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Revenue
12 Months Ended
Dec. 31, 2022
Revenue from Contract with Customer [Abstract]  
Revenue Revenue
Revenue by Geography
Substantially all of the Company’s revenue for the years ending December 31, 2022 and 2021 was derived from services performed within the United States. No other country represented more than 10% of total revenue for either year.
Unsatisfied Performance Obligations
As of December 31, 2022, the aggregate amount of transaction price allocated to the unsatisfied performance obligations was $168.0 million. The Company expects to recognize this revenue over the remaining contract term of the individual projects, with remaining contract terms generally ranging from 0.1 to 8.6 years. The amount of unsatisfied performance obligations is lower than the potential contractual revenue since it excludes revenue that is constrained. Revenue amounts excluded due to constraints include those amounts under contracts that (i) are wholly unperformed in which the customer has a unilateral right to cancel the arrangement, or (ii) require the Company to undertake numerous activities to fulfill the performance obligations, including various activities that are outside of the Company’s control.
Timing of Billing and Performance
During the years ended December 31, 2022, and 2021, the Company recognized approximately $4.8 million and $4.9 million of revenue that was included in the deferred revenue balance at the beginning of the years, respectively. During the years ended December 31, 2022, and 2021 revenue recognized from performance obligations partially satisfied in previous periods was $5.6 million and $2.0 million, respectively. These cumulative catch-up adjustments primarily related to contract modifications, executed in the current period, which resulted in changes to the transaction price and changes in estimates such as estimated total costs.
Accounts Receivable, Unbilled Services, and Deferred Revenue
Accounts receivable and unbilled services (including contract assets) consisted of the following as of December 31:
(In thousands)20222021
Accounts receivable$8,235 $8,143 
Unbilled services3,555 2,825 
Total accounts receivable and unbilled services11,790 10,968 
Allowance for doubtful accounts(798)(269)
Total accounts receivable and unbilled services, net$10,992 $10,699 
As of December 31, 2022, and 2021, contract assets of $3.6 million and $2.8 million, respectively, were included in unbilled services. Year over year changes in the Company’s accounts receivable and unbilled services was impacted by timing differences between the Company’s satisfaction of performance obligations under its contracts, achievement of billing milestones, and customer payments.
Deferred revenue for the years ended December 31, 2022 and 2021 was $8.3 million and $7.6 million, respectively.
Financial assets that subject the Company to credit risk primarily consist of cash and cash equivalents, accounts receivable and unbilled services. Based on the short-term nature and historical realization of the financial assets as well as the reputable credit ratings of the financial institutions holding the deposits, the Company believes it bears minimal credit risk.
For the years ended December 31, 2022 and 2021, one and three customers individually (totaling 15.2% and 57.0%, respectively) accounted for greater than 10% of revenue, respectively. As of December 31, 2022 and 2021, two and three customers individually (totaling 39.1% and 78.4%, respectively) accounted for greater than 10% of accounts receivable, net, respectively.
Capitalized Commission Cost
Capitalized commission costs are incremental costs incurred to obtain a contract. The Company incurs incremental costs to obtain contracts through payment of sales commissions on contracts signed. The Company capitalizes commission costs when incurred and amortizes to expense over the term of the related contract, in line with revenue recognized.
Capitalized commission costs and related amortization consisted of the following as of December 31:
(In thousands)20222021
Capitalized commission cost, net$3,945 $2,956 
(In thousands)20222021
Amortization of capitalized commission cost$(2,280)$(1,267)
For the years ended December 31, 2022 and 2021, $0.7 million and $0 in contract costs were impaired related to canceled projects, respectively.