You should read the following discussion and analysis of our financial condition
and results of operations together with our consolidated financial statements
and the related notes and other financial information included elsewhere in this
report. Some of the information contained in this discussion and analysis or
elsewhere in this Annual Report on Form 10-K, including information with respect
to our plans and strategy for our business and our performance and future
success, includes forward­looking statements that involve risks and
uncertainties. See "Special Note Regarding Forward-Looking Statements." You
should review the "Risk Factors" section of this Annual Report on Form 10-K for
a discussion of important factors that could cause actual results to differ
materially from the results described in or implied by the forward­looking
statements contained in the following discussion and analysis.

In this discussion, we use financial measures that are considered non­GAAP
financial measures under Securities and Exchange Commission rules. These rules
regarding non-GAAP financial measures require supplemental explanation and
reconciliation, which are included elsewhere in this Annual Report on Form 10-K.
Investors should not consider non­GAAP financial measures in isolation from or
in substitution for, financial information presented in compliance with United
States generally accepted accounting principles, or GAAP.

This section of this Annual Report on Form 10-K discusses 2022 and 2021 items
and year-to-year comparisons between 2022 and 2021. This section of this Annual
Report on Form 10-K also discusses 2021 and 2020 segment revenue and segment
operating income (loss) from operations and year-to-year comparisons between
2021 and 2020 segment revenue and segment operating income (loss) from
operations. Discussions of all other 2020 items and year-to-year comparisons
between 2021 and 2020 can be found in "Management's Discussion and Analysis of
Financial Condition and Results of Operations" in Part II, Item 7 of our Annual
Report on Form 10-K for the fiscal year ended December 31, 2021. The
period­to­period comparison of financial results is not necessarily indicative
of future results.

Company Overview

CarGurus, Inc. is a multinational, online automotive platform for buying and
selling vehicles that is building upon its industry-leading listings marketplace
with both digital retail solutions and the CarOffer digital wholesale platform.
The CarGurus platform gives consumers the confidence to buy and/or sell a
vehicle either online or in-person, and it gives dealerships the power to
accurately price, instantly acquire, effectively market, and quickly sell
vehicles, all with a nationwide reach. We use proprietary technology, search
algorithms and data analytics to bring trust, transparency and competitive
pricing to the automotive shopping experience.

We are headquartered in Cambridge, Massachusetts and were incorporated in the State of Delaware on June 26, 2015.



We operate principally in the United States. In the United States, we also
operate as independent brands the Autolist online marketplace, which we wholly
own, and CarOffer digital wholesale marketplace, in which we hold a 51% equity
interest. In addition to the United States, we operate online marketplaces under
the CarGurus brand in Canada and the United Kingdom. In the United Kingdom, we
also operate as an independent brand the PistonHeads online marketplace, which
we wholly own.

We have subsidiaries in the United States, Canada, Ireland, and the United
Kingdom and, prior to the first quarter of 2022, we had two reportable segments
- United States and International. Effective as of the first quarter of 2022, we
revised our segment reporting from two reportable segments to one reportable
segment. Effective as of the fourth quarter of 2022, we revised our segment
reporting from one reportable segment to two reportable segments - U.S.
Marketplace and Digital Wholesale. See Note 13 of the consolidated financial
statements included elsewhere in this Annual Report on Form 10-K for further
segment reporting and geographical information.

We derive our revenue from marketplace revenue, wholesale revenue, and product
revenue. Marketplace revenue is included in the U.S. Marketplace segment and
Other category of segment reporting. Wholesale revenue and product revenue are
included in the Digital Wholesale segment. We generate marketplace revenue
primarily from (i) dealer subscriptions to our Listings packages, Real-time
Performance Marketing, or RPM, digital advertising suite, and Digital Retail,
(ii) advertising revenue from auto manufacturers and other auto­related brand
advertisers, and (iii) revenue from partnerships with financing services
companies. We generate wholesale revenue primarily from (i) transaction fees
earned from facilitating the purchase and sale of vehicles between dealers, or
Dealer-to-Dealer transactions, (ii) transaction fees earned from sale of
vehicles to dealers that we acquire at other marketplaces, and (iii) transaction
fees earned from performing inspection and transportation services, inclusive of
Dealer-to-Dealer transactions, other marketplace to dealer transactions, and
IMCO transactions (as defined below). We generate product revenue primarily from
(i) aggregate proceeds received from the sale of vehicles to dealers that were
acquired directly from customers, or CarGurus Instant Max Cash Offer, or IMCO
transactions, and (ii) proceeds received from the sale of vehicles that were
acquired through arbitration.

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For the year ended December 31, 2022, we generated revenue of $1,655.0 million,
a 74% increase from $951.4 million of revenue for the year ended December 31,
2021.

For the year ended December 31, 2022, we generated consolidated net income of
$79.0 million and Consolidated Adjusted EBITDA of $187.7 million, compared to
consolidated net income of $110.4 million and Consolidated Adjusted EBITDA of
$270.3 million for the year ended December 31, 2021.

See "Consolidated Adjusted EBITDA, Adjusted EBITDA, and Adjusted EBITDA attributable to redeemable noncontrolling interest" below for more information regarding our use of Adjusted EBITDA, a non-GAAP financial measure, and a reconciliation of Adjusted EBITDA to our consolidated net income.

COVID-19 Update



For the past three years, the COVID-19 pandemic and efforts to control its
spread have resulted in significant disruptions to the global economy as well as
businesses and capital markets around the world. The ultimate extent of the
impact of the pandemic will depend on future developments that remain highly
uncertain and cannot currently be predicted, including outbreaks of new variants
and the availability and effectiveness of vaccines.

Our operations have been affected by a range of factors related to the COVID-19
pandemic, including periodic changes in restrictions that vary from region to
region in which we operate and may require rapid response to new or reinstated
orders. Many of these orders resulted in changes to our on-site work policies
and staffing and restrictions on the ability of consumers to buy and sell
automobiles by restricting operations at dealerships and/or by closing or
reducing the services provided by certain service providers upon which
dealerships rely. In addition, these restrictions and continued concern about
the spread of the disease have impacted car shopping by consumers and disrupted
the operations of car dealerships, which has adversely affected the market for
automobile purchases. These effects from the COVID-19 pandemic on our revenue
caused us to implement certain cost-savings measures across our business, which
previously disrupted our business and operations.

We continue to monitor and assess the ongoing effects of the COVID-19 pandemic
on our commercial operations, including the impact on our revenue. See the "Risk
Factors" section of this Annual Report on Form 10-K for further discussion of
the impacts of the COVID-19 pandemic on our business.

Key Business Metrics



We regularly review a number of metrics, including the key metrics listed below,
to evaluate our business, measure our performance, identify trends affecting our
business, formulate financial projections, and make operating and strategic
decisions. We believe it is important to evaluate these metrics for the United
States and International geographic regions. The International region derives
revenues from marketplace revenue from customers outside of the United States.
International markets perform differently from the United States market due to a
variety of factors, including our operating history in each market, our rate of
investment, market size, market maturity, competition and other dynamics unique
to each country.

                                       39

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Monthly Unique Users



For each of our websites (excluding the CarOffer website), we define a monthly
unique user as an individual who has visited any such website within a calendar
month, based on data as measured by Google Analytics. We calculate average
monthly unique users as the sum of the monthly unique users of each of our
websites in a given period, divided by the number of months in that period. We
count a unique user the first time a computer or mobile device with a unique
device identifier accesses any of our websites during a calendar month. If an
individual accesses a website using a different device within a given month, the
first access by each such device is counted as a separate unique user. If an
individual uses multiple browsers on a single device and/or clears their cookies
and returns to our site within a calendar month, each such visit is counted as a
separate unique user. We view our average monthly unique users as a key
indicator of the quality of our user experience, the effectiveness of our
advertising and traffic acquisition, and the strength of our brand awareness.
Measuring unique users is important to us and we believe it provides useful
information to our investors because our marketplace revenue depends, in part,
on our ability to provide dealers with connections to our users and exposure to
our marketplace audience. We define connections as interactions between
consumers and dealers on our marketplace through phone calls, email, managed
text and chat, and clicks to access the dealer's website or map directions to
the dealership.

                                 Year Ended December 31,
Average Monthly Unique Users       2022             2021
                                      (in thousands)
United States                        29,083          31,646
International                         6,645           7,495
Total                                35,728          39,141


Monthly Sessions

We define monthly sessions as the number of distinct visits to our websites
(excluding the CarOffer website) that take place each month within a given time
frame, as measured and defined by Google Analytics. We calculate average monthly
sessions as the sum of the monthly sessions in a given period, divided by the
number of months in that period. A session is defined as beginning with the
first page view from a computer or mobile device and ending at the earliest of
when a user closes their browser window, after 30 minutes of inactivity, or each
night at midnight (i) Eastern Time for our United States and Canada websites,
other than the Autolist website, (ii) Pacific Time for the Autolist website, and
(iii) Greenwich Mean Time for our U.K. websites. A session can be made up of
multiple page views and visitor actions, such as performing a search, visiting
vehicle detail pages, and connecting with a dealer. We believe that measuring
the volume of sessions in a time period, when considered in conjunction with the
number of unique users in that time period, is an important indicator to us of
consumer satisfaction and engagement with our marketplace, and we believe it
provides useful information to our investors because the more satisfied and
engaged consumers we have, the more valuable our service is to dealers.

                             Year Ended December 31,
Average Monthly Sessions       2022             2021
                                  (in thousands)
United States                    77,724          79,316
International                    15,219          17,309
Total                            92,943          96,625

Number of Paying Dealers



We define a paying dealer as a dealer account with an active, paid marketplace
subscription at the end of a defined period. The number of paying dealers we
have is important to us and we believe it provides valuable information to
investors because it is indicative of the value proposition of our marketplace
products, as well as our sales and marketing success and opportunity, including
our ability to retain paying dealers and develop new dealer relationships.

                             As of December 31,
Number of Paying Dealers      2022          2021
United States                  24,567       23,860
International                   6,740        6,770
Total                          31,307       30,630




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Transactions



We define Transactions within the Digital Wholesale segment as the number of
vehicles processed from car dealers, consumers, and other marketplaces through
the CarOffer website within the applicable period. Transactions consists of each
unique vehicle (based on vehicle identification number) that reaches "sold and
invoiced" status on the CarOffer website within the applicable period, including
vehicles sold to car dealers, vehicles sold at third-party auctions, vehicles
ultimately sold to a different buyer, and vehicles that are returned to their
owners without completion of a sale transaction. We exclude vehicles processed
within CarOffer's intra-group trading solution (Group Trade) from the definition
of Transactions, and we only count any unique vehicle once even if it reaches
sold status multiple times. Digital Wholesale includes Dealer-to-Dealer
Transactions and IMCO Transactions. We view Transactions as a key business
metric, and we believe it provides useful information to investors, because it
provides insight into growth and revenue for the Digital Wholesale segment.
Transactions drive a significant portion of Digital Wholesale segment revenue.
We believe growth in Transactions demonstrates consumer and dealer utilization
and our market share penetration in the Digital Wholesale segment.


                 Year Ended December 31,
Transactions       2022             2021
Transactions        190,594         157,062

Quarterly Average Revenue per Subscribing Dealer (QARSD)



We define QARSD, which is measured at the end of a fiscal quarter, as the
marketplace revenue primarily from subscriptions to our Listings packages and
RPM digital advertising suite during that trailing quarter divided by the
average number of paying dealers in that marketplace during the quarter. We
calculate the average number of paying dealers for a period by adding the number
of paying dealers at the end of such period and the end of the prior period and
dividing by two. This information is important to us, and we believe it provides
useful information to investors, because we believe that our ability to grow
QARSD is an indicator of the value proposition of our products and the return on
investment, or ROI, that our paying dealers realize from our products. In
addition, increases in QARSD, which we believe reflect the value of exposure to
our engaged audience in relation to subscription cost, are driven in part by our
ability to grow the volume of connections to our users and the quality of those
connections, which result in increased opportunity to upsell package levels and
cross-sell additional products to our paying dealers.

                                                             As of December 

31,


Quarterly Average Revenue per Subscribing Dealer (QARSD)      2022          2021
United States                                              $    5,842      $ 5,633
International                                              $    1,522      $ 1,546
Consolidated                                               $    4,921      $ 4,731

Consolidated Adjusted EBITDA, Adjusted EBITDA, and Adjusted EBITDA attributable to redeemable noncontrolling interest



To provide investors with additional information regarding our financial
results, we have presented within this Annual Report, Consolidated Adjusted
EBITDA, Adjusted EBITDA, and Adjusted EBITDA attributable to redeemable
noncontrolling interest, each of which is a non­GAAP financial measures. These
non­GAAP financial measures are not based on any standardized methodology
prescribed by United States generally accepted accounting principles, or GAAP,
and are not necessarily comparable to any similarly titled measures presented by
other companies.

We define Consolidated Adjusted EBITDA as consolidated net income, adjusted to
exclude: depreciation and amortization, impairment of long-lived assets,
stock­based compensation expense, acquisition-related expenses, other income,
net, and provision for income taxes.

We define Adjusted EBITDA as Consolidated Adjusted EBITDA adjusted to exclude Adjusted EBITDA attributable to redeemable noncontrolling interest.



We define Adjusted EBITDA attributable to redeemable noncontrolling interest as
net (loss) income attributable to redeemable noncontrolling interest, adjusted
to exclude: depreciation and amortization, impairment of long-lived assets,
stock­based compensation expense, other expense (income), net, and provision for
income taxes. These exclusions are adjusted for redeemable noncontrolling
interest of 38% by taking the noncontrolling interest's full financial results
and multiplying each line item in the reconciliation by 38%. We note that we use
38%, versus 49%, to allocate the share of income (loss) because it represents
the portion attributable to the redeemable noncontrolling interest. The 38% is
exclusive of CO Incentive Units, Subject Units, and 2021 Incentive Units (as
each term is defined in Note 2 to our consolidated financial statements
appearing elsewhere in this Annual Report on Form 10-K) liability classified
awards which do not participate in the share of income/(loss).

                                       41
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We have presented Consolidated Adjusted EBITDA and Adjusted EBITDA within this
Annual Report, because they are key measures used by our management and board of
directors to understand and evaluate our operating performance, generate future
operating plans, and make strategic decisions regarding the allocation of
capital. In particular, we believe that the exclusion of certain items in
calculating Consolidated Adjusted EBITDA and Adjusted EBITDA can produce a
useful measure for period­to­period comparisons of our business. We have
presented Adjusted EBITDA attributable to redeemable noncontrolling interest
because it is used by our management to reconcile Consolidated Adjusted EBITDA
to Adjusted EBITDA. It represents the portion of Consolidated Adjusted EBITDA
that is attributable to our noncontrolling interest. Adjusted EBITDA
attributable to redeemable noncontrolling interest is not intended to be
reviewed on its own.

We use Consolidated Adjusted EBITDA and Adjusted EBITDA to evaluate our
operating performance and trends and make planning decisions. We believe
Consolidated Adjusted EBITDA and Adjusted EBITDA help identify underlying trends
in our business that could otherwise be masked by the effect of the expenses
that we exclude. Accordingly, we believe that Consolidated Adjusted EBITDA and
Adjusted EBITDA provide useful information to investors and others in
understanding and evaluating our operating results, enhancing the overall
understanding of our past performance and future prospects, and allowing for
greater transparency with respect to key financial metrics used by our
management in its financial and operational decision­making. We use Adjusted
EBITDA attributable to redeemable noncontrolling interest to reconcile
Consolidated Adjusted EBITDA to Adjusted EBITDA. It enables an investor to gain
a clearer understanding of the portion of Consolidated Adjusted EBITDA that is
attributable to our noncontrolling interest.

Our Consolidated Adjusted EBITDA, Adjusted EBITDA, and Adjusted EBITDA
attributable to redeemable noncontrolling interest, are not prepared in
accordance with GAAP, and should not be considered in isolation of, or as an
alternative to, measures prepared in accordance with GAAP. There are a number of
limitations related to the use of Consolidated Adjusted EBITDA, Adjusted EBITDA,
and Adjusted EBITDA attributable to redeemable noncontrolling interest rather
than consolidated net income and net (loss) income attributable to redeemable
noncontrolling interest, respectively, which are the most directly comparable
GAAP equivalents. Some of these limitations are:


Consolidated Adjusted EBITDA, Adjusted EBITDA, and Adjusted EBITDA attributable
to redeemable noncontrolling interest, exclude depreciation and amortization
expense and, although these are non­cash expenses, the assets being depreciated
may have to be replaced in the future;


Consolidated Adjusted EBITDA, Adjusted EBITDA, and Adjusted EBITDA attributable
to redeemable noncontrolling interest exclude impairment of long-lived assets
and, although these are non-cash adjustments, the assets being impaired may have
to be replaced in the future;


Consolidated Adjusted EBITDA, Adjusted EBITDA, and Adjusted EBITDA attributable
to redeemable noncontrolling interest, exclude stock­based compensation expense,
which will be, for the foreseeable future, a significant recurring expense for
our business and an important part of our compensation strategy;


Consolidated Adjusted EBITDA and Adjusted EBITDA exclude transaction and
one-time acquisition-related expenses incurred by us during a reporting period,
which may not be reflective of our operational performance during such period,
for acquisitions that have been completed as of the filing date of our annual or
quarterly report (as applicable) relating to such period;


Consolidated Adjusted EBITDA, Adjusted EBITDA, and Adjusted EBITDA attributable
to redeemable noncontrolling interest exclude other (income) expense, net which
consists primarily of interest income earned on our cash, cash equivalents and
investments, foreign exchange gains and losses and interest expense;

Consolidated Adjusted EBITDA, Adjusted EBITDA, and Adjusted EBITDA attributable to redeemable noncontrolling interest, exclude the provision for income taxes;

Adjusted EBITDA excludes Adjusted EBITDA attributable to redeemable noncontrolling interest, which is calculated as the net (loss) income attributable to redeemable noncontrolling interest, adjusted for all exclusions used to calculate Consolidated Adjusted EBITDA as described above; and


other companies, including companies in our industry, may calculate Consolidated
Adjusted EBITDA, Adjusted EBITDA, and Adjusted EBITDA attributable to redeemable
noncontrolling interest differently, which reduces their usefulness as a
comparative measure.

                                       42

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Because of these limitations, we consider, and you should consider, Consolidated
Adjusted EBITDA, Adjusted EBITDA, and Adjusted EBITDA attributable to redeemable
noncontrolling interest together with other operating and financial performance
measures presented in accordance with GAAP.

For the years ended December 31, 2022 and 2021, the following table presents a reconciliation of Consolidated Adjusted EBITDA and Adjusted EBITDA to consolidated net income, the most directly comparable measure calculated in accordance with GAAP for each of the periods presented.




                                                             Year Ended December 31,
                                                              2022              2021
                                                                  (in thousands)

Reconciliation of Consolidated Adjusted EBITDA and Adjusted EBITDA: Consolidated net income

$     78,954       $   110,373
Depreciation and amortization                                   45,334      

40,476


Impairment of long-lived assets                                    165      

3,128


Stock-based compensation expense                                33,682            77,710
Acquisition-related expenses                                         -               709
Other income, net                                               (2,884 )          (1,092 )
Provision for income taxes                                      32,408            38,987
Consolidated Adjusted EBITDA                                   187,659           270,291
Adjusted EBITDA attributable to redeemable
noncontrolling interest                                          1,006            20,784
Adjusted EBITDA                                           $    186,653       $   249,507


For the years ended December 31, 2022 and 2021, the following table presents a
reconciliation of Adjusted EBITDA attributable to redeemable noncontrolling
interest to net (loss) income attributable to redeemable noncontrolling
interest, the most directly comparable measure calculated in accordance with
GAAP, for each of the periods presented.

                                                              Year Ended December 31,
                                                              2022               2021
                                                                  (in thousands)
Reconciliation of Adjusted EBITDA attributable to
redeemable noncontrolling interest:
Net (loss) income attributable to redeemable
noncontrolling interest                                   $     (5,433 )     $      1,129
Depreciation and amortization (1)                               11,702      

10,827


Impairment of long-lived assets (1)                                 63                  -
Stock-based compensation expense (1)                            (7,312 )    

8,410


Other expense, net (1)                                           2,007      

231


(Benefit from) provision for income taxes (1)                      (21 )    

187


Adjusted EBITDA attributable to redeemable
noncontrolling interest                                   $      1,006       $     20,784


(1)

These exclusions are adjusted to reflect the noncontrolling interest of 38%.

Components of Consolidated Income Statements

Revenue



We derive our revenue from marketplace revenue, wholesale revenue, and product
revenue. Marketplace revenue is included in the U.S. Marketplace segment and
Other category of segment reporting. Wholesale revenue and product revenue are
included in the Digital Wholesale segment. We generate marketplace revenue
primarily from (i) dealer subscriptions to our Listings packages, RPM, digital
advertising suite, and Digital Retail, (ii) advertising revenue from auto
manufacturers and other auto­related brand advertisers, and (iii) revenue from
partnerships with financing services companies. We generate wholesale revenue
primarily from (i) transaction fees earned from Dealer-to-Dealer transactions,
(ii) transaction fees earned from sale of vehicles to dealers that we acquire at
other marketplaces, and (iii) transaction fees earned from performing inspection
and transportation services, inclusive of Dealer-to-Dealer transactions, other
marketplace to dealer transactions, and IMCO transactions. We generate product
revenue primarily from (i) aggregate proceeds received from the sale of vehicles
that were acquired through IMCO transactions, and (ii) proceeds received from
the sale of vehicles that were acquired through arbitration.

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Marketplace Revenue



We offer multiple types of marketplace Listings packages to our dealers for our
CarGurus U.S. platform (availability varies on our other marketplaces):
Restricted Listings, which is free; and various levels of Listings packages,
which each require a paid subscription under a monthly, quarterly, semiannual,
or annual subscription basis.

Our subscriptions for customers generally auto-renew on a monthly basis and are
cancellable by dealers with 30 days' advance notice prior to the commencement of
the applicable renewal term. Subscription pricing is determined based on a
dealer's inventory size, region, and our assessment of the connections and
return on investment ("ROI") the platform will provide them and is subject to
discounts and/or fee reductions that we may offer from time to time. We also
offer all dealers on the platform access to our Dealer Dashboard, which includes
a performance summary, Dealer Insights tool, and user review management
platform. Only dealers subscribing to a paid Listings package have access to the
Pricing Tool, Market Analysis tool and IMV Scan tool.

We offer paid Listings packages for the Autolist and PistonHeads websites.



In addition to displaying inventory in our marketplace and providing access to
the Dealer Dashboard, we offer dealers subscribing to certain of our Listings
packages other subscription advertising and customer acquisition products and
enhancements marketed under our RPM digital advertising suite. Through RPM,
dealers can buy advertising that appears in our marketplace, on other sites on
the internet, and/or on high-converting social media platforms. Such
advertisements can be targeted by the user's geography, search history, CarGurus
website activity and a number of other targeting factors, allowing dealers to
increase their visibility with in-market consumers and drive qualified traffic
for dealers.

We also offer dealer advertising products for the PistonHeads website.



We also offer dealers subscribing to certain of our Listings packages other
subscription advertising and customer acquisition products and enhancements such
as Digital Retail, which allows shoppers to complete much of the
vehicle-purchase process online through the Dealers' Listings page. Digital
Retail is comprised of (i) the Digital Deal Platform, which gives dealers higher
quality leads through upfront consumer-provided information, (ii) Area Boost/Geo
Expansion, which expands the visibility of a dealer's inventory in the search
results beyond its local market, and (iii) Hard Pull Financing, which provides
loan information.

Marketplace revenue also consists of non-dealer advertising revenue from auto
manufacturers and other auto-related brand advertisers sold on a cost per
thousand impressions, or CPM basis. An impression is an advertisement loaded on
a web page. In addition to advertising sold on a CPM basis, we also have
advertising sold on a cost per click basis, or CPC basis. Pricing is primarily
based on advertisement size and position on our websites and mobile
applications. Auto manufacturers and other brand advertisers can execute
advertising campaigns that are targeted across a wide variety of parameters,
including demographic groups, behavioral characteristics, specific auto brands,
categories such as Certified Pre-Owned, and segments such as hybrid vehicles. We
do not provide minimum impression guarantees or other types of minimum
guarantees in our contracts with customers. Advertising is also sold indirectly
through revenue sharing arrangements with advertising exchange partners.

We also offer non-dealer advertising products for the Autolist and PistonHeads websites.



Marketplace revenue also includes revenue from partnerships with certain
financing services companies pursuant to which we enable eligible consumers on
our CarGurus U.S. website to pre-qualify for financing on cars from dealerships
that offer financing through such companies. We primarily generate revenue from
these partnerships based on the number of funded loans from consumers who
pre-qualify with our lending partners through our site.

Wholesale Revenue



The Buying Matrix on the CarOffer platform enables buying dealers to create
standing buy orders and provides instant offers to selling dealers. Wholesale
revenue includes transaction fees earned from Dealer-to-Dealer transactions,
where we collect fees from both the buying and selling dealers. We also sell
vehicles to dealers that we acquire at other marketplaces, where we collect a
transaction fee from the buying dealers.

Wholesale revenue also includes fees earned from performing inspection and transportation services, where we collect fees from the buying dealer. Inspection and transportation service revenue is inclusive of Dealer-to-Dealer transactions, other marketplace to dealer transactions, and IMCO transactions.


                                       44

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Wholesale revenue also includes arbitration in which the vehicle is rematched to a new buyer and not acquired by us. Arbitration is the process by which we investigate and resolve claims from buying dealers.

Wholesale revenue also includes fees earned from certain guarantees offered to dealers (which include 45-Day Guarantee and OfferGuard products), where we collect fees from the buying dealer or selling dealer, as applicable.

Product Revenue



The Buying Matrix on the CarOffer platform enables consumers who are selling
vehicles to be instantly presented with an offer. Product revenue includes the
aggregate proceeds received from the sale of vehicles through IMCO transactions,
including vehicle sale price and transaction fees collected from the buying
dealers. Product revenue also includes proceeds received from the sale of
vehicles acquired through arbitration, including vehicle sale price and
transaction fees collected from buying dealers. Arbitration is the process by
which we investigate and resolve claims from buying dealers. We control the
vehicle in these transactions and therefore act as the principal.

Cost of Revenue

Marketplace Cost of Revenue



Marketplace cost of revenue includes expenses related to supporting and hosting
marketplace service offerings. These expenses include personnel and related
expenses for our customer support team, including salaries, benefits, incentive
compensation, and stock-based compensation; third-party service provider
expenses such as advertising, data center and networking expenses; amortization
of developed technology; amortization of capitalized website development;
amortization of hosting arrangements; and allocated overhead expenses. We
allocate overhead expenses, such as rent and facility expenses, information
technology expense, and employee benefit expense, to all departments based on
headcount. As such, general overhead expenses are reflected in cost of revenue
and each operating expense category.

Wholesale Cost of Revenue



Wholesale cost of revenue includes expenses related to supporting and hosting
wholesale service offerings, including Dealer-to-Dealer transactions and
vehicles sold to dealers acquired at other marketplaces, on the Buying Matrix on
the CarOffer platform. These expenses include vehicle transportation and
inspection expenses; net losses on vehicles related to guarantees offered to
dealers through Dealer-to-Dealer transactions; personnel and related expenses
for employees directly involved in the fulfillment and support of transactions,
including salaries, benefits, incentive compensation and stock-based
compensation; third-party service provider expenses; amortization of developed
technology; amortization of capitalized website development; and allocated
overhead expenses. We allocate overhead expenses, such as rent and facility
expenses, information technology expense, and employee benefit expense, to all
departments based on headcount. As such, general overhead expenses are reflected
in cost of revenue and each operating expense category.

Product Cost of Revenue

Product cost of revenue includes expenses related to vehicles sold to dealers through IMCO transactions and vehicles sold to dealers acquired through arbitration. These costs include the cost of the vehicle and transportation expenses.



Operating Expenses

Sales and Marketing

Sales and marketing expenses consist primarily of personnel and related expenses
for our sales and marketing team, including salaries, benefits, incentive
compensation, commissions, and stock-based compensation; expenses associated
with consumer marketing, such as traffic acquisition, brand building, and public
relations activities; expenses associated with dealer marketing, such as content
marketing, customer and promotional events, and industry events; consulting
services; software subscription expenses; travel expenses; amortization of
hosting arrangements; and allocated overhead expenses. A portion of our
commissions that are related to obtaining a new contract are capitalized and
amortized over the estimated benefit period of customer relationships. All other
sales and marketing expenses are expensed as incurred. We expect sales and
marketing expenses to fluctuate from quarter to quarter as we respond to changes
in the macroeconomic and competitive landscapes affecting our existing dealers,
consumer audience and brand awareness, which will impact our results of
operations.

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Product, Technology, and Development



Product, technology, and development expenses, consist primarily of personnel
and related expenses for our research and development team, including salaries,
benefits, incentive compensation, and stock-based compensation; software
subscription expenses; consulting services; and allocated overhead expenses.
Other than website development, internal-use software, and hosting arrangement
expenses, research and development expenses are expensed as incurred. We expect
product, technology, and development expenses to increase as we invest in
additional engineering resourcing to develop new solutions and make improvements
to our existing platform.

General and Administrative

General and administrative expenses consist primarily of personnel and related
expenses for our executive, finance, legal, people & talent, and administrative
teams, including salaries, benefits, incentive compensation, and stock-based
compensation; expenses associated with professional fees for audit, tax,
external legal, and consulting services; payment processing and billing
expenses; insurance expenses; software subscription expenses; and allocated
overhead expenses. General and administrative expenses are expensed as incurred.
We expect general and administrative expenses to increase as we continue to
scale our business.

Depreciation and Amortization

Depreciation and amortization expenses consist of depreciation on property and equipment and amortization of intangible assets and internal-use software.

Other Income, Net

Other income, net consists primarily of interest income earned on our cash, cash equivalents and investments, foreign exchange gains and losses and interest expense.

Provision for Income Taxes



We are subject to federal and state income taxes in the United States and taxes
in foreign jurisdictions in which we operate. For the years ended December 31,
2022 and 2021, a provision for income taxes was recognized as a result of the
consolidated taxable income position.

We recognize deferred tax assets and liabilities based on temporary differences
between the financial reporting and income tax bases of assets and liabilities
using enacted tax rates in effect for the year in which the temporary
differences are expected to be recovered or settled.

We regularly assess the need to recognize a valuation allowance against net
deferred tax assets if, based upon the available evidence, it is more likely
than not that some or all of the deferred tax assets will not be realized. As of
December 31, 2022 and 2021, valuation allowances were immaterial.

We assess our income tax positions and recognize an income tax benefit or
expense based upon our evaluation of the facts, circumstances, and information
available at the reporting date. For the year ended December 31, 2022, income
tax expense and liability related to uncertain tax positions, exclusive of
immaterial interest or penalties related to uncertain tax provisions, was $0.6
million, which would favorably affect our effective tax rate, if recognized. For
the year ended December 31, 2021, no income tax expense and liability related to
uncertain tax positions was recognized.

                                       46

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Results of Operations
For the years ended December 31, 2022 and 2021, our consolidated income
statements are as follows:

                                                            Year Ended December 31,
                                                             2022              2021
                                                            (dollars in thousands)
Revenue:
Marketplace                                             $      658,771     $    636,942
Wholesale                                                      237,635          195,127
Product                                                        758,629          119,304
Total revenue                                                1,655,035          951,373
Cost of revenue:
Marketplace                                                     56,040           47,689
Wholesale                                                      176,446          127,679
Product                                                        764,996          118,647
Total cost of revenue                                          997,482          294,015
Gross profit                                                   657,553          657,358
Operating expenses:
Sales and marketing                                            336,708          290,574
Product, technology, and development                           123,768      

106,423


General and administrative                                      73,117      

97,678


Depreciation and amortization                                   15,482           14,415
Total operating expenses                                       549,075          509,090
Income from operations                                         108,478          148,268
Other income, net:
Interest income                                                  3,845              120
Other (expense) income, net                                       (961 )            972
Total other income, net                                          2,884            1,092
Income before income taxes                                     111,362          149,360
Provision for income taxes                                      32,408           38,987
Consolidated net income                                         78,954          110,373
Net (loss) income attributable to redeemable
noncontrolling interest                                         (5,433 )    

1,129


Net income attributable to CarGurus, Inc.               $       84,387

$ 109,244

For the years ended December 31, 2022 and 2021, our segment revenue and our segment income (loss) from operations are as follows:



                                          Year Ended December 31,
                                             2022            2021
                                           (dollars in thousands)
Segment Revenue
U.S. Marketplace                        $      614,136     $ 594,602
Digital Wholesale                              996,264       314,431
Other                                           44,635        42,340
Total                                   $    1,655,035     $ 951,373
Segment Income (loss) from Operations
U.S. Marketplace                        $      125,796     $ 151,343
Digital Wholesale                               (9,174 )       7,189
Other                                           (8,144 )     (10,264 )
Total                                   $      108,478     $ 148,268




                                       47

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For the years ended December 31, 2022 and 2021, our consolidated income statements as a percentage of total revenue are as follows (amounts in the table may not sum due to rounding):



                                                               Year Ended December 31,
                                                             2022                   2021
Revenue:
Marketplace                                                         40 %                   67 %
Wholesale                                                           14                     21
Product                                                             46                     13
Total revenue                                                      100                    100
Cost of revenue:
Marketplace                                                          3                      5
Wholesale                                                           11                     13
Product                                                             46                     12
Total cost of revenue                                               60                     31
Gross profit                                                        40                     69
Operating expenses:
Sales and marketing                                                 20                     31
Product, technology, and development                                 7                     11
General and administrative                                           4                     10
Depreciation and amortization                                        1                      2
Total operating expenses                                            33                     54
Income from operations                                               7                     16
Other income, net:
Interest income                                                      0                      0
Other (expense) income, net                                         (0 )                    0
Total other income, net                                              0                      0
Income before income taxes                                           7                     16
Provision for income taxes                                           2                      4
Consolidated net income                                              5                     12
Net (loss) income attributable to redeemable
noncontrolling interest                                             (0 )                    0
Net income attributable to CarGurus, Inc.                            5                     11



For the years ended December 31, 2022 and 2021, our segment revenue as a
percentage of total revenue and our segment income (loss) from operations as a
percentage of segment revenue are as follows (amounts in the table may not sum
due to rounding):

                                            Year Ended December 31,
                                           2022                2021
Segment Revenue
U.S. Marketplace                                 37 %                62 %
Digital Wholesale                                60                  33
Other                                             3                   4
Total                                           100 %               100 %
Segment Income (loss) from Operations
U.S. Marketplace                                 20 %                25 %
Digital Wholesale                                (1 )                 2
Other                                           (18 )               (24 )
Total                                             7 %                16 %




                                       48

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Year Ended December 31, 2022 Compared to Year Ended December 31, 2021



Revenue

Revenue by Source

                                 Year Ended December 31,              Change
                                    2022            2021         Amount         %
                                              (dollars in thousands)
Revenue
Marketplace                    $      658,771     $ 636,942     $  21,829         3 %
Wholesale                             237,635       195,127        42,508        22
Product                               758,629       119,304       639,325       536
Total                          $    1,655,035     $ 951,373     $ 703,662        74 %
Percentage of total revenue:
Marketplace                                40 %          67 %
Wholesale                                  14            21
Product                                    46            13
Total                                     100 %         100 %

Overall revenue increased $703.7 million, or 74%, in the year ended December 31, 2022 compared to the year ended December 31, 2021.



Marketplace revenue increased $21.8 million, or 3%, in the year ended December
31, 2022 compared to the year ended December 31, 2021 and represented 40% of
total revenue for the year ended December 31, 2022 and 67% of total revenue for
the year ended December 31, 2021. The increase was due primarily to a $30.9
million increase in Listings revenue, as a result of a 4% growth in our QARSD
for paying dealers to $4,921 for the three months ended December 31, 2022 from
$4,731 for the three months ended December 31, 2021. The increase in QARSD was
due primarily to signing on new dealers with higher average monthly recurring
revenue and revenue expansion through product upgrades for existing dealers. The
increase in marketplace revenue was offset in part by a $9.3 million decrease in
advertising revenue as a result of economic conditions and lower spend by our
advertisers.

Wholesale revenue increased $42.5 million, or 22%, in the year ended December
31, 2022 compared to the year ended December 31, 2021 and represented 14% of
total revenue for the year ended December 31, 2022 and 21% of total revenue for
the year ended December 31, 2021. The increase was due primarily to a 21%
increase in Transactions to 190,594 for the year ended December 31, 2022 from
157,062 for the year ended December 31, 2021 The increase in Transactions
resulted in an increase in transaction fee revenue as well as an increase in
transportation revenue, inspection revenue, and guarantee revenue. Fee increases
also contributed to the increase in transportation revenue.

Product revenue increased $639.3 million, or 536%, in the year ended December
31, 2022 compared to the year ended December 31, 2021 and represented 46% of the
total revenue for the year ended December 31, 2022 and 13% of total revenue for
the year ended December 31, 2021. The increase was due primarily to a $546.4
million increase in proceeds received from the sale of vehicles through IMCO
transactions, including vehicle sale price and transaction fees, as a result of
the IMCO offering becoming available to approximately 93% of the U.S.
population. The increase in product revenue was also due in part to a $92.9
million increase in proceeds received from the sale of vehicles acquired through
arbitration, including vehicle sale price and transaction fees, as a result of
increased arbitration claims due primarily to increased volume.

                                       49

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Segment Revenue

                                 Year Ended December 31,              Change
                                    2022            2021         Amount         %
                                              (dollars in thousands)
Revenue
U.S. Marketplace               $      614,136     $ 594,602     $  19,534         3 %
Digital Wholesale                     996,264       314,431       681,833       217
Other                                  44,635        42,340         2,295         5
Total                          $    1,655,035     $ 951,373     $ 703,662        74 %
Percentage of total revenue:
U.S. Marketplace                           37 %          62 %
Digital Wholesale                          60            33
Other                                       3             4
Total                                     100 %         100 %


U.S. Marketplace segment revenue increased $19.5 million, or 3%, in the year
ended December 31, 2022 compared to the year ended December 31, 2021 and
represented 37% of total revenue for the year ended December 31, 2022 and 62% of
total revenue for the year ended December 31, 2021. This increase was due
primarily to a $28.6 million increase in Listings revenue, as a result of a 4%
growth in our U.S. QARSD for paying dealers to $5,842 at December 31, 2022 from
$5,633 at December 31, 2021. The increase in U.S. QARSD was due primarily to
signing on new dealers with higher average monthly recurring revenue and revenue
expansion through product upgrades for existing dealers. The increase in U.S.
Marketplace segment revenue was offset in part by a $9.7 million decrease in
advertising revenue as a result of economic conditions and lower spend by our
advertisers.

Digital Wholesale segment revenue, which is comprised of wholesale revenue and
product revenue, increased $681.8 million, or 217%, in the year ended December
31, 2022 compared to the year ended December 31, 2021 and represented 60% of
total revenue for the year ended December 31, 2022 and 33% of total revenue for
the year ended December 31, 2021. Wholesale revenue increased $42.5 million in
the year ended December 31, 2022, compared to the year ended December 31, 2021.
The increase in wholesale revenue was due primarily to a 21% increase in
Transactions to 190,594 for the year ended December 31, 2022 from 157,062 for
the year ended December 31, 2021. The increase in Transactions resulted in an
increase in transaction fee revenue as well as an increase in transportation
revenue, inspection revenue, and guarantee revenue. Fee increases also
contributed to the increase in transportation revenue. Product revenue increased
$639.3 million in the year ended December 31, 2022 compared to the year ended
December 31, 2021. The increase in product revenue was due primarily to a $546.4
million increase in proceeds received from the sale of vehicles through IMCO
transactions, including vehicle sale price and transaction fees, as a result of
the IMCO offering becoming available to approximately 93% of the U.S.
population. The increase in product revenue was also due in part to a $92.9
million increase in proceeds received from the sale of vehicles acquired through
arbitration, including vehicle sale price and transaction fees, as a result of
increased arbitration claims due primarily to increased volume.

Cost of Revenue

                                 Year Ended December 31,              Change
                                   2022             2021         Amount         %
                                              (dollars in thousands)
Cost of revenue
Marketplace                    $     56,040       $  47,689     $   8,351        18 %
Wholesale                           176,446         127,679        48,767        38
Product                             764,996         118,647       646,349       545
Total                          $    997,482       $ 294,015     $ 703,467       239 %
Percentage of total revenue:
Marketplace                               3 %             5 %
Wholesale                                11              13
Product                                  46              12
Total                                    60 %            31 %

Overall cost of revenue increased $703.5 million, or 239%, in the year ended December 31, 2022 compared to the year ended December 31, 2021.


                                       50
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Marketplace cost of revenue increased $8.4 million, or 18%, in the year ended
December 31, 2022 compared to the year ended December 31, 2021 and represented
3% of total revenue for the year ended December 31, 2022 and 5% of total revenue
for the year ended December 31, 2021. The increase was due primarily to a $4.6
million increase in fees related to provisioning advertising campaigns on our
websites from changing to more effective but slightly higher cost service
providers and a $3.4 million increase in data and hosting costs.

Wholesale cost of revenue increased $48.8 million, or 38%, in the year ended
December 31, 2022 compared to the year ended December 31, 2021 and represented
11% of total revenue for the year ended December 31, 2022 and 13% of total
revenue for the year ended December 31, 2021. The increase was due primarily to
an increase in Dealer-to-Dealer transactions which resulted an increase in
transportation expenses, inspection expenses, third-party service provider
expenses, and guarantee expenses. Cost increases also contributed to the
increase in transportation expenses. The increase in wholesale cost of revenue
was also driven by an increase in amortization of capitalized website
development.

Product cost of revenue increased $646.3 million, or 545%, in the year ended
December 31, 2022 compared to the year ended December 31, 2021 and represented
46% of the total revenue for the year ended December 31, 2022 and 12% of total
revenue for the year ended December 31, 2021. The increase was due primarily to
a $535.5 million increase in expenses related to vehicles sold to dealers
through IMCO transactions as a result of an increase in IMCO transactions. The
increase in IMCO transactions was due primarily to the offering becoming
available to approximately 93% of the U.S. population. The increase in product
cost of revenue was also due in part to a $110.8 million increase in expenses
related to vehicles sold to dealers acquired through arbitration as a result of
increased arbitration claims due primarily to increased volume.

Operating Expenses

Sales and Marketing Expenses



                                Year Ended December 31,             Change
                                  2022             2021         Amount       %
                                            (dollars in thousands)
Sales and marketing           $    336,708       $ 290,574     $ 46,134       16 %
Percentage of total revenue             20 %            31 %


Sales and marketing expenses increased $46.1 million, or 16%, in the year ended
December 31, 2022 compared to the year ended December 31, 2021. The increase was
due primarily to a $38.8 million increase in marketing expenses, primarily
related to the marketing of IMCO in the first three quarters of 2022, search
engine performance marketing as part of our efforts to increase site traffic due
to a result of increased dealer inventory compared to the year ended December
31, 2021, and creative expenses for future marketing campaigns. The increase was
also due in part to a $19.8 million increase in salaries and employee-related
expense, exclusive of stock-based compensation expense and commissions expenses,
which decreased $5.1 million and $2.1 million, respectively. The increase in
salaries and employee-related expense was due primarily to a 21% increase in
headcount. The decrease in stock-based compensation was due primarily to the
revaluation of liability-based stock awards. The decrease in commissions expense
was due primarily to higher capitalization on commissions as a result of
compensation plan changes, net of sales growth. The increase in sales and
marketing expenses was also due in part to a $1.7 million increase in software
subscription expenses, inclusive of amortization of hosting arrangements, a $1.2
million increase in allocated insurance and legal expenses, a $1.1 million
increase in travel expenses, and a $0.8 million increase in employee expenses
associated with the return to office. The increase in sales and marketing
expense was offset in part by a $10.8 million decrease in brand awareness
advertising costs due to decreased spend as a result of a change in advertising
strategy toward the end of 2022.

Product, Technology, and Development Expenses



                                         Year Ended December 31,             Change
                                           2022             2021         Amount       %
                                                     (dollars in thousands)
Product, technology, and development   $    123,768       $ 106,423     $ 17,345       16 %
Percentage of total revenue                       7 %            11 %




                                       51

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Product, technology, and development expenses increased $17.3 million, or 16%,
in the year ended December 31, 2022 compared to the year ended December 31,
2021. The increase was due primarily to a $20.4 million increase in salaries and
employee-related expenses, exclusive of stock-based compensation, which
decreased $2.7 million. The increase in salaries and employee-related expenses
was due primarily to a 16% increase in headcount. The decrease in stock-based
compensation was due primarily to the revaluation of liability-based stock
awards. The increase in product, technology, and development expenses was also
due in part to a $3.7 million increase in consulting expenses, a $1.6 million
increase in software subscription expenses, a $0.6 million increase in employee
expenses associated with the return to office and a $0.5 million increase in
travel expenses. The increase in product, technology, and development expenses
was offset in part by a $7.9 million decrease resulting from increased
capitalized projects and a prior year impairment of website development costs.

General and Administrative Expenses



                                Year Ended December 31,              Change
                                  2022             2021         Amount         %
                                             (dollars in thousands)
General and administrative    $     73,117       $  97,678     $ (24,561 )     (25 )%
Percentage of total revenue              4 %            10 %


General and administrative expenses decreased $24.6 million, or 25%, in the year
ended December 31, 2022 compared to the year ended December 31, 2021. The
decrease was due primarily to a $37.0 million decrease in stock-based
compensation. The decrease in stock-based compensation was due to the
revaluation of liability-based stock awards. The decrease in general and
administrative expenses was offset in part by a $6.0 million increase in
salaries and employee-related expenses, exclusive of stock-based compensation.
The increase in salaries and employee-related expenses was due primarily to a
23% increase in headcount. The decrease was also offset in part by a $2.2
million increase in audit, tax, legal and consulting expenses, a $1.1 million
increase in software subscription expenses, a $0.8 million increase in indirect
tax expenses, a $0.6 million increase in bad debt expense, and a $0.5 million
increase in payment processing and billing expense.

Depreciation and Amortization Expenses



                                  Year Ended December 31,            Change
                                    2022             2021        Amount     

%


                                             (dollars in thousands)

Depreciation and amortization $ 15,482 $ 14,415 $ 1,067

    7 %
Percentage of total revenue                1 %             2 %


Depreciation and amortization expenses increased $1.1 million, or 7%, in the
year ended December 31, 2022 compared to the year ended December 31, 2021. The
increase was due primarily to internal-use software projects that went into
service during the year ended December 31, 2022.

Other Income, net

                                   Year Ended December 31,               Change
                                   2022               2021          Amount        %
                                               (dollars in thousands)
Other income, net
Interest income                $      3,845       $        120     $  3,725       3104 %
Other (expense) income                 (961 )              972       (1,933 )     (199 )
Total other income, net        $      2,884       $      1,092     $  1,792        164 %
Percentage of total revenue:
Interest income                           0 %                0 %
Other (expense) income                   (0 )                0
Total other income, net                   0 %                0 %


Other income, net increased $1.8 million, or 164%, in the year ended December
31, 2022 compared to the year ended December 31, 2021. The $3.7 million increase
in interest income was due primarily to the investment in new money market
accounts as a result of interest rate increases during the year ended December
31, 2022. The $1.9 million decrease in other (expense) income was due primarily
to $1.5 million increase in realized and unrealized loss associated with the
strengthening of the dollar against certain foreign currencies.

                                       52

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Provision for Income Taxes

                                Year Ended December 31,              Change
                                  2022             2021         Amount        %
                                            (dollars in thousands)
Provision for income taxes    $     32,408       $  38,987     $ (6,579 )     (17 )%
Percentage of total revenue              2 %             4 %


Provision for income taxes decreased $6.6 million, or 17% in year ended December
31, 2022 compared to the year ended December 31, 2021. The decrease in provision
for income taxes recognized during the year ended December 31, 2021 was due
primarily to decreased profitability. This was offset by a $1.5 million tax
expense related to excess stock-based compensation deductions recognized during
2022, compared to $0.4 million tax expense recognized during 2021. Furthermore,
a $3.9 million tax expense was recognized during 2022 in connection with the
Section 162(m) excess officer compensation limitation, compared to $2.0 million
tax expense recognized during 2021.

Segment Income (loss) from Operations



                                           Year Ended December 31,                 Change
                                             2022             2021         Amount           %
                                                          (dollars in thousands)
Segment Income (loss) from Operations
U.S. Marketplace                         $    125,796       $ 151,343     $ (25,547 )          (17 )%
Digital Wholesale                              (9,174 )         7,189       (16,363 )         (228 )
Other                                          (8,144 )       (10,264 )       2,120             21
Total                                    $    108,478       $ 148,268     $ (39,790 )          (27 )%
Percentage of segment revenue:
U.S. Marketplace                                   20 %            25 %
Digital Wholesale                                  (1 )             2
Other                                             (18 )           (24 )
Total                                               7 %            16 %


U.S. Marketplace segment income from operations decreased $25.5 million, or 17%,
in the year ended December 31, 2022 compared to the year ended December 31, 2021
and represented 20% of U.S. Marketplace segment revenue for the year ended
December 31, 2022 and 25% of U.S. Marketplace segment revenue for the year ended
December 31, 2021. The decrease was due to increases in revenue of $19.5
million, offset by increases in cost of revenue of $10.1 million and increases
in operating expenses of $34.9 million.

Digital Wholesale segment income from operations decreased $16.4 million, or
228%, in the year ended December 31, 2022 compared to the year ended December
31, 2021 and represented 1% of Digital Wholesale segment revenue for the year
ended December 31, 2022 and 2% of Digital Wholesale segment revenue for the year
ended December 31, 2021. The decrease was due to increases in revenue of $681.8
million, offset by increases in cost of revenue of $692.5 million and increases
in operating expenses of $5.7 million.

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Year Ended December 31, 2021 Compared to Year Ended December 31, 2020



Revenue

Segment Revenue

                                   Year Ended December 31,               Change
                                     2021             2020         Amount          %
                                                 (dollars in thousands)
Segment Revenue
U.S. Marketplace                 $    594,602       $ 519,835     $  74,767          14 %
Digital Wholesale                     314,431               -       314,431       NM(1)
Other                                  42,340          31,616        10,724          34
Total                            $    951,373       $ 551,451     $ 399,922          73 %
Percentage of segment revenue:
U.S. Marketplace                           62 %            94 %
Digital Wholesale                          33           NM(1)
Other                                       4               6
Total                                     100 %           100 %


(1)
NM - Not meaningful

U.S. Marketplace segment revenue increased $74.8 million, or 14%, in the year
ended December 31, 2021 compared to the year ended December 31, 2020 and
represented 62% of segment revenue for the year ended December 31, 2021 and 94%
of total revenue for the year ended December 31, 2020. The increase was due to
approximately $44 million in revenue reductions during the second quarter of
2020 as a result of the impact of fee reductions that we provided to our United
States paying dealers during such quarter in response to the COVID-19 pandemic.
The increase was also due in part to product upgrades for existing dealers and
signing on new dealers with higher average monthly recurring revenue.

Digital Wholesale segment revenue increased $314.4 million in the year ended
December 31, 2021 compared to the year ended December 31, 2020 and represented
33% of segment revenue for the year ended December 31, 2021. The increase was
primarily due to our acquisition of a 51% interest in CarOffer and launch of our
IMCO offering in 2021.

Segment Income (loss) from Operations



                                          Year Ended December 31,               Change
                                            2021             2020         Amount         %
                                                       (dollars in thousands)
Segment Income (loss) from Operations
U.S. Marketplace                        $    151,343       $ 120,836     $ 30,507          25 %
Digital Wholesale                              7,189               -        7,189       NM(1)
Other                                        (10,264 )       (23,080 )     12,816          56
Total                                   $    148,268       $  97,756     $ 50,512          52 %
Percentage of segment revenue:
U.S. Marketplace                                  25 %            23 %
Digital Wholesale                                  2           NM(1)
Other                                            (24 )           (73 )
Total                                             16 %            18 %


(1)
NM - Not meaningful

U.S. Marketplace segment income from operations increased $30.5 million, or 25%,
in the year ended December 31, 2021 compared to the year ended December 31, 2020
and represented 25% of U.S. Marketplace segment revenue for the year ended
December 31, 2021 and 23% of U.S. Marketplace segment revenue for the year ended
December 31, 2020. The increase was due to increases in revenue of $74.8
million, offset by increases in cost of revenue of $7.4 million and increases in
operating expenses of $36.9 million.

Digital Wholesale segment income from operations increased $7.2 million in the
year ended December 31, 2021 compared to the year ended December 31, 2020 and
represented 2% of Digital Wholesale segment revenue for the year ended December
31, 2021. The increase was primarily due to our acquisition of a 51% interest in
CarOffer and launch of our IMCO offering in 2021.

                                       54

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Liquidity and Capital Resources

Cash, Cash Equivalents and Investments



As of December 31, 2022, our principal sources of liquidity were cash and cash
equivalents of $469.5 million. As of December 31, 2021, our principal sources of
liquidity were cash and cash equivalents of $231.9 million and investments in
certificates of deposit with terms of greater than 90 days but less than one
year of $90.0 million.

Sources and Uses of Cash

During the years ended December 31, 2022 and 2021, our cash flows from operating, investing, and financing activities, as reflected in the consolidated statements of cash flows, are as follows:



                                                            Year Ended December 31,
                                                            2022                2021
                                                                 (in thousands)
Net cash provided by operating activities               $     256,106       $     98,292
Net cash provided by (used in) investing activities            72,730            (68,149 )
Net cash (used in) provided by financing activities           (92,620 )     

17,808


Impact of foreign currency on cash                               (364 )             (597 )
Net increase in cash, cash equivalents, and
restricted cash                                         $     235,852

$ 47,354




Our operations have been financed primarily from operating activities. During
the years ended December 31, 2022 and 2021, we generated cash from operating
activities of $256.1 million and $98.3 million, respectively.

We believe that our existing sources of liquidity, including access to our 2022
Revolver, will be sufficient to fund our operations for at least the next 12
months from the date of the filing of this Annual Report on Form 10-K. Our
future capital requirements will depend on many factors, including, but not
limited to: the further impact of the COVID-19 pandemic; our revenue; expenses
associated with our sales and marketing activities and the support of our
product, technology, and development efforts; expenses associated with our
facilities build-out under our 1001 Boylston Street lease that do not qualify
for landlord reimbursement; payments received in advance from a third-party
payment processor; activity under our Share Repurchase Program; and our
investments in international markets. Our long-term future capital requirements
will depend on many factors, including the future cash requirements described
above, as well as the potential exercise of a call right to acquire all, and not
less than all, of the remaining equity interests in CarOffer and the
representative of the holders of the remaining equity will have a put right to
sell to us, all, and not less than all, of the remaining equity interests of
CarOffer. Details of this acquisition are more fully described in Note 2 to
these consolidated financial statements. Cash from operations could also be
affected by various risks and uncertainties, including, but not limited to,
macroeconomic effects and other risks detailed in the "Risk Factors" section of
this Annual Report on Form 10-K.

On September 26, 2022, we entered into a Credit Agreement with PNC Bank,
National Association, as administrative agent and collateral agent and an L/C
Issuer (as defined in the Credit Agreement), and the other lenders, L/C Issuers
and parties thereto from time to time, or the Credit Agreement. The Credit
Agreement consists of a revolving credit facility, or the 2022 Revolver, which
allows us to borrow up to $400.0 million, $50.0 million of which may be
comprised of a letter of credit sub-facility. The borrowing capacity under the
Credit Agreement may be increased in accordance with the terms and subject to
the adjustments as set forth in the Credit Agreement. For example, the borrowing
capacity may be increased by an amount up to the greater of $250.0 million or
100% of Four Quarter Consolidated EBITDA (as defined in the Credit Agreement) if
certain criteria are met and subject to certain restrictions. Any such increase
requires lender approval. Proceeds of any borrowings may be used for general
corporate purposes. The 2022 Revolver is scheduled to mature on September 26,
2027. As of December 31, 2022, there were no borrowings and no letters of credit
outstanding under the 2022 Revolver.

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On December 8, 2022, we announced that our Board of Directors authorized the
Share Repurchase Program, pursuant to which we may, from time to time, purchase
shares of our Class A common stock for an aggregate purchase price not to exceed
$250 million. Share repurchases under the Share Repurchase Program may be made
through a variety of methods, including but not limited to open market
purchases, privately negotiated transactions and transactions that may be
effected pursuant to one or more plans under Rule 10b5-1 and/or Rule 10b-18 of
the Exchange Act. The Share Repurchase Program does not obligate us to
repurchase any minimum dollar amount or number of shares. The Share Repurchase
Program has an expiration date of December 31, 2023, and prior to its expiration
may be modified, suspended, or discontinued by our Board of Directors at any
time without prior notice. All repurchased shares under the Share Repurchase
Program will be retired. We expect to fund share repurchases through cash on
hand and cash generated from operations. During the year ended December 31,
2022, we repurchased and retired 1,350,473 shares for $18,691, at an average
cost of $13.84 per share under this authorization. As of December 31, 2022, we
had remaining authorization to purchase up to $231,309 of our common stock under
the Share Repurchase Program.

To the extent that existing cash, cash equivalents, and our borrowing capacity
under the 2022 Revolver are insufficient to fund our future activities, we may
need to raise additional funds through a public or private equity or debt
financing. Additional funds may not be available on terms favorable to us, or at
all. See "Risk Factors-Risks Related to Our Business and Industry- We may
require additional capital to pursue our business objectives and respond to
business opportunities, challenges, or unforeseen circumstances. If we are
unable to generate sufficient cash flows or if capital is not available to us,
our business, operating results, financial condition, and prospects could be
adversely affected."

Operating Activities

Cash provided by operating activities of $256.1 million during the year ended
December 31, 2022 was due primarily to consolidated net income of $79.0 million,
adjusted for $54.8 million of stock-based compensation expense, $45.3 million of
depreciation and amortization, $11.1 million of amortization of deferred
contract costs, and $1.8 million of provision for doubtful accounts, offset in
part by $22.1 million of deferred taxes. Cash provided by operating activities
was also attributable to a $153.0 million decrease in accounts receivable and a
$14.4 million decrease in inventory. The increases in cash flow from operations
were partially offset by a $35.4 million decrease in accounts payable, a $25.1
million decrease in accrued expenses, accrued income taxes, and other
liabilities, a $13.7 million increase in deferred contract costs, a $6.6 million
increase in prepaid expenses, prepaid income taxes, and other assets, a $0.5
million decrease in lease obligations, and a $0.5 million decrease in deferred
revenue.

Cash provided by operating activities of $98.3 million during the year ended
December 31, 2021 was due primarily to consolidated net income of $110.4
million, adjusted for $53.5 million of stock-based compensation expense, $40.5
million of depreciation and amortization, $12.7 million of amortization of
deferred contract costs, $6.2 million of deferred taxes, $3.1 million of
impairment of long-lived assets, and $1.0 million of provision for doubtful
accounts. Cash provided by operating activities was also attributable to a $35.8
million increase in accrued expenses, accrued income taxes, and other
liabilities, a $35.4 million increase in accounts payable, a $3.7 million
increase in deferred revenue, and a $1.0 million increase in lease obligations.
The increases in cash flow from operations were partially offset by a $174.8
million increase in accounts receivable due primarily to the acquisition of a
51% interest in CarOffer, a $17.3 million increase in inventory, a $7.7 million
increase in gross deferred contract costs, and a $5.1 million increase in
prepaid expenses, prepaid income taxes, and other assets.

Investing Activities

Cash provided by investing activities of $72.7 million during the year ended December 31, 2022 was due to $90 million of maturities in certificates of deposit, offset in part by $11.3 million of capitalization of website development costs and $5.9 million of purchases of property and equipment.



Cash used in investing activities of $68.1 million during the year ended
December 31, 2021 was due to $64.3 million of acquisition cash payments, net of
cash acquired, $7.7 million of purchases of property and equipment, and $6.2
million related to the capitalization of website development costs, offset in
part by $130.0 million of maturities in certificates of deposit, net of
investments in certificates of deposit of $120.0 million.

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Financing Activities



Cash used in financing activities of $92.6 million during the year ended
December 31, 2022 was due primarily to a $40.3 million decrease in gross advance
payments received from third-party payment processor, $19.9 million of payment
of tax distributions to redeemable noncontrolling interest holders, $16.0
million of payment of withholding taxes on net share settlements of restricted
stock units, $14.4 million of payment for the repurchase of our Class A common
stock under the Share Repurchase Program, and $2.6 million of payment of
deferred financing costs, partially offset by $0.7 million of proceeds from the
issuance of common stock upon exercise of stock options.

Cash provided by financing activities of $17.8 million during the year ended
December 31, 2021 was due primarily to $46.8 million increase in gross advance
payments received from third-party payment processor and $0.7 million related to
the proceeds from the issuance of common stock upon exercise of stock options,
partially offset by payment of withholding taxes on net share settlements of
restricted stock units, of $15.4 million and CarOffer's repayment of a line of
credit of $14.3 million

Contractual Obligations and Known Future Cash Requirements

Refer to Note 9 of our consolidated financial statements appearing elsewhere in this Annual Report on Form 10-K for our contractual obligations and commitments.

Seasonality



Across the retail automotive industry, consumer purchases are typically greatest
in the first three quarters of each year, due in part to the introduction of new
vehicle models from manufacturers and the seasonal nature of consumer spending.
Additionally, the volume of wholesale vehicle sales can fluctuate from quarter
to quarter caused by several factors, including the timing of used vehicles
available for sale from selling customers, the seasonality of the retail market
for used vehicles and/or inventory challenges in the automotive industry, which
affect the demand side of the wholesale industry.

Macroeconomic conditions, such as slower growth or recession, higher interest
rates, high unemployment, consumer confidence in the economy, consumer debt
levels, the ongoing military conflict between Russia and Ukraine, foreign
currency exchange rate fluctuations and other matters that influence consumer
spending and preferences, can also impact the volume of wholesale vehicle sales,
as was evidenced by the global semiconductor chip shortage.

The Digital Wholesale segment operating results have reflected the general
seasonality of the wholesale vehicle sales market and macroeconomic conditions
of the automotive industry. The U.S. Marketplace segment operating results have
reflected the macroeconomic conditions of the automotive industry. However, to
date, the U.S. Marketplace segment operating results have not been materially
impacted by the general seasonality of the automotive industry. This could
possibly change once our business and markets mature.

As a result, revenue and cost of revenue related to volume will fluctuate
accordingly on a quarterly basis. Typical seasonality trends may not be observed
in periods where other external factors more significantly impact the wholesale
industry.

Off­Balance Sheet Arrangements



As of December 31, 2022 and 2021, we did not have any off-balance sheet
arrangements, other than leases signed but not commenced, or material leases
that are less than twelve months in duration, that have or are reasonably likely
to have a current or future material effect on our financial condition, changes
in financial condition, revenues or expenses, results of operations, liquidity,
capital expenditures, or capital resources.

Critical Accounting Estimates



The preparation of the consolidated financial statements in conformity with GAAP
requires management to make estimates and assumptions that affect the reported
amounts of assets and liabilities, and the disclosure of contingent assets and
liabilities at the date of the financial statements, and the reported amounts of
revenue and expenses during the reporting period.

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Although we regularly assess these estimates, actual results could differ
materially from these estimates. We base our estimates on historical experience
and various other assumptions that we believe to be reasonable under the
circumstances. Actual results may differ from management's estimates if these
results differ from historical experience, or other assumptions do not turn out
to be substantially accurate, even if such assumptions are reasonable when made.
Changes in estimates are recognized in the period in which they become known.

Critical estimates relied upon in preparing the consolidated financial
statements include the determination of sales allowance and variable
consideration in our revenue recognition, allowance for doubtful accounts, the
impairment of long-lived assets, the capitalization of product, technology, and
development costs for website development, internal-use software and hosting
arrangements, the valuation of acquired assets and liabilities, the valuation
and recoverability of intangible assets and goodwill, the valuation of
redeemable noncontrolling interest, the recoverability of our net deferred tax
assets and related valuation allowance, the valuation of inventory, and the
valuation of equity and liability-classified compensation awards. Accordingly,
we consider these to be our critical accounting estimates, and believe that of
our significant accounting policies, these involve the greatest degree of
judgment and complexity.

Revenue Recognition - Sales Allowance and Variable Consideration



Our accounting policy relating to revenue recognition reflects the impact of the
adoption of Accounting Standards Codification 606, Revenue from Contracts with
Customers, or ASC 606, which is discussed further in the Notes to the
Consolidated Financial Statements. As prescribed by ASC 606, we recognize
revenue based on a five-step approach. We derive our revenue from marketplace
revenue, wholesale revenue, and product revenue. Marketplace revenue is included
in the U.S. Marketplace segment and Other category of segment reporting.
Wholesale revenue and product revenue are included in the Digital Wholesale
segment. We generate marketplace revenue primarily from (i) dealer subscriptions
to our Listings packages, RPM, digital advertising suite, and Digital Retail,
(ii) advertising revenue from auto manufacturers and other auto­related brand
advertisers, and (iii) revenue from partnerships with financing services
companies. We generate wholesale revenue primarily from (i) transaction fees
earned from Dealer-to-Dealer transactions, (ii) transaction fees earned from
sale of vehicles to dealers that we acquire at other marketplaces, and (iii)
transaction fees earned from performing inspection and transportation services,
inclusive of Dealer-to-Dealer transactions, other marketplace to dealer
transactions, and IMCO transactions. We generate product revenue primarily from
(i) aggregate proceeds received from the sale of vehicles that were acquired
through IMCO transactions, and (ii) proceeds received from the sale of vehicles
that were acquired through arbitration. Critical accounting estimates associated
with each of the three revenue sources are outlined below.

Total consideration for marketplace revenue is stated within the contracts.
There are no contractual cash refund rights, but credits may be issued to a
customer at our sole discretion. Dealer customers do not have the right to take
possession of our software. At the portfolio level, there is also variable
consideration that needs to be included in the transaction price. Variable
consideration consists of sales allowances, usage fees, and concessions that
change the transaction price of the unsatisfied or partially unsatisfied
performance obligation. We recognize that there are times when there is a
customer satisfaction issue or other circumstances that will lead to a credit.
Due to the known possibility of future credits, a monthly sales allowance review
is performed to defer revenue at a portfolio level for such future adjustments
in the period of incurrence. We establish sales allowances at the time of
revenue recognition based on our history of adjustments and credits provided to
our customers. In assessing the adequacy of the sales allowance, we evaluate our
history of adjustments and credits made through the date of the issuance of the
financial statements. Estimated sales adjustments, credits and losses may vary
from actual results which could lead to material adjustments to the financial
statements.

Advertising contracts state the transaction price within the agreement with
payment generally being based on the number of clicks or impressions delivered
on our websites. Total consideration is based on output and deemed variable
consideration constrained by an agreed upon delivery schedule and is allocated
to the period in which the service was rendered. Additionally, there are
generally no contractual cash refund rights. Certain contracts do contain the
right for credits in situations in which impressions are not displayed in
compliance with contractual specifications. At an individual contract level, we
may give a credit for a customer satisfaction issue or other circumstance. Due
to the known possibility of future credits, a monthly review is performed to
defer revenue at an individual contract level for such future adjustments in the
period of incurrence. Although these credits have not been material and have not
changed significantly over the historical period, estimated sales adjustments
credits and losses may vary from actual results which could lead to material
adjustments to the financial statements.

Other marketplace revenue includes revenue from contracts for which the
performance obligation is a series of distinct services with the same level of
effort daily. For these contracts, primarily related to our partnerships with
financing services companies, we estimate the value of the variable
consideration in determining the transaction price and allocate it to the
performance obligation. Revenue is estimated and recognized on a ratable basis
over the contractual term. We reassess the estimate of variable consideration at
each reporting period.

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Within wholesale transactions, there are typically no contractual cash refund
rights, but credits may be issued to a customer at our sole discretion and
refunds may be required by law in the case of a vehicle defect. At the portfolio
level, there is also variable consideration that needs to be included in the
transaction price. Variable consideration consists of sales allowances and
concessions that change the transaction price of the unsatisfied or partially
unsatisfied performance obligation. We recognize that there are times when there
is a customer satisfaction issue or other circumstance that will lead to a
credit or arbitration. We establish sales allowances at the time of revenue
recognition based on our history of adjustments and credits provided to our
customers. In assessing the adequacy of the sales allowance, we evaluate our
history of adjustments and credits made through the date of the issuance of the
financial statements. Upon recognizing a sales transaction, we estimate the
amount of transaction price that will be reversed in a subsequent period and
record a reserve for returns and cancellations in other current liabilities in
the consolidated income statements. Estimated sales adjustments, credits and
losses may vary from actual results which could lead to material adjustments to
the financial statements.

Within product transactions, there are typically no contractual cash refund
rights, but credits may be issued to a customer at our sole discretion. At the
portfolio level, there is also variable consideration that needs to be included
in the transaction price. Variable consideration consists of sales allowances
and concessions that change the transaction price of the unsatisfied or
partially unsatisfied performance obligation. We recognize that there are times
when there is a customer satisfaction issue or other circumstance that will lead
to a credit or arbitration. We establish sales allowances at the time of revenue
recognition based on our history of adjustments and credits provided to our
customers. In assessing the adequacy of the sales allowance, we evaluate our
history of adjustments and credits made through the date of the issuance of the
financial statements. Upon recognizing a sales transaction, we estimate the
amount of transaction price that will be reversed in a subsequent period and
record a reserve for returns and cancellations in other current liabilities in
the consolidated income statements. Estimated sales adjustments, credits and
losses may vary from actual results which could lead to material adjustments to
the financial statements.

Accounts Receivable - Allowance for Doubtful Accounts



The allowance for doubtful accounts is our best estimate of the amount of
probable credit losses in our existing accounts receivable and is based upon
historical loss trends, the number of days that billings are past due, an
evaluation of the potential risk of loss associated with specific accounts,
current economic trends and conditions, and reasonable and supportable forecasts
of economic conditions. If circumstances relating to specific customers change,
or unanticipated changes occur in the general business environment, particularly
as it affects auto dealers, our estimates of the recoverability of receivables
could be further adjusted.

Long­Lived Assets - Impairment



We evaluate the recoverability of long-lived assets, such as property and
equipment and intangible assets, for impairment at least annually and whenever
events or changes in circumstances indicate that the carrying value of an asset
may not be recoverable. During this review, we re­evaluate the significant
assumptions used in determining the original cost and estimated lives of
long-lived assets. Although the assumptions may vary from asset to asset, they
generally include operating results, changes in the use of the asset, cash
flows, and other indicators of value. Management then determines whether the
remaining useful life continues to be appropriate, or whether there has been an
impairment of long­lived assets based primarily upon whether expected future
undiscounted cash flows are sufficient to support the assets' recovery.

Website Development and Internal-Use Software Costs - Capitalization



Capitalized website development and capitalized internal-use software costs are
amortized on a straight­line basis over their estimated useful life of three
years beginning with the time when the product is ready for intended use.

We evaluate the useful lives of these assets when each asset is ready for its
intended use, and at least annually thereafter to ensure three years remains
appropriate. We also test for impairment at least annually and whenever events
or changes in circumstances occur that could impact the recoverability of these
assets. Impairment is evaluated as discussed in the "Long-Lived Assets -
Impairment" section above.

Hosting Arrangements - Capitalization



Capitalized implementation costs for hosting arrangements are amortized on a
straight­line basis over an estimated useful life of the term of the hosting
arrangement, taking into consideration several other factors such as, but not
limited to, options to extend the hosting arrangement or options to terminate
the hosting arrangement, beginning with the time when the software is ready for
intended use.

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We evaluate the useful lives of these assets when each asset is ready for its
intended use, and at least annually thereafter to ensure the selected useful
life remains appropriate. We also test for impairment at least annually and
whenever events or changes in circumstances occur that could impact the
recoverability of these assets. Impairment is evaluated as discussed in the
"Long-Lived Assets - Impairment" section above.

Business Combinations

Acquired Assets and Liabilities - Valuation

We measure all consideration transferred in a business combination at its acquisition-date fair value. Consideration transferred is determined by the acquisition-date fair value of assets transferred, liabilities assumed, including contingent consideration obligations, as applicable. We measure goodwill as the excess of the consideration transferred over the net of the acquisition-date amounts of assets acquired less liabilities assumed.



We make significant assumptions and estimates in determining the fair value of
the acquired assets and liabilities as of the acquisition date, especially the
valuation of intangible assets and certain tax positions.

Intangible Assets - Valuation and Recoverability



Intangible assets are recognized at their estimated fair value at the date of
acquisition. Fair value is determined based on inputs and assumptions such as
discount rates, rates of return on assets, and long-term sales growth rates.

We amortize intangible assets over their estimated useful lives on a
straight-line basis. Useful lives are established based on analysis of all
pertinent factors such as: the expected use of the asset, expected useful lives
of related assets, provisions that may limit the useful life, historical
experience with similar arrangements, effects of economic factors, demand,
competition, obsolescence, and maintenance required to maintain the future cash
flows.

We evaluate the useful lives of these assets as of the acquisition date and at least annually thereafter to ensure the selected useful life remains appropriate.



We monitor our long-lived assets for impairment indicators on an ongoing basis
in accordance with GAAP, and test for impairment at least annually and whenever
events or changes in circumstances occur that could impact the recoverability of
these assets. Impairment is evaluated as discussed in the "Long-Lived Assets -
Impairment" section above.

Goodwill - Valuation and Recoverability

Goodwill is recognized when consideration paid in a purchase acquisition exceeds
the fair value of the net assets acquired. Goodwill is not amortized, but rather
is tested for impairment annually or more frequently if facts and circumstances
warrant a review. Conditions that could trigger a more frequent impairment
assessment include, but are not limited to, a significant adverse change in
certain agreements, significant underperformance relative to historical or
projected future operating results, an economic downturn affecting automotive
marketplaces, increased competition, a significant reduction in our stock price
for a sustained period or a reduction of our market capitalization relative to
net book value.

We evaluate impairment annually on October 1 by comparing the estimated fair
value of each reporting unit to its carrying value. For the first three quarters
of fiscal year 2022, we determined that we had two reporting units: Marketplace
and CarOffer. We elected to bypass the optional qualitative test for impairment
and proceed to Step 1, which is a quantitative impairment test. We estimate fair
value using a market approach, based on market multiples derived from public
companies that we identify as peers. As of October 1, 2022, we estimated
forecasted revenue and gross margin for fiscal year 2022, and estimated revenue
and gross margin market multiples using publicly available information for each
of our reporting units. Developing these assumptions required the use of
judgment and estimates. Actual results may differ from these forecasts.

Subsequent to our evaluation of impairment on October 1, 2022, we revised our
reporting units from two reporting units, Marketplace and CarOffer, to four
reporting units, U.S. Marketplace, Digital Wholesale, United Kingdom
Marketplace, and Canada Marketplace. Because of the change in reporting units,
we performed an additional goodwill impairment evaluation as of December 31. A
consistent methodology was utilized, calculating the fair value of our reporting
units using the market approach described previously. Revenue and gross margin
actuals were utilized for the year ended December 31, 2022, and estimated
revenue and gross margin market multiples were utilized based upon publicly
available information for each of the reporting units. Developing these
assumptions required the use of judgment and estimates. Actual results may
differ from these forecasts.

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Redeemable Noncontrolling Interest - Valuation



In connection with our acquisition of a 51% interest in CarOffer on January 14,
2021, redeemable noncontrolling interest was recognized at fair value computed
using the Least Square Monte Carlo Simulation approach. Significant inputs to
the model included market price of risk, volatility, correlation and risk-free
rate.

Subsequent to our acquisition of the 51% interest on January 14, 2021, the
redeemable noncontrolling interest is measured at the greater of the amount that
would be paid if settlement occurred as of the balance sheet date based on the
contractually defined redemption value and its carrying amount adjusted for net
income (loss) attributable to the noncontrolling interest and tax distributions
to redeemable noncontrolling interest holders.

Income Taxes - Recoverability of Deferred Tax Assets and Related Valuation Allowance



We are subject to federal and state income taxes in the United States and taxes
in foreign jurisdictions in which we operate. Judgment is required in
determining our worldwide income tax provision. In the ordinary course of a
global business, there are many transactions and calculations where the ultimate
outcome is uncertain. Although we believe our estimates are reasonable, there is
no assurance that the final outcome of these matters will not be different from
that which is reflected in our historical income tax provisions and accruals.
Such differences could have a material impact on our income tax provision and
net income in the period in which such determination is made.

Significant judgment is also involved regarding the application of income tax
laws and regulations to estimate the effective income tax rates. As a result,
our actual annual effective income tax rates and related income tax liabilities
may differ materially from our interim estimated effective tax rates and related
income tax liabilities. Any resulting differences are recognized in the period
they become known.

We account for income taxes in accordance with the asset and liability method.
Under this method, deferred tax assets and liabilities are recognized based on
temporary differences between the financial reporting and income tax bases of
assets and liabilities using enacted tax rates in effect for the year in which
the temporary differences are expected to be recovered or settled.

This method requires a valuation allowance against net deferred tax assets if,
based upon the available evidence, it is more likely than not that some or all
of the deferred tax assets will not be realized. In performing this analysis, we
consider future taxable income and ongoing prudent and feasible tax planning
strategies to assess realizability. Actual results may differ from these
forecasts. Valuation allowances are reassessed periodically to determine whether
it is more likely than not that the tax benefits will be realized in the future
and if any existing valuation allowance should be released.

We account for uncertain tax positions by prescribing a more­likely­than­not
threshold for financial statement recognition and measurement of a tax position
taken or expected to be taken in a tax return. We assess our income tax
positions based upon management's evaluation of the facts, circumstances, and
information available at the reporting date. The tax position is measured as the
largest amount of benefit or expense that is greater than 50% likely of being
realized upon ultimate settlement with the taxing authority during examination.
The ultimate resolution of these tax positions may be greater or less than the
liabilities recognized.

Inventory - Valuation

Inventory is valued at the lower of cost or net realizable value. Cost is
determined based on specific identification. In recording inventory at the lower
of cost or net realizable value, we estimate potential future losses on
inventory on hand based on historical losses and market trends. Estimated
potential future losses on inventory may vary from actual results which could
lead to material adjustments to the financial statements.

Stock-Based Compensation - Valuation



For RSUs granted subject to market-based vesting conditions, the fair value is
determined on the date of grant using the Monte Carlo simulation lattice model.
The determination of the fair value using this model is affected by our stock
price performance relative to the companies listed on the S&P 500, and a number
of assumptions including volatility, correlation coefficient, risk-free interest
rate and expected dividends. RSUs previously granted subject to market-based
vesting conditions vest upon achievement of specified levels of market
conditions. During the year ended December 31, 2022, we modified our
market-based performance awards to contain only service-based vesting conditions
in line with our other restricted stock unit awards. As a result, there are no
market-based RSUs outstanding as of December 31, 2022.

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For stock options granted, the fair value is determined on the date of grant
using the Black­Scholes option­pricing model. The determination of the fair
value is affected by our stock price and a number of assumptions including
expected dividend yield, expected volatility, risk-free interest rate and
expected term. For expected volatility, we use a blended volatility to combine
the historical volatility of trading with the volatility for a peer group of
companies as we do not have historical stock prices for a period that is at
least equal to the expected term. Stock options granted generally have a term of
ten years from the date of grant and generally vest over a four-year requisite
service period.

For liability-classified awards, the fair value was determined on the date of
issuance using a Least Square Monte Carlo simulation model. Liability-classified
awards are remeasured to fair value each period until settlement. Until March
31, 2022, the Least Square Monte Carlo simulation model was used for
remeasurement. During the three months ended June 30, 2022, we refined our model
for determining the fair value of liability-classified awards as a result of
obtaining gross profit actuals through the trailing twelve-months ended June 30,
2022 measurement period for the first call option. Since March 31, 2022, the
fair value has typically been determined using a Monte Carlo simulation model.
During the year ended December 31, 2022, we determined not to exercise our call
right to acquire up to an additional 25% of the fully diluted capitalization of
CarOffer. The valuation of these liability awards is now derived from our 2024
call right and CarOffer's 2024 put right. The determination of the fair value is
affected by CarOffer's equity value, EBITDA, and Excess Parent Capital (as
defined in the CarOffer Operating Agreement, included as Exhibit 10.27 to the
Annual Report on Form 10-K as of December 31, 2021 filed on February 25, 2022)
that drive the exercise price of future call/put rights, as well as a number of
assumptions including market price of risk, volatility, correlation, and
risk-free interest rate. As a result of the EBITDA and Excess Parent Capital
projections for CarOffer as of December 31, 2022, a Monte Carlo simulation model
was not required as of December 31, 2022. We will continue to assess our
valuation approach quarterly.

Recently Issued Accounting Pronouncements

Information concerning recently issued accounting pronouncements may be found in Note 2 to our consolidated financial statements appearing elsewhere in this Annual Report on Form 10-K.


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