Summary of Significant Accounting Policies (Tables)

12 Months Ended

Dec. 31, 2022

Summary of Significant Accounting Policies

Estimated lives of paroperty and equipment

Asset Category	Depreciation / Amortization Period
Computer equipment	3 years
Furniture & equipment	3 to 7 years
Leasehold improvements	lesser of 8 years or the lease term

Capitalized costs and amortization

	Year Ended December 31, 2022			Year Ended December 31, 2021
Beginning balance	$	675		$	657
Bad debt expense		406			257
Write-offs		(336	)		(239	)
Ending balance	$	745		$	675

	December 31,
	2022		2021
Capitalized software development costs	$	—	$	215
Amortization included in cost of revenues		63		540