Biggest changeResults of Operations The following table presents revenue and certain of our operating results as a percentage of revenue: (In Thousands, Except Percentages) Year Ended December 31, 2021 % of revenue Year Ended December 31, 2022 % of revenue Revenue $ 53,476 100 % $ 52,170 100 % Expenses: Service costs $ 21,694 41 % $ 20,462 39 % Sales and marketing 13,549 25 % 13,517 26 % Product development 16,112 30 % 14,355 28 % General and administrative 9,294 17 % 9,787 19 % Amortization of intangible assets from acquisitions 4,481 8 % 2,124 4 % Acquisition and disposition related costs (benefits) 142 0 % 74 0 % Total operating expenses 65,272 122 % 60,319 116 % 33 Stock-based compensation expense was included in the following operating expense categories as follows: Year Ended December 31, (In Thousands) 2021 2022 Service costs $ 49 $ 171 Sales and marketing 870 796 Product development 296 293 General and administrative 1,459 1,386 Total stock-based compensation $ 2,674 $ 2,646 See Note 6: Stockholders' Equity (b).
Biggest changeResults of Operations The following table presents revenue and certain of our operating results as a percentage of revenue: (In Thousands, Except Percentages) Year Ended December 31, 2022 % of revenue Year Ended December 31, 2023 % of revenue Revenue $52,170 100% $49,910 100% Expenses: Service costs $20,462 39% $20,582 41% Sales and marketing 13,517 26% 11,412 23% Product development 14,355 28% 15,355 31% General and administrative 9,787 19% 10,205 20% Amortization of intangible assets from acquisitions 2,124 4% 1,987 4% Acquisition and disposition related costs 74 0% 12 0% Total operating expenses 60,319 116% 59,553 119% Stock-based compensation expense was included in the following operating expense categories as follows: Year Ended December 31, (In Thousands) 2022 2023 Service costs $ 171 $ 2 Sales and marketing 796 663 Product development 293 114 General and administrative 1,386 1,613 Total stock-based compensation $ 2,646 $ 2,392 See Note 6: Stockholders' Equity (b).
Under this method, deferred tax assets and liabilities are recognized for the future tax consequences attributable to differences between the financial statement carrying amounts of existing assets and liabilities and their respective tax bases and operating loss and tax credit carryforwards.
Under this method, deferred tax assets and liabilities are recognized for the future tax consequences attributable to differences between the financial statement carrying amounts of existing assets and liabilities and their respective tax bases and operating loss and tax credit carryforwards.
Deferred tax assets and liabilities are measured using enacted tax rates expected to apply to taxable income in the years in which those temporary differences are expected to be recovered or settled. The effect on deferred tax assets and liabilities of a change in tax law is recognized in results of operations in the period that includes the enactment date.
Deferred tax assets and liabilities are measured using enacted tax rates expected to apply to taxable income in the years in which those temporary differences are expected to be recovered or settled. The effect on deferred tax assets and liabilities of a change in tax law is recognized in results of operations in the period that includes the enactment date.
The ultimate realization of deferred tax assets depends on the generation of future taxable income during the periods in which those temporary differences are deductible.
The ultimate realization of deferred tax assets depends on the generation of future taxable income during the periods in which those temporary differences are deductible.
We exercise judgment in the assessment of the related useful lives of intangible assets, the fair values, and the recoverability. In certain instances, the fair value is determined in part based on cash flow forecasts and discount rate estimates. We cannot accurately predict the 39 amount and timing of any impairment of goodwill or intangible assets.
We exercise judgment in the assessment of the related useful lives of intangible assets, the fair values, and the recoverability. In certain instances, the fair value is determined in part based on cash flow forecasts and discount rate estimates. We cannot accurately predict the amount and timing of any impairment of goodwill or intangible assets.
For the periods presented, substantially all of our product development expenses are research and development. Product development costs are expensed as incurred or capitalized into property and equipment in accordance U.S.
For the periods presented, substantially all of our product development expenses are research and development. Product development costs are expensed as incurred or capitalized into property and equipment in accordance U.S. GAAP.
If we are not able to secure or retain sufficient phone numbers needed for our services or we are limited in the number of available telecommunication carriers or vendors to provide such phone numbers to us in the event of any industry consolidation or if telecommunication carriers or vendors were to experience system disruptions, our revenue and results of operations may be materially and adversely affected.
If we are not able to secure or retain sufficient phone numbers needed for our services or we are limited in the number of available telecommunication carriers or vendors to provide such phone numbers to us in the event of any industry consolidation or if telecommunication carriers or vendors were to experience system disruptions, our revenue and results of operations, and our ability to grow, may be materially and adversely affected.
Repurchases may also be made under a Rule 10b5-1 plan, which would permit shares to be repurchased when we might otherwise be precluded from doing so under insider trading laws. We have made no repurchases under the 2014 Repurchase Program for the years ended December 31, 2021 and 2022.
Repurchases may also be made under a Rule 10b5-1 plan, which would permit shares to be repurchased when we might otherwise be precluded from doing so under insider trading laws. We have made no repurchases under the 2014 Repurchase Program for the years ended December 31, 2022 and 2023.
If the financial condition of our advertisers were to deteriorate, resulting in an impairment of their ability to make payments, or if we underestimated the allowances required, additional allowances may be required which would result in increased general and administrative expenses in the period such determination was made.
If the financial condition of our customers were to deteriorate, resulting in an impairment of their ability to make payments, or if we underestimated the allowances required, additional allowances may be required which would result in increased general and administrative expenses in the period such determination was made.
Our critical accounting policies are those that we believe have the most significant impact to reported amounts of assets, liabilities, revenue and expenses and the related disclosures of contingent assets and liabilities and that require the most difficult, subjective, or complex judgements. The policies below are critical to our business operations and the understanding of our results of operations.
Our critical accounting policies are those that we believe have the most significant impact to reported amounts of assets, liabilities, revenue and expenses and the related disclosures of contingent assets and liabilities and that require the most difficult, subjective, or complex judgments. The policies below are critical to our business operations and the understanding of our results of operations.
We considered the future reversal of deferred tax liabilities, carryback potential, projected taxable income, and tax planning strategies as well as the Company’s history of taxable income or losses in the relevant jurisdictions in making this assessment. We have incurred federal taxable losses in 2021 and 2022. Net Loss.
We considered the future reversal of deferred tax liabilities, carryback potential, projected taxable income, and tax planning strategies as well as the Company’s history of taxable income or losses in the relevant jurisdictions in making this assessment. We have incurred federal taxable losses in 2022 and 2023. Net Loss.
Allowance for Doubtful Accounts and Advertiser Credits Accounts receivable balances are presented net of allowance for doubtful accounts and advertiser credits. The allowance for doubtful accounts is our best estimate of the amount of probable credit losses in our accounts receivable. We determine our allowance based on analysis of historical bad debts, advertiser concentrations, advertiser creditworthiness and current economic trends.
Allowance for Doubtful Accounts and Customer Credits Accounts receivable balances are presented net of allowance for doubtful accounts and customer credits. The allowance for doubtful accounts is our best estimate of the amount of probable credit losses in our accounts receivable. We determine our allowance based on analysis of historical bad debts, customer concentrations, customer creditworthiness and current economic trends.
Under the 2014 Repurchase Program, we are authorized to repurchase up to 3 million shares of our Class B common stock in the aggregate through open market and privately negotiated transactions, at such times and in such amounts as we deem appropriate.
Under the 2014 Repurchase Program, we are authorized to repurchase up to 3,000,000 shares of our Class B common stock in the aggregate through open market and privately negotiated transactions, at such times and in such amounts as we deem appropriate.
We determined that it is not more likely than not that our deferred tax assets (excluding certain insignificant Canadian deferred tax assets) will be realized and accordingly recorded 100% valuation allowance against these deferred tax assets as of December 31, 2021 and 2022.
We determined that it is not more likely than not that our deferred tax assets (excluding certain insignificant Canadian deferred tax assets) will be realized and accordingly recorded 100% valuation allowance against these deferred tax assets as of December 31, 2022 and 2023.
If we are unable to generate adequate revenue growth and to manage our expenses, we may continue to incur significant losses in the future and may not be able to achieve or maintain profitability. 31 Climate Change We have considered specific risks associated as a result of climate change legislation or regulation and determined that in their current form, legislation or regulation is not reasonably likely to have a material effect on our financial condition or results of operations.
If we are unable to generate adequate revenue growth and to manage our expenses, we may continue to incur significant losses in the future and may not be able to achieve or maintain profitability. 27 Table of Contents Climate Change We have considered specific risks associated as a result of climate change legislation or regulation and determined that in their current form, legislation or regulation is not reasonably likely to have a material effect on our financial condition or results of operations.
We considered the future reversal of deferred tax liabilities, carryback potential, projected taxable income, and tax planning strategies as well as its history of taxable income or losses in the relevant jurisdictions in making this assessment.
We considered the future reversal of deferred tax liabilities, carryback potential, projected taxable income, and tax planning strategies as well as our history of taxable income or losses in the relevant jurisdictions in making this assessment.
Goodwill and Intangible Assets Goodwill represents the excess of the purchase price over the fair value of identifiable assets acquired and liabilities assumed in business combinations accounted for under the purchase method. Intangible assets from acquisitions represent customer relationships, technologies, non-compete agreements, and tradenames related to previous acquisitions.
Goodwill and Intangible Assets Goodwill represents the excess of the purchase price over the fair value of identifiable assets acquired and liabilities assumed in business combinations accounted for under the purchase method. Intangible assets from acquisitions represent customer relationships, technologies, non-compete agreements, and trade names related to previous acquisitions.
Failure to generate sufficient revenue or raise additional capital could have a material adverse effect on our ability to continue as a going concern and to achieve our intended business objectives. Critical Accounting Policies Our Consolidated Financial Statements have been prepared using accounting principles generally accepted in the United States (U.S. GAAP).
Failure to generate sufficient revenue or raise additional capital could have a material adverse effect on our ability to continue as a going concern and to achieve our intended business objectives. 32 Table of Contents Critical Accounting Policies Our Consolidated Financial Statements have been prepared using accounting principles generally accepted in the United States (U.S. GAAP).
We measure stock-based compensation cost at the grant date based on the fair value of the award and recognize it as expense over the vesting or service period, as applicable, of the stock-based award using the straight-line method. We generally use the Black-Scholes option pricing model as our method of valuation for stock-based awards with time-based vesting.
We measure stock-based compensation cost at the grant date based on the fair value of the award and recognize it as expense over the vesting or service period, as applicable, of the stock-based award using the straight-line method. 33 Table of Contents We use the Black-Scholes option pricing model as our method of valuation for stock-based awards with time-based vesting.
While our significant accounting policies are more fully described in Note 1: Description of Business and Summary of Significant Accounting Policies and Practices , we believe the following topics reflect our critical accounting policies and our more significant judgement and estimates used in the preparation of our financial statements.
While our significant accounting policies are more fully described in Note 1: Description of Business and Summary of Significant Accounting Policies and Practices , we believe the following topics reflect our critical accounting policies and our more significant judgment and estimates used in the preparation of our Consolidated Financial Statements.
In assessing whether it is more likely than not that our deferred tax assets will be realized, factors considered included: historical taxable income, historical trends related to advertiser usage rates, projected revenues and expenses, macroeconomic conditions, issues facing the industry, existing contracts, our ability to project future results and any appreciation of its other assets.
In assessing whether it is more likely than not that our deferred tax assets will be realized, factors considered included: historical taxable income, projected revenues and expenses, macroeconomic conditions, issues facing the industry, existing contracts, our ability to project future results and any appreciation of its other assets.
The change in working capital was driven primarily by an increase in accounts receivable as well as a decrease in deferred revenue and accrued expenses partially offset by an increase in accounts payable. Cash used in operating activities was $6.3 million during the year ended December 31, 2021.
The change in working capital was driven primarily by a decrease in accrued expenses and other current liabilities as well as a decrease in accounts payable and deferred revenue partially offset by an increase in accounts receivable. Cash used in operating activities was $2.3 million during the year ended December 31, 2022.
Cash used in operating activities was $2.3 million during the year ended December 31, 2022. The cash used in operating activities was primarily a result of a net loss of $8.2 million, adjusted for non-cash items of $7.6 million, which primarily included depreciation and amortization and stock-based compensation partially offset by changes in working capital of $1.7 million.
The cash used in operating activities was primarily a result of a net loss of $8.2 million, adjusted for non-cash items of $7.6 million, which primarily included depreciation and amortization and stock-based compensation, offset by changes in working capital of $1.7 million.
Stock Option Plan of the Notes to Consolidated Financial Statements, as well as our Critical Accounting Policies for additional information about stock-based compensation. Revenue Revenue decreased $1.3 million, or 2%, from $53.5 million for the year ended December 31, 2021 to $52.2 million for the year ended December 31, 2022.
Stock Option Plan of the Notes to Consolidated Financial Statements, as well as our Critical Accounting Policies for additional information about stock-based compensation. 29 Table of Contents Revenue Revenue decreased $2.3 million, or 5%, from $52.2 million for the year ended December 31, 2022 to $49.9 million for the year ended December 31, 2023.
From time to time, various state, federal, and other jurisdictional tax authorities undertake reviews of us and our filings. We believe any adjustments that may ultimately be required as a result of any of these reviews will not be material to the financial statements. ITEM 7A. QUANTITATIVE AND QUALITAT IVE DISCLOSURES ABOUT MARKET RISK.
From time to time, various state, federal, and other jurisdictional tax authorities undertake reviews of us and our filings. We believe any adjustments that may ultimately be required as a result of any of these reviews will not be material to the Consolidated Financial Statements.
The cash used by was primarily attributable to the exchange of cash consideration for partial settlement of a contractual obligation partially offset by proceeds from stock options exercises and the employee stock purchase program. Cash provided by financing activities was $528,000 during the year ended December 31, 2021.
Cash used in financing activities was $1.5 million during the year ended December 31, 2022, which was primarily attributable to the exchange of cash consideration for partial settlement of a contractual obligation partially offset by proceeds from stock options exercises and the employee stock purchase program.
For additional discussion of trends and other factors in our business, refer to Industry and Market Factors in Item 2 of this Annual Report on Form 10-K. Expenses Service Costs. Service costs decreased $1.2 million, or 6%, from $21.7 million for the year ended December 31, 2021 to $20.5 million for the year ended December 31, 2022.
For additional discussion of trends and other factors in our business, refer to Key Trends Driving our Industry and Business in Item 1 of this Annual Report on Form 10-K. Expenses Service Costs. Service costs increased $0.1 million from $20.5 million for the year ended December 31, 2022 to $20.6 million for the year ended December 31, 2023.
We determine our allowance for advertiser credits and adjustments based upon our analysis of historical credits. Material differences may result in the amount and timing of our revenue for any period if our management made different judgments and estimates.
We determine our allowance for customer credits based upon our analysis of historical credits and expected revenue adjustments. Material differences may result in the amount and timing of our revenue for any period, stemming from differing management judgments and estimates.
Provision for Income Taxes We are subject to income taxes in the U.S. and certain international jurisdictions. Judgment is required in evaluating our uncertain tax positions and determining our provision for income taxes. We utilize the asset and liability method of accounting for income taxes.
Judgment is required in evaluating our uncertain tax positions and determining our provision for income taxes. We utilize the asset and liability method of accounting for income taxes.
Cash used in investing activities for the year ended December 31, 2022 was $2.9 million and was primarily attributable to cash paid for purchases of property and equipment as well as capitalized software development costs.
Cash used in investing activities for the years ended December 31, 2023 and December 31, 2022, was $1.3 million and $2.9 million, respectively, and was primarily attributable to cash paid for purchases of property and equipment for our technology infrastructure platform as well as capitalized software development costs in both years.
We believe that we have a set of tools for enterprises that depend on phone calls, texts, and other communication channels to help convert prospects into customers, to deliver compelling customer experiences during the sales process and maximize returns.
We have assembled a set of applications that incorporate artificial intelligence (“AI”) functionality for enterprises that depend on phone calls, texts and other communication channels to help convert prospects into customers, enabling compelling customer experiences during the sales process and helping maximize returns.
The cash used in operating activities was primarily a result of a net loss of $4.4 million, adjusted for non-cash items of $3.8 million, which primarily included depreciation and amortization, stock-based compensation, and a gain on loan extinguishment, offset by changes in working capital of $5.8 million.
The cash used in operating activities was primarily a result of a net loss of $9.9 million, adjusted for non-cash items of $7.1 million, which primarily included depreciation and amortization and stock-based compensation partially offset by changes in working capital of $1.6 million.
The extent to which call volumes may decrease during these off-peak periods is difficult to predict. Prolonged or severe decreases in call volumes during these periods may adversely affect our growth rate and results and in turn the market price of our securities. However, there can be no assurances such seasonal trends will consistently repeat each year.
The extent to which call volumes may decrease during these off-peak periods is difficult to predict. Prolonged or severe decreases in call volumes during these periods may adversely affect our growth rate and results and in turn the market price of our securities.
There may be a positive impact on service costs as a percentage of revenue and further benefit in the event we generate contribution from new launches of analytics products and sales engagement solutions. Sales and Marketing. Sales and marketing expenses were $13.5 million for the year ended December 31, 2021 and 2022.
There may be a positive impact on service costs as a percentage of revenue and further benefit in the event we generate contribution from new launches of analytics products and sales engagement solutions.
Our mission is to help our customers grow by giving them real-time insights into the conversations they are having with their customers across phone, text, and other communication channels.
We seek to empower performance improvements for our customers by giving them actionable, real-time insights into the conversations they are having with their customers across phone, text and other communication channels.
General and administrative expenses increased $500,000 or 5%, from $9.3 million for the year ended December 31, 2021 to $9.8 million for the year ended December 31, 2022. As a percentage of revenue, general and administrative expenses were 17% and 19% for the year ended December 31, 2021 and 2022, respectively.
General and administrative expenses increased $0.4 million or 4%, from $9.8 million for the year ended December 31, 2022 to $10.2 million for the year ended December 31, 2023. As a percentage of revenue, general and administrative expenses were 19% and 20% for the year ended December 31, 2022 and 2023, respectively.
Goodwill and intangible assets are also tested more frequently if events and circumstances indicate that the assets might be impaired. The provisions of the accounting standard for goodwill and other intangible assets allow us to first assess qualitative factors to determine whether it is necessary to perform a quantitative impairment test.
The provisions of the accounting standard for goodwill and other intangible assets allow us to first assess qualitative factors to determine whether it is necessary to perform a quantitative impairment test.
Should the value of goodwill or intangible assets become impaired, we would record the appropriate charge, which could have an adverse effect on our financial condition and results of operations. Any future impairment charges could have a material adverse effect on our financial results.
Should the value of goodwill or intangible assets become impaired, we would record the appropriate charge. Any future impairment charges could have a material adverse effect on our financial condition and results of operations. Provision for Income Taxes We are subject to income taxes in the U.S. and certain international jurisdictions.
This compares to a 100% valuation allowance of $49.6 million at December 31, 2021 ($50.9 million of deferred tax assets that are partially offset by $1.4 million in reversing deferred tax liabilities).
This compares to a full valuation allowance of $51.8 million at December 31, 2022 ($52.9 million of deferred tax assets that are partially offset by $1.3 million in reversing deferred tax liabilities).
Stock-based compensation expense is included in the same lines as compensation paid to the same employees in the Consolidated Statements of Operations. Amortization of Intangibles from Acquisitions Amortization of intangible assets excluding goodwill relates to intangible assets identified in connection with our acquisitions. The intangible assets have been identified as customer relationships; acquired technology; non-competition agreements; tradenames.
We account for forfeitures as they occur. Stock-based compensation expense is included in the same lines as compensation paid to the same employees in the Consolidated Statements of Operations. Amortization of Intangibles from Acquisitions Amortization of intangible assets excluding goodwill relates to intangible assets identified in connection with our acquisitions.
Additional equity and debt financing may be needed to support our acquisition strategy, our long-term obligations, and our company’s needs. There can be no assurance that, if we needed additional funds, financing arrangements would be available in amounts or on terms acceptable to us, if at all.
There can be no assurance that, if we needed additional funds, financing arrangements would be available in amounts or on terms acceptable to us, if at all.
These assets are amortized over useful lives ranging from 12 to 60 months. Provision for Income Taxes We utilize the asset and liability method of accounting for income taxes.
The intangible assets have been identified as customer relationships; acquired technology; non-competition agreements; trade names. These assets are amortized over useful lives ranging from 12 to 60 months. Provision for Income Taxes We utilize the asset and liability method of accounting for income taxes.
Our determination of the fair value of stock-based awards on the date of grant using an option pricing model is affected by our stock price as well as assumptions regarding a number of highly complex and subjective variables.
Our determination of the fair value of stock-based awards on the date of grant using an option pricing model is affected by our stock price as well as assumptions regarding a number of variables. These variables include, but are not limited to, the expected life of the award, our expected stock price, and volatility over the term of the award.
These were partially offset by higher travel related costs $392,000 and personnel costs of $381,000. 34 We expect some volatility in sales and marketing expenses based on the timing of marketing initiatives but, in consideration of some operating and personnel measures in the first part of 2023, we expect sales and marketing expenses in the near term to be similar to or modestly higher than the most recent quarter or increase modestly as revenues increase.
We expect some volatility in sales and marketing expenses based on the timing of marketing and customer engagement initiatives, but in the near term, we expect these costs to be similar to or modestly higher than the most recent quarter or increase modestly as revenues increase.
Based on our operating plans we believe that our resources will be sufficient to fund our operations, including any investments in strategic initiatives, for at least twelve months, however the length and severity of the pandemic and macroeconomic factors could influence our operating plans and resources significantly.
Based on our operating plans we believe that our resources will be sufficient to fund our operations, including any investments in strategic initiatives, for at least twelve months, however macroeconomic factors could influence our operating plans and resources significantly. Additional equity and debt financing may be needed to support our acquisition strategy, our long-term obligations, and our company’s needs.
Customers typically receive the benefit of our services as they are performed and substantially all of our revenue is recognized over time as services are performed. The majority of the Company’s customers are invoiced on a monthly basis following the month of the delivery of services and are required to make payments under standard credit terms.
The majority of the Company’s customers are invoiced on a monthly basis following the month of the delivery of services and are required to make payments under standard credit terms.
According to FASB ASC 360, “Property Plant and Equipment” (ASC 360), intangible assets with definite useful lives should be amortized over the respective estimated lives to their estimated residual values and reviewed for impairment. Intangible assets are "grouped" and evaluated for impairment at the lowest level of identifiable cash flows. Goodwill is tested annually on November 30 for impairment.
According to FASB ASC 360, “Property Plant and Equipment” (ASC 360), intangible assets with definite useful lives should be amortized over the respective estimated lives to their estimated residual values and reviewed for impairment.
Net loss increased $3.9 million, or 88%, from $4.4 million in 2021 compared to $8.2 million in 2022.
Net loss increased $1.7 million, or 17%, from $8.2 million in 2022 compared to $9.9 million in 2023.
These variables include, but are not limited to, the expected life of the award, our expected stock price, volatility over the term of the award and actual and projected exercise behaviors. 38 Although the fair value of stock-based awards is determined in accordance with ASC 718, Compensation – Stock Compensation the assumptions used in calculating fair value of stock-based awards and the use of the Black-Scholes option pricing model is highly subjective, and other reasonable assumptions could provide differing results.
Although the fair value of stock-based awards is determined in accordance with ASC 718, Compensation – Stock Compensation the assumptions used in calculating fair value of stock-based awards and the use of the Black-Scholes option pricing model is highly subjective, and other reasonable assumptions could provide differing results.
We generate revenue from our call analytics technology platform when customers pay us a fee for each call/text or call/text related data element they receive from calls or texts or for each phone number tracked based on a pre-negotiated rate.
Our tools enable brands to personalize customer interactions in order to accelerate sales and capture more opportunities to grow their business. We generate revenue when our customers pay us a fee for each call/text or call/text related data element they receive from calls or texts or for each phone number tracked based on a pre-negotiated rate.
We generate revenue from our call analytics technology platform when customers pay us a fee for each call, text, or other communication related data element they receive from calls or texts or for each phone number tracked based on a pre-negotiated rate.
Our customers pay us a fee for each call, text, or other communication related data element they receive from calls or texts or for each phone number tracked based on a pre-negotiated rate. As such, the majority of total revenue is derived from contracts that include consideration that is variable in nature.
Product development expenses decreased $1.8 million, or 11%, from $16.1 million for the year ended December 31, 2021 to $14.4 million for the year ended December 31, 2022. As a percentage of revenue, product development expenses were 30% and 28% for the year ended December 31, 2021 and 2022, respectively.
Sales and marketing expenses decreased $2.1 million, or 18%, from $13.5 million for the year ended December 31, 2022 to $11.4 million for the year ended December 31, 2023. As a percentage of revenue, sales and marketing expenses were 26% and 23% for the year ended December 31, 2022 and 2023, respectively.
The effective tax rate differed from the expected tax rate of 21% primarily due to a full valuation allowance as well as to a lesser extent non-deductible stock-based compensation related to incentive stock options recorded under the fair-value method and other non-deductible amounts. 35 At December 31, 2022, based on all the available evidence, both positive and negative, we determined that it is not more likely than not that our deferred tax assets will be realized and accordingly, we have recorded a 100% valuation allowance of $51.8 million against our net deferred tax assets ($52.9 million of deferred tax assets that are partially offset by $1.3 million in reversing deferred tax liabilities).
At December 31, 2023, based on all the available evidence, both positive and negative, we determined that it is more likely than not that our deferred tax assets will not be realized and accordingly, we have recorded a full valuation allowance of $54.1 million against our net deferred tax assets ($54.3 million of deferred tax assets that are partially offset by $0.4 million in reversing deferred tax liabilities).
The income tax for the years ended for the year ended December 31, 2021 and 2022 was $232,000 and $184,000, respectively. The income tax expense for the year ended December 31, 2021 and 2022 consisted primarily of state income taxes.
Income tax expense for the years ended December 31, 2022 and 2023 was $184.0 thousand and $94.0 thousand, respectively, consisting primarily of state income taxes in 2023 and a combination of state and international tax expense and in 2022.
We also expect our general and administrative expenses to increase to the extent that we expand our operations and incur additional costs in connection with being a public company and regulatory updates including expenses related to professional fees and insurance, as well as a result of stock-based compensation expense.
We expect some volatility in general and administrative expenses, primarily related to professional fees and insurance, based on the timing of regulatory updates in connection with our being a public company.
We also expect fluctuations in our general and administrative expenses to the extent the recognition timing of stock compensation is impacted by market conditions relating to our stock price. In addition, we anticipate that our general and administrative expenses may be adversely impacted by the continuing macro-economic headwinds at least for the near term.
We also expect fluctuations in our general and administrative expenses related to stock-based compensation, as the recognition of stock-based compensation expense is impacted by market conditions relating to our stock price.
Stock-Based Compensation We measure stock-based compensation cost at the grant date based on the fair value of the award and recognize it as expense over the vesting or service period, as applicable, of the stock-based award using the straight-line method. We account for forfeitures as they occur.
General and Administrative General and administrative expenses consist primarily of payroll and related expenses for executive and administrative personnel; professional services, including accounting, legal and insurance; bad debt provisions; facilities costs; other general corporate expenses; and stock-based compensation of related personnel. 28 Table of Contents Stock-Based Compensation We measure stock-based compensation cost at the grant date based on the fair value of the award and recognize it as expense over the vesting or service period, as applicable, of the stock-based award using the straight-line method.
The net decrease in dollars and as a percentage of revenue was primarily attributable to a decrease in personnel costs totaling $1.4 million and higher support services fees recovery of $164,000.
As a percentage of revenue, product development expenses were 28% and 31% for the year ended December 31, 2022 and 2023, respectively. The net increase in dollars and as a percentage of revenue was primarily attributable to a decrease in support services fee recovery of $1.4 million, partially offset by lower personnel costs totaling $0.6 million.
However, further iteration of the proposed legislation may yield different results. Components of the Results of our Operations Revenue We generate the majority of our revenues from core analytics and solutions services. Our call analytics technology platform provides data and insights that can measure the performance of calls and texts for our customers.
However, further iteration of the proposed legislation may yield different results. Components of the Results of our Operations Revenue We generate the majority of our revenues from our conversational intelligence product offerings. Our AI-powered conversational analytics technology platform provides data and insights into the conversations our clients are having with their customers across phone, text and other communication channels.
Factors Affecting our Performance We utilize phone numbers as part of a number of analytics services to our customers such as our call and text analytics and communications.
For additional information on the effects of our technology environment restructuring efforts on our business and operations, refer to “Results of Operations” within this discussion and analysis and Item 1 of Part I, “Business.” Factors Affecting our Performance We utilize phone numbers as part of a number of analytics services to our customers such as our call and text analytics and communications.
Marchex leverages proprietary data and conversational insights to deliver real-time AI-powered functionality that drives solutions that help enable brands to personalize customer interactions in order to accelerate sales and grow their business. We were incorporated in Delaware on January 17, 2003. We have offices in Seattle, Washington; and Wichita, Kansas.
Our proprietary data and conversational insights help enable brands to personalize customer interactions in order to accelerate sales and capture more opportunities to grow their business. We serve large enterprises with a distributed footprint that interact with their customers across multiple communication paths. We were incorporated in Delaware on January 17, 2003.
This decrease was impacted primarily by lower conversational volumes in 2022 as compared to 2021. In the immediate near term, we expect our revenues to be similar compared to the most recent quarter as we continue to see macroeconomic pressures on certain customer segments.
In the immediate near term, we expect our revenues to be somewhat lower compared to the most recent quarter as we continue to see macroeconomic pressures on certain customer segments to start the year in 2024, to include continued anticipated lower volumes from our small business reseller customers and lower volumes in our Home Services customers potentially due to moderate winter weather conditions.
Liquidity and Capital Resources As of December 31, 2021 and 2022, we had cash and cash equivalents of $27.1 million and $20.5 million, respectively. As of December 31, 2022, we had current and long-term contractual obligations of $6.1 million, of which $3.4 million is for rent under our facility operating leases.
As of December 31, 2023, we had current and non-current contractual obligations of $0.9 million, of which $0.2 million is for rent under our facility operating leases. Cash used in operating activities was $4.4 million during the year ended December 31, 2023.
We believe our operating expenses still have prospective opportunity for further efficiencies as we make advancements in our technology infrastructure and cloud initiatives. Moving portions of our technology infrastructure to the cloud enables us to innovate through scale and a common architecture. 30 See the Notes to Consolidated Financial Statements for additional information.
We believe our operating expenses have prospective opportunity for further efficiencies as we continue to make advancements in our technology infrastructure and cloud initiatives, to "OneStack". OneStack enables our technologies and clients to be more easily managed in a less costly operating environment.
We also expect, to the extent that we increase our marketing activities, this could correspondingly also cause an increase as a percentage of revenue. We also believe going forward our travel related costs will increase as pandemic related impacts abate. Product Development.
We also expect, to the extent that we increase our marketing activities, this could correspondingly also cause an increase in sales and marketing expenses as a percentage of revenue. Product Development. Product development expenses increased $1.0 million, or 7%, from $14.4 million for the year ended December 31, 2022 to $15.4 million for the year ended December 31, 2023.
As a percentage of revenue, sales and marketing expenses were 25% and 26% for the year ended December 31, 2021 and 2022, respectively. The change from the prior year was primarily attributable to lower marketing costs of $536,000 and higher support service fees recovery of $321,000.
As a percentage of revenue, service costs were 39% and 41% for the year ended December 31, 2022 and 2023, respectively. The change from the prior year was primarily due to $0.2 million higher cloud compute and storage costs to support our growing technology infrastructure and related conversational data assets, partially offset by $0.2 million lower stock-based compensation.
As such, t he majority of total revenue is derived from contracts that include consideration that is variable in nature. The variable elements of these contracts primarily include the number of transactions (for example, the number qualified phone calls).
The variable elements of these contracts primarily include the number of transactions (for example, the number of qualified phone calls). Customers typically receive the benefit of our services as they are performed and substantially all of our revenue is recognized over time as services are performed.
Marchex provides its’ conversational intelligence solutions for market-leading companies in numerous industries, including several of the world’s most innovative and successful brands.
Marchex provides conversational intelligence AI-powered solutions for market-leading companies in many leading B2B2C vertical markets, including several of the world’s most innovative and successful brands. Our mission is to create intelligence around all types of business conversations. We desire to be a leader in vertical market conversational intelligence leveraging generative artificial intelligence and data analytics.
These valuable AI signals can help businesses understand how to anticipate customer needs in order to deliver highly personalized experiences. Business Update For our fiscal year ended December 31, 2022, our revenue was $52.2 million, which decreased by $1.3 million, or 2%, compared to $53.5 million for the fiscal year ended December 31, 2021.
Business Update For our fiscal year ended December 31, 2023, our revenue was $49.9 million, which decreased by $2.3 million, or 5%, compared to $52.2 million for the fiscal year ended December 31, 2022. The decrease is attributable primarily to lower conversational volumes in 2023 compared to 2022, particularly with our small business listing and solutions resellers.
In the 36 intermediate to long term, we also expect to increase the number of personnel supporting our sales and marketing and related growth initiatives. Cash used by financing activities was $1.5 million during the year ended December 31, 2022.
In the longer term, we expect any increase in our operations to have a corresponding increase in capital expenditures required to support our systems and personnel. Cash used in financing activities was $0.2 million during the year ended December 31, 2023, which was primarily attributable to payments made related to equipment financing lease obligations.
Amortization of Intangible Assets from Acquisitions . Intangible amortization expenses were $4.5 million and $2.1 million for the year ended December 31, 2021 and 2022, respectively. The expense was associated with amortization of intangible assets acquired in the Callcap, Sonar, and Telmetrics acquisitions.
In the longer term, to the extent that we expand our operations and issue additional stock-based compensation, general and administrative expenses, in absolute dollars and as a percentage of revenue, could increase. Amortization of Intangible Assets from Acquisitions . Intangible amortization expenses were $2.1 million and $2.0 million for the year ended December 31, 2022 and 2023, respectively.
The increase in the net loss for the year ended December 31, 2022 was primarily attributable to a $5.2 million gain on loan extinguishment and a one-time payment of $2.5 million in fiscal year 2021 partially offset by lower product development and service costs expenditures in 2022.
The increase in net loss for the year ended December 31, 2023 was primarily attributable to the $2.3 million decrease in revenue discussed above, partially offset by a net decrease in total operating expenses of $0.8 million, which was driven by the decrease in sales and marketing expenses discussed above. 31 Table of Contents Liquidity and Capital Resources As of December 31, 2022 and 2023, we had cash and cash equivalents of $20.5 million and $14.6 million, respectively.