployed, New Units Deployed and Units Shipped We define Units Deployed as the aggregate number of Hub Devices that have been installed (including customer self-installations) as of a stated measurement date.
The increase in both periods resulted from the increase in the aggregate number of Units Deployed and the resulting increase in hub amortization and the number of active subscriptions for our software service applications.
The decrease resulted from the decrease in personnel related costs, partially offset by the increase in the aggregate number of Units Deployed and the resulting increase in hub amortization and the number of active subscriptions for our software service applications.
Hardware cost of revenue increased by $12.8 million, or 18%, to $83.3 million for the year ended December 31, 2022, from $70.4 million for the year ended December 31, 2021.
Hardware cost of revenue increased by $25.5 million, or 31%, to $108.8 million for the year ended December 31, 2023, from $83.3 million for the year ended December 31, 2022.
The increase from both components of hosted services revenue resulted primarily from the increased aggregate number of Units Deployed from 339,485 units at December 31, 2021 to 547,196 units at December 31, 2022 and an increase in SaaS ARPU of 93% to $5.32 for the year ended December 31, 2022 from $2.76 for the year ended December 31, 2021.
The increase from both components of Hosted Services revenue resulted primarily from a 32% increase in the aggregate number of Units Deployed, primarily of our Smart Apartment solution, from 547,196 units at December 31, 2022 to 719,691 units at December 31, 2023 and an increase in SaaS ARPU of 2% to $5.40 for the year ended December 31, 2023 from $5.32 for the year ended December 31, 2022.
We also expect to increase the size of our general and administrative staff in order to support the growth of our business. Other Expenses Other expenses consist primarily of interest expense, foreign currency transaction gains and losses, and other income related to the operations of foreign subsidiaries. Interest expense is recorded in connection with our various debt facilities.
Other Income/Expenses Other income/expenses consist primarily of interest income, net of interest expense, foreign currency transaction gains and losses, and other income related to the operations of foreign subsidiaries. Interest expense is recorded in connection with our various debt facilities.
We define Adjusted EBITDA as EBITDA reduced by stock-based compensation expense, non-employee warrant expense, warranty provisions for battery deficiencies, asset impairment, loss on extinguishment of debt, change in fair value of derivatives, unrealized gains and losses in currency exchange rates, non-recurring expenses in connection with acquisitions and other expenses caused by non-recurring, or unusual, events that are not indicative of our ongoing business.
We define Adjusted EBITDA as EBITDA before the following items: stock-based compensation expense, non-employee warrant expense, non-recurring warranty provisions, asset impairment, loss on extinguishment of debt, non-recurring expenses in connection with acquisitions, severance charges, and other expenses caused by non-recurring or unusual events that are not indicative of our ongoing business.
Years Ended December 31, (amounts in thousands) 2022 2021 2020 Net loss $ (96,322 ) $ (71,961 ) $ (37,109 ) Interest (income) expense, net (1,946 ) 249 559 Provision for income taxes (5,388 ) 115 149 Depreciation and amortization 4,262 463 295 EBITDA (99,394 ) (71,134 ) (36,106 ) Stock-based compensation 13,716 8,131 1,759 Non-employee warrant expense 289 931 481 Compensation expense in connection with acquisitions 5,042 - 3,353 Other non-recurring acquisition expenses 1,197 - - Asset impairment 4,441 - - Loss on extinguishment of debt - 27 164 Loss on change in exchange rates - - 470 Loss on warranty provision - 6,430 3,200 Adjusted EBITDA $ (74,709 ) $ (55,615 ) $ (26,679 ) 40 Liquidity and Capital Resources Sources of Liquidity As of December 31, 2022, we had cash and cash equivalents of $210.4 million, which were held for working capital and general corporate purposes.
For the years ended December 31, 2023 2022 2021 (dollars in thousands) Net loss $ (34,587 ) $ (96,322 ) $ (71,961 ) Interest (income) expense, net (8,580 ) (1,946 ) 249 Income tax (benefit) expense (108 ) (5,388 ) 115 Depreciation and amortization 5,533 4,262 463 EBITDA (37,742 ) (99,394 ) (71,134 ) Stock-based compensation 13,271 13,716 8,131 Non-employee warrant expense (193 ) 289 931 Compensation expense in connection with acquisitions 2,010 5,042 - Asset impairment - 4,441 - Severance charges 1,070 - - Other acquisition expenses 651 1,197 - Loss on extinguishment of debt - - 27 Non-recurring warranty provision 1,746 - 6,430 Adjusted EBITDA $ (19,187 ) $ (74,709 ) $ (55,615 ) Liquidity and Capital Resources Sources of Liquidity As of December 31, 2023, we had cash and cash equivalents of $215.2 million, which were held for working capital and general corporate purposes.
Units Deployed and New Units Deployed We define Units Deployed as the aggregate number of Hub Devices that have been installed (including customer self-installations) as of a stated measurement date. We define New Units Deployed as the aggregate number of Hub Devices that were installed (including customer self-installations) during a stated measurement period.
We utilize the Units Deployed metric to assess the health of our business and measure the trajectory of our growth. We define New Units Deployed as the aggregate number of Hub Devices that were installed (including customer self-installations) during a stated measurement period.
Income Taxes Years Ended December 31, Change Change 2022 2021 $ % (dollars in thousands) Loss before income taxes $ (101,710 ) $ (71,846 ) $ (29,864 ) 42 % Income tax (expense) benefit 5,388 (115 ) 5,503 (4785 )% We provided a full valuation allowance on our net U.S. federal and state deferred tax assets at December 31, 2022, and December 31, 2021.
Income Taxes Years ended December 31, Change Change 2023 2022 $ % (dollars in thousands) Loss before income taxes $ (34,695 ) $ (101,710 ) $ 67,015 66 % Income tax benefit (108 ) (5,388 ) 5,280 98 % We provided a full valuation allowance on our net U.S. federal and state deferred tax assets at December 31, 2023, and December 31, 2022.
We must continually develop and introduce innovative new software services and hardware products, integrate with third-party products and services, mobile applications and other new offerings. New Products, Features and Functionality We will need to expend additional resources to continue introducing new products, features and functionality to enhance the value of our smart home operating system.
We must continually develop and introduce innovative new software services and hardware products, and integrate with third-party products and services, mobile applications and other new offerings. 39 New Products, Features and Functionality We are evolving our business into a more diverse platform with new products, features and functionality that enhance the value of our smart home operating system.
We expect to incur additional general and administrative expenses as a result of operating as a public company, including expenses related to compliance with the rules and regulations of the SEC and stock exchange listing requirements, additional insurance expense, investor relations activities and other administrative and professional services.
General and Administrative Expenses General and administrative expenses consist primarily of personnel-related costs associated with our general and administrative organization, professional fees for legal, accounting and other consulting services, office facility, insurance, information technology costs, and expenses incurred as a result of operating as a public company, including expenses related to compliance with the rules and regulations of the SEC and stock exchange listing requirements, additional insurance expense, investor relations activities and other administrative and professional services.
We do not currently expect the Inflation Reduction Act to have a material impact on our financial results, including on our annual estimated effective tax rate. 39 Comparison of the years ended December 31, 2021 and 2020 For comparison of the fiscal years ended December 31, 2021 and 2020, refer to Part II, Item 7 "Management's discussion and analysis of financial condition and results of operations" on Form 10-K for our fiscal year ended December 31, 2021 filed with the SEC on March 5, 2022, under the subheading "Comparison of the years ended December 31, 2021 and 2020".
For comparison of the fiscal years ended December 31, 2022 and 2021, refer to Part II, Item 7 "Management's discussion and analysis of financial condition and results of operations" on Form 10-K for our fiscal year ended December 31, 2022 filed with the SEC on March 8, 2023, under the subheading "Comparison of the years ended December 31, 2022 and 2021".
Of the $48.1 million revenue in 2022, $20.3 million is related to hub amortization and $27.8 million is related to SaaS revenue. Revenue increased from hub amortization and SaaS by $10.0 million and $19.9 million, respectively, from the year ended December 31, 2021 to the year ended December 31, 2022.
Of the $64.1 million revenue in 2023, $23.0 million is related to hub amortization and $41.1 million is related to SaaS revenue. Revenue increased from hub amortization and SaaS by $2.7 million and $13.3 million, respectively, from the year ended December 31, 2022 to the year ended December 31, 2023.
Annual Recurring Revenue We define Annual Recurring Revenue (“ARR”) as the annualized value of our recurring SaaS revenue earned in the current quarter. We monitor our ARR to assess the general health and trajectory of our hosted services business. Our ARR was approximately $32.3 million, $10.6 million and $4.9 million as of December 31, 2022, 2021 and 2020, respectively.
We monitor our ARR to assess the general health and trajectory of our Hosted Services business. Our ARR was approximately $46.2 million, $32.3 million, and $10.6 million as of December 31, 2023, 2022 and 2021 respectively.
We have recently introduced a number of product enhancements and features, including the Building Access Control, Video Intercom, WiFi, Parking, and Work Order Management solutions. In the future, we intend to continue to release new products and solutions and enhance our existing products and solutions, and we expect that our operating results will be impacted by these releases.
In the future, we intend to continue to release new products and solutions and enhance our existing products and solutions, and we expect that our operating results will be impacted by these releases.
Variable consideration is immaterial. We sell certain Hub Devices, which only function with the subscription to our proprietary software applications and related hosting services. We consider those devices and hosting services subscription as a single performance obligation, and therefore we defer the recognition of revenue for those devices that are sold with application subscriptions.
We consider those devices and hosting services subscription as a single performance obligation, and therefore we defer the recognition of revenue for those devices that are sold with application subscriptions. The estimated average in-service life of those devices is four years.
As of December 31, 2022, we had $205.8 million of U.S. federal and $188.3 million of state gross net operating loss carryforwards available to reduce future taxable income, which will be carried forward indefinitely for U.S. federal tax purposes and will expire on varying dates for state tax purposes.
As of December 31, 2023, we had U.S. federal net operating losses of $3.7 million that begin to expire in 2032 and $200.9 million which will be carried forward indefinitely. As of December 31, 2023, we had $193.4 million of state net operating loss carryforwards that expire on varying dates.
For the years December 31, 2022, 2021 and 2020, there were 282,512, 219,901, and 112,555 Units Booked, respectively. EBITDA and Adjusted EBITDA We define EBITDA as net income or loss computed in accordance with GAAP before the following items: interest expense, income tax expense and depreciation and amortization.
Non-GAAP Financial Measures EBITDA and Adjusted EBITDA We define EBITDA as net income or loss computed in accordance with GAAP before the following items: interest income/expense, income tax expense and depreciation and amortization.
We define Adjusted EBITDA as EBITDA before the following items: stock-based compensation expense, non-employee warrant expense, warranty provisions for battery deficiencies, asset impairment, loss on extinguishment of debt, change in fair value of derivatives, unrealized gains and losses in currency exchange rates, and non-recurring expenses in connection with acquisitions.
We define Adjusted EBITDA as EBITDA before the following items: stock-based compensation expense, non-employee warrant expense, non-recurring warranty provisions, asset impairment, loss on extinguishment of debt, non-recurring expenses in connection with acquisitions, severance charges, and other expenses caused by non-recurring, or unusual, events that are not indicative of our ongoing business.
This was partially offset by a $32.8 million increase in deferred revenue and $1.0 million decrease in prepaid expenses and other assets. Investing Activities For the year ended December 31, 2022, we used $130.8 million of cash for investing activities, resulting primarily from $129.7 million used for the SightPlan acquisition, net of cash acquired.
For the year ended December 31, 2022, we used $134.0 million of cash for investing activities, resulting primarily from $129.7 million used for the SightPlan acquisition, net of cash acquired.
Our expectation is that we will not see marked improvements with respect to supply chain delays for Alloy Access and for made-to-order locks through 2023. 32 Investing in Research and Development Our performance is significantly dependent on the investments we make in research and development, including our ability to attract and retain highly skilled research and development personnel.
Investing in Research and Development Our performance is significantly dependent on the investments we make in research and development, including our ability to attract and retain highly skilled research and development personnel.
Approximately $9.9 million of the 2022 increase in SaaS resulted from contributions from iQuue and SightPlan. Excluding contributions from iQuue and SightPlan, SaaS ARPU was $3.42 for the year ended December 31, 2022. We define SaaS ARPU as total SaaS revenue for a given period divided by the average aggregate Units Deployed in the same period.
We define SaaS ARPU as total SaaS revenue during a given period divided by the average aggregate Units Deployed in the same period. For the years ended December 31, 2023, 2022 and 2021, SaaS ARPU was $5.40, $5.32 and $2.76, respectively.
If we are unable to raise additional capital when desired and on reasonable terms, our business, results of operations, and financial condition may be adversely affected. 41 Cash Flow Summary - Years Ended December 31, 2022, 2021 and 2020 The following table summarizes our cash flows for the periods presented: Years Ended December 31, 2022 2021 2020 (dollars in thousands) Net cash (used in) provided by Operating activities $ (81,037 ) $ (70,376 ) $ (28,490 ) Investing activities (130,789 ) (9,373 ) (2,680 ) Financing activities (2,801 ) 473,926 48,221 Operating Activities For the year ended December 31, 2022, our operating activities used $81.0 million in cash resulting primarily from our net loss of $96.3 million and $8.1 million used in changes in our operating assets and liabilities, partially offset by $23.4 million provided by non-cash expenses.
Cash Flow Summary - Years Ended December 31, 2023, 2022 and 2021 The following table summarizes our cash flows for the periods presented: Years ended December 31, 2023 2022 2021 (dollars in thousands) Net cash provided by (used in) Operating activities $ 5,981 $ (77,833 ) $ (70,376 ) Investing activities (6,023 ) (133,993 ) (9,373 ) Financing activities (1,905 ) (2,801 ) 473,926 Operating Activities For the year ended December 31, 2023, our operating activities resulted in net proceeds of $6.0 million in cash resulting primarily from $27.8 million provided by non-cash expenses and $12.8 million provided by changes in our operating assets and liabilities, partially offset by our net loss of $34.6 million.
For the year ended December 31, 2022, general and administrative expenses increased by $29.3 million, or 113%, to $55.3 million from $26.0 million for the year ended December 31, 2021, resulting primarily from increases of approximately $10.3 million in personnel-related expenses, asset impairment of $4.4 million related to a prepaid license agreement and a loan receivable, stock-based compensation of $4.2 million, business insurance of $3.6 million, primarily related to Directors and Officers insurance, and $2.8 million of intangible asset amortization.
For the year ended December 31, 2023, general and administrative expenses decreased by $10.6 million, or 19%, to $44.7 million, from $55.3 million for the year ended December 31, 2022, resulting primarily from a $4.4 million asset impairment related to a prepaid license agreement during the year ended December 31, 2022.
Overview We are an enterprise real estate technology company that provides a comprehensive management platform designed for property owners, managers and residents. Our suite of products and services, which includes both smart building hardware and cloud-based SaaS solutions, provides seamless visibility and control over real estate assets.
Our suite of products and services, which includes both smart building hardware and cloud-based SaaS solutions, provides seamless visibility and control over real estate assets. Our platform can lower operating costs, increase revenues, mitigate operational friction and protect assets for owners and operators, while providing a differentiated, elevated living experience for residents.
Our arrangements do not provide the customer with the right to take possession of our software at any time. Customers are granted continuous access to the services over the contractual period. Accordingly, fees collected for subscription services are recognized on a straight-line basis over the contract term beginning on the date the subscription service is made available to the customer.
The majority of our recurring revenue contracts range from one month to one year and our average recurring revenue contract term is 1.6 years. Our arrangements do not provide the customer with the right to take possession of our software at any time. Customers are granted continuous access to the services over the contractual period.
Other Income (Expenses) Years Ended December 31, Change Change 2022 2021 $ % (dollars in thousands) Interest income (expense), net $ 1,946 $ (249 ) $ 2,195 882 % Other income (expense), net 595 55 540 982 % Interest income, net increased by $2.2 million, or 882%, to $1.9 million for the year ended December 31, 2022, from $(0.2) million for the year ended December 31, 2021.
Additionally, business insurance and third-party consulting expenses decreased by $2.3 million and $2.0 million, respectively. 48 Other Income Years ended December 31, Change Change 2023 2022 $ % (dollars in thousands) Interest income, net $ 8,580 $ 1,946 $ 6,634 341 % Other (expense) income, net (116 ) 595 (711 ) (119 )% Interest income, net increased by $6.6 million to approximately $8.5 million for the year ended December 31, 2023, from $1.9 million for the year ended December 31, 2022.
For the year ended December 31, 2020, our operating activities used $28.5 million in cash resulting primarily from our net loss of $37.1 million, which was partially offset by $11.3 million of non-cash expenses consisting primarily of $3.4 million of non-cash compensation expense related to the Zenith Highpoint Inc.
For the year ended December 31, 2022, our operating activities used $77.8 million in cash resulting primarily from our net loss of $96.3 million and $4.9 million used in changes in our operating assets and liabilities, partially offset by $23.4 million provided by non-cash expenses.
For the year ended December 31, 2020, we used net cash of $2.7 million from changes in our operating assets and liabilities resulting primarily from an increase of $13.5 million in accounts receivable, an $11.1 million increase in inventory, an $8.6 million increase in deferred cost of revenue, and $3.2 million decrease in accrued expenses and other liabilities.
Changes in our operating assets and liabilities primarily resulted from a $31.7 million decrease in inventory and a $13.0 million decrease in deferred cost of revenue, partially offset by a $16.8 million decrease in deferred revenue and an $11.0 million decrease in accrued expenses and other liabilities.
This increase in hardware cost of revenue was primarily attributable to approximately $16.7 million resulting from greater sales volumes and an increase of approximately $2.5 million for direct personnel-related costs for the year ended December 31, 2022.
This increase in hardware cost of revenue was primarily attributable to approximately $26.4 million of additional cost resulting from greater sales volumes and the shipment of distinct Hub Devices during the year ended December 31, 2023, partially offset by reductions to other costs of revenue attributable to improved processes and efficiencies.
This increase in hardware revenue resulted from a 4% increase in units shipped and an Average Revenue per Unit ("ARPU") increase of 21% to $436.49 for the 2022 period from $361.02 for the 2021 period. We define hardware ARPU as total hardware revenue for a given period divided by number of Hub Devices shipped in the same period.
We define Hardware ARPU as total hardware revenue during a given period divided by the total units shipped during the same period. For the years ended December 31, 2023, 2022 and 2021, Hardware ARPU was $605.15, $436.49 and $361.02, respectively.
As of December 31, 2022, we had 547,196 Units Deployed, 851,815 Committed Units, and 501 customers, including many of the top multifamily residential owners in the U.S. As of that date, our customers owned an aggregate of approximately 6.7 million units. This represents approximately 15% of the U.S. market for institutionally owned multifamily rental units and single-family rental homes.
As of that date, our customers owned an aggregate of approximately 7.0 million units. This represents approximately 16% of the United States market for institutionally owned multifamily rental units and single-family rental homes. In addition to multifamily residential owners, our customers include some of the leading homebuilders, single-family rental homeowners, and iBuyers in the United States.
Operating Expenses Years Ended December 31, Change Change 2022 2021 $ % (dollars in thousands) Research and development $ 29,422 $ 21,572 $ 7,850 36 % Sales and marketing 20,872 14,017 6,855 49 % General and administrative 55,305 25,990 29,315 113 % Research and development expenses increased by $7.9 million, or 36%, to $29.4 million for the year ended December 31, 2022, from $21.6 million for the year ended December 31, 2021, resulting primarily from an increase of approximately $6.9 million of personnel-related expenses, as we increased our research and development staff, and an increase in stock-based compensation of $1.3 million.
Operating Expenses Years ended December 31, Change Change 2023 2022 $ % (dollars in thousands) Research and development $ 28,805 $ 29,422 $ (617 ) (2 )% Sales and marketing 19,209 20,872 (1,663 ) (8 )% General and administrative 44,674 55,305 (10,631 ) (19 )% Research and development expenses decreased by $0.6 million, or 2%, to $28.8 million for the year ended December 31, 2023, from $29.4 million for the year ended December 31, 2022, resulting primarily from a decrease of approximately $0.5 million of personnel-related expenses recorded during the year ended December 31, 2023.