Forward-Looking Statements



The following discussion and analysis of our financial condition and results of
operations should be read together with the condensed consolidated financial
statements and related notes that are included elsewhere in this Quarterly
Report on Form 10-Q/A and in our Annual Report on Form 10-K for the year ended
December 31, 2021. This discussion contains forward-looking statements based
upon current expectations that involve risks and uncertainties. Our actual
results may differ materially from those anticipated in these forward-looking
statements as a result of various factors, including those discussed under "Risk
Factors," set forth in Part II, Item 1A of this Quarterly Report on Form 10-Q/A
and in Part I, Item 1A of our Annual Report on Form 10-K for the year ended
December 31, 2021. See "Special Note Regarding Forward-Looking Statements" above
at page 1.

The following information has been adjusted to reflect the Q1 2022 restatement
and full year 2021 adjustment of our condensed consolidated financial statements
as described in the "Explanatory Note" at the beginning of this Amended Report
and in Note 2, "Presentation and Summary of Significant Accounting Policies," in
the Notes to the Condensed Consolidated Financial Statements of this Amended
Report.

Overview

We are a provider of AI solutions, powered by our proprietary AI operating system, aiWARE™, to deliver differentiated products and solutions to our Commercial Enterprise and Government & Regulated Industries customers.



During the three months ended March 31, 2022, we generated revenue of $34.4
million as compared to $18.3 million during the three months ended March 31,
2021. Our Software Products & Services grew 288% year over year, and represented
53% and 26% of our consolidated revenue during the three months ended March 31,
2022 and 2021, respectively, and our Managed Services grew 19% year over year,
and represented 47% and 74% of our consolidated revenue during the three months
ended March 31, 2022 and 2021, respectively. During the three months ended March
31, 2022 our largest customer represented 31% of our consolidated revenue and
during the three months ended March 31, 2021 a different customer was our
largest customer, with revenues representing 10% of our consolidated revenue.

Significant Transactions



In March 2022, we completed an acquisition of an influencer-based management
services company for total consideration of $5.8 million (the "March Acquisition
Consideration"). The March Acquisition Consideration consists of upfront
payments of $2.0 million in cash and $1.9 million in common stock (0.1 million
shares) and deferred compensation of $3.0 million payable in fiscal 2022 and
2023.

Opportunities, Challenges and Risks

During the three months ended March 31, 2022 and 2021, we derived our revenue primarily through our Commercial Enterprise customers, and secondarily through our Government & Regulated Industries customers.



We are a leader in AI-based Software Products & Services. Our proprietary AI
operating system, aiWARE, uses machine learning algorithms, or AI models,
together with a suite of powerful applications, to reveal valuable insights from
vast amounts of structured and unstructured data. In addition to the
year-over-year growth of 288% in our Software Products & Services during the
three months ended March 31, 2022 as compared to the prior year, we have also
demonstrated our ability to grow our AI-based Managed Services, with our revenue
from these Managed Services increasing 19% during the three months ended March
31, 2022 as compared to the prior year. Historically, we have derived a large
portion of our Software Product & Services revenue from applications we
internally developed from our aiWARE platform and actively sold across various
customers. Beginning in the second half of 2021, we realigned our organization
to also focus on enterprise sales and opportunities across existing and newer
markets. In September 2021, we acquired PandoLogic, an intelligent hiring
platform. Based in Israel, PandoLogic serves high-volume hiring and enterprise
level customers today, including the second largest employer in the U.S.,
Amazon. While management believes there is a substantial opportunity to increase
revenue longer term, there is no certainty that any future investments, which
could be significant and include future potential acquisitions, will result in
significant enterprise revenue realization or revenue growth when compared with
historical revenue. We also continue to see significant opportunities for growth
in cross-selling PandoLogic and aiWARE to existing and newly acquired customers,
and where our AI solutions could add tremendous value in content creation and
distribution, including in the news, television and film industries.

We believe there will be significant near and long-term opportunities for
revenue growth from Government & Regulated Industries markets due to customer
adoption of our products and services related to AI technologies and more
recently with our official Authorization to Operate, or ATO, of our aiWARE
platform across the entire U.S. Department of Justice and progress with the
Joint Artificial Intelligence Commission ("JAIC") and Department of Defense
("DOD"). However, many enterprise-level opportunities with GRI customers can
involve long sales cycles, during which we must invest significant time and
resources without a guarantee of success. We may seek to acquire businesses with
deep relationships and greater scale within the
U.S. government and within regulated industries such as energy to further
accelerate our pursuit of the growth opportunities we see in this market.

During the second half of 2020, we launched our Veritone energy solutions as
part of our GRI solutions to help utilities increase profitability and improve
grid reliability as they make the transition to renewables. Today, our energy
solutions are in production at a major

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utility and being deployed across global manufactures. We believe that our
patented technology is uniquely suited to solving some of the most difficult
challenges facing utilities today, and we see significant near and long-term
opportunities to grow our revenue within this market. Our aiWARE platform is in
the early stages of deployment in the energy market, and we expect to continue
making significant investments in product, sales and engineering over the next
12 to 24 months to further develop our current and future solutions to address
the opportunities in this market.

Growing our existing and new Software Products & Services customer base is
critical for our success. During the first quarter of 2022, our largest
customer, Amazon, represented 31% of our consolidated revenue, as compared to
16% in the same quarter of 2021 on a pro forma basis (pro forma basis meaning
the inclusion of PandoLogic as if owned by us since January 1, 2021).
Approximately 25% of the first quarter 2022 Amazon revenue was from new
services, part of our land-and-expand strategy and helped to drive our customer
net retention above 120% in the quarter ended March 31, 2022 as compared to the
same quarter of 2021. Moreover, we continue to grow our Software Products &
Services customer base. At the end of the first quarter of 2022, we reported 559
Software Product & Services customers, which grew 45% from March 31, 2021 on a
pro forma basis. On a pro forma basis, we also grew PandoLogic's customer base
as of March 31, 2022 over 100% year over year, and non-volume hiring revenue for
the quarter ended March 31, 2022, which excludes Amazon, grew over 200% year
over year. To continue to grow our Software Product & Services and diversify our
customer base, and drive increased sales within our existing customer base, we
plan to continue to increase our sales and marketing spending throughout 2022 as
compared with prior periods.

Our business has seasonality, driven mostly by hiring patterns across
PandoLogic. Typically, hiring patterns are lowest during the first and second
quarters, then increase sequentially each quarter in the second half of the
year. During the quarter ended March 31, 2022, one of our largest customers
accelerated hiring in part to manage the January 2022 Omicron virus outbreak. As
a result of this, we do not expect our intelligent hiring platform revenues to
sequentially improve substantially from the first quarter of 2022 to the second
quarter of 2022, as part of the first half of 2022 planned revenues from this
customer accelerated into early 2022. However, we do expect the platform to
normalize starting in the third quarter of 2022, and to grow comparably with
prior years' seasonality trends and in accordance with our prior expectations.

We believe our Software Products & Services will extend the capabilities of many
third-party software platforms and products that are widely used today. For
example, we believe that, when integrated with aiWARE, PandoLogic customers will
be given greater visibility and transparency in their hiring processes. In
addition, we have historically integrated aiWARE across many platforms,
including Alteryx and the NVIDIA® CUDA® GPU-based platform, enabling dramatic
increases in aiWARE's processing speed and providing a wide range of new use
cases for our technology. We are in the process of developing and marketing more
specific use cases for these and future integrations, which we believe will open
up new markets for our products and accelerate our near and long term revenue
growth opportunities. We plan to hire additional engineers and business
development resources in the near term to further accelerate our pursuit of
these potential opportunities, as well as other third-party technology
integrations.

For the three months ended March 31, 2022, our non-GAAP gross margin (calculated
as described in "Non-GAAP Financial Measures" below) improved to 80%, compared
with 74% for the three months ended March 31, 2021, driven by growth of new
customers across our Software Products & Services and the addition of PandoLogic
in late 2021, which generated incremental non-GAAP gross margins in excess of
80% during the three months ended March 31, 2022. Our non-GAAP gross margin is
impacted significantly by the mix of our Software Products & Services and our
Managed Services revenue in any given period because our Managed Services
revenue typically has a lower overall non-GAAP gross margin than our Software
Products & Services revenue. With the acquisition of PandoLogic in September
2021, we expect our consolidated non-GAAP gross margin and related non-GAAP
gross profit to improve in each subsequent quarter in 2022 as the mix of
PandoLogic revenue becomes seasonally larger throughout 2022. Our non-GAAP gross
profit (see "Non-GAAP Financial Measures" below) is also dependent upon our
ability to grow our revenue by expanding our customer base and increasing
business with existing customers, and to manage our costs by negotiating
favorable economic terms with cloud computing providers such as AWS and
Microsoft Azure. While we are focused on continuing to improve our non-GAAP
gross profit, our ability to attract and retain customers to grow our revenue
will be highly dependent on our ability to implement and continually improve
upon our technology and services and improve our technology infrastructure and
operations as we experience increased network capacity constraints due to our
growth.

 We believe our operating results and performance are, and will continue to be,
driven by various factors that affect our industry. Our ability to attract, grow
and retain customers for our aiWARE platform is highly sensitive to rapidly
changing technology and is dependent on our ability to maintain the
attractiveness of our platform, content and services to our customers. Moreover,
we have historically reported GAAP operating losses, driven by certain non-cash
and non-recurring items such as stock-based compensation and purchase
accounting; however, we expect to report substantial improvements in our
consolidated operating results for the year ending December 31, 2022 as compared
to the year ended December 31, 2021, driven by the growth in our software
offerings and customers and the growth of PandoLogic. Our future revenue and
operating growth will rely heavily on our ability to grow and retain our
Software Products & Services customer base, continue to develop and deploy
quality and innovative AI-driven applications and enterprise-level offerings,
provide unique and attractive content and advertising services to our customers,
continue to grow in newer markets such as Government & Regulated Industries,
expand aiWARE into larger and more expansive enterprise engagements and manage
our corporate overhead costs. While we believe we will be successful in these
endeavors, we cannot guarantee that we will succeed in generating substantial
long term operating growth and profitability.

We expect to pursue a strategy of acquiring companies to help accelerate our
organic growth. We believe there are strategic acquisition targets that can
accelerate our entry into key strategic markets, as well as our ability to grow
our business. As a result, we are continuing to prioritize corporate development
efforts throughout 2022. Our acquisition strategy is threefold: (i) to increase
the scale of our business in markets we are in today, (ii) to accelerate growth
in new markets and product categories, including expanding our existing
engineering and

                                       27

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sales resources, and (iii) to accelerate the adoption of aiWARE as the universal AI operating system through venture or market-driven opportunities.



During the three months ended March 31, 2022, we reported a non-GAAP net loss of
$5.2 million as compared to $3.9 million during the three months ended March 31,
2021. While we forecast our full year 2022 to be profitable on a non-GAAP net
income basis, we do expect seasonality in our revenue and more losses in
operating performance throughout the quarter ended June 30, with increased
profitability during the quarters ended September 30 and December 31, driven
partly from PandoLogic services. Moreover, and to continue to grow our revenue
in 2022, we will continue to make substantial investments in people, namely
software engineers and sales personnel. Through April 2022, our headcount grew
approximately 25% since the beginning of 2022. In addition, we have made
substantial investments in our existing people, including higher annual raises
and increased benefits, in order to compete in a challenging and constrained
labor environment. Lastly, we are making investments in our corporate
infrastructure, including new ERP and workforce systems to help us better manage
the scale and growth of our business. These investments in people and
infrastructure will weigh heavier on our financial results beginning in Q2 2022
and beyond. If we cannot hire or retain people in a timely manner, and or are
incapable of managing the scale of our operations, our growth and ultimate
profitability could be accelerated or delayed.

In the three months ended March 31, 2022 and 2021, substantially all of our
revenue was derived from customers located in the United States. We believe that
there is a substantial opportunity over time for us to significantly expand our
service offerings and customer base in countries outside of the United States.
In the long term, we plan to expand our business further internationally in
places such as Europe, Asia Pacific and Latin America, and as a result, we
expect to continue to incur significant incremental upfront expenses associated
with these expansion opportunities.


Impact of the COVID-19 Pandemic



The COVID-19 outbreak emerged in late 2019 and was declared a global pandemic by
the World Health Organization in March 2020. The COVID-19 pandemic, and the
actions being taken by governments worldwide to mitigate the public health
consequences of the pandemic, significantly impacted the global economy.
Beginning in March 2020, we began to experience fluctuations in demand for
certain services, particularly our Managed Services, a significant amount of
revenue from which is typically driven by major live sporting events that were
cancelled or postponed in the United States due to COVID-19. While many major
sporting events have resumed, future cancellations of live sporting events could
have a material adverse impact on our revenue generated from our Managed
Services in future quarters.


The pandemic has affected and may continue to affect some of our customers,
which may further reduce the demand and/or delay purchase decisions for our
products and services and may additionally impact the creditworthiness of our
customers. We have assessed the potential credit deterioration of our customers
due to changes in the macroeconomic environment and have determined that no
additional allowance for doubtful accounts was necessary due to credit
deterioration as of March 31, 2022.

The extent to which the COVID-19 pandemic and the related macroeconomic
conditions may continue to affect our financial condition or results of
operations is uncertain. The severity and duration of the pandemic and the
resulting macroeconomic conditions are difficult to predict, and our revenue and
operating results may be adversely impacted in future periods. Due to the nature
of our business, the effect of the COVID-19 pandemic may not be fully reflected
in its results of operations until future periods. The most significant risks to
our business and results of operations arising from the COVID-19 pandemic are
discussed in Part I, Item 1A (Risk Factors) of our Annual Report on Form 10-K
for the year ended December 31, 2021.


In response to the COVID-19, we took actions to control expenses, including
temporarily discontinuing non-essential services and instituting controls on
travel, entertainment and other expenses. In addition, we have initiated a
remote work from home policy. We expect to continue to enforce these and other
actions we deem appropriate until or when the COVID-19 pandemic is officially no
longer declared a pandemic by the World Health Organization.

Non-GAAP Financial Measure



In evaluating our cash flows and financial performance, we use certain non-GAAP
financial measures, including "non-GAAP gross profit," "non-GAAP gross margin,"
"non-GAAP net income (loss)," and "non-GAAP net income (loss) per share."
Non-GAAP gross profit is the Company's revenue less its cost of revenue.
Non-GAAP net income (loss) and non-GAAP net income (loss) per share is the
Company's net income (loss) and net income (loss) per share, adjusted to exclude
interest expense, provision for income taxes, depreciation expense, amortization
expense, stock-based compensation expense, changes in fair value of warrant
liability, changes in fair value of contingent consideration, a reserve for
state sales taxes, charges related to a facility sublease, gain on sale of
asset, warrant expense, acquisition and due diligence costs, and severance and
executive search costs. The results for non-GAAP net income (loss), are
presented below for the three months ended March 31, 2022 and 2021. The items
excluded from these non-GAAP financial measures, as well as a breakdown of GAAP
net loss, non-GAAP net income (loss) and these excluded items between our Core
Operations and Corporate, are detailed in the reconciliation below.

In addition, we have provided additional supplemental non-GAAP measures of gross
profit, operating expenses, loss from operations, other (expense) income, net,
and loss before income taxes, excluding the items excluded from non-GAAP net
loss as noted above, and reconciling such non-GAAP measures to the most directly
comparable GAAP measures.

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We present these non-GAAP financial measures because management believes such
information to be important supplemental measures of performance that are
commonly used by securities analysts, investors and other interested parties in
the evaluation of companies in our industry. Management also uses this
information internally for forecasting and budgeting.


These non-GAAP financial measures are not calculated and presented in accordance
with GAAP and should not be considered as an alternative to net income (loss),
operating income (loss) or any other financial measures so calculated and
presented, nor as an alternative to cash flow from operating activities as a
measure of liquidity. Other companies (including our competitors) may define
these non-GAAP financial measures differently. These non-GAAP measures may not
be indicative of our historical operating results or predictive of potential
future results. Investors should not consider this supplemental non-GAAP
financial information in isolation or as a substitute for analysis of our
results as reported in accordance with GAAP.


(in thousands)


                                                                                         Three Months Ended March 31,
                                                                  2022
                                                             (As Restated)                                                               2021
                                          Core                                                                   Core
                                      Operations(1)             Corporate(2)               Total             Operations(1)             Corporate(2)               Total
Net loss                             $        (6,100 )       $          (16,029 )       $   (22,129 )       $        (2,825 )       $          (27,742 )       $   (30,567 )
Provision for income taxes                       134                          4                 138                       -                         22                  22
Depreciation and amortization                  5,098                        116               5,214                   1,083                        170               1,253
Stock-based compensation expense               1,983                      2,833               4,816                   2,695                     18,915              21,610
Change in fair value of
Contingent consideration                           -                      5,045               5,045                       -                          -                   -
Interest expense                                   -                      1,182               1,182                       -                          -                   -
Acquisition and due diligence
costs                                              -                        561                 561                       -                          -                   -
State sales tax reserve                            -                          -                   -                       -                        138                 138
Charges related to sublease                        -                          -                   -                       -                      3,367               3,367
Severance and executive search                     -                          -                   -                     250                          7                 257
Non-GAAP Net Income (Loss)           $         1,115         $           

(6,288 ) $ (5,173 ) $ 1,203 $ (5,123 ) $ (3,920 )



(1) Core operations consists of our aiWARE operating platform of software, SaaS and related services; content, licensing and advertising agency services; and their
supporting operations, including direct costs of sales as well as operating expenses for sales, marketing and product development and certain general and administrative
costs dedicated to these operations.

(2) Corporate consists of general and administrative functions such as executive, finance, legal, people operations, fixed overhead expenses (including facilities and information technology expenses), other income (expenses) and taxes, and other expenses that support the entire company, including public company driven costs.





The following tables set forth the calculation of our gross profit and gross
margin, followed by a reconciliation of non-GAAP to GAAP financial information
presented in our condensed consolidated financial statements for three months
ended March 31, 2022 and 2021.

                           Three Months Ended
(dollars in thousands)          March 31,
                            2022          2021
Revenue                  $   34,407     $ 18,295
Cost of revenue               6,923        4,823
Non-GAAP gross profit        27,484       13,472
Non-GAAP gross margin          79.9 %       73.6 %




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                                                                  Three Months Ended
                                                                      March 31,
                                                             2022
                                                        (As Restated)                 2021
Revenue                                               $           34,407         $        18,295
Cost of revenue                                                    6,923                   4,823
Non-GAAP gross profit                                             27,484                  13,472

GAAP cost of revenue                                               6,923                   4,823
  Stock-based compensation expense                                   (20 )                     -
   Non-GAAP cost of revenue                                        6,903                   4,823

GAAP sales and marketing expenses                                 11,069                   6,427
  Stock-based compensation expense                                  (463 )                  (898 )
  Severance and executive search                                       -                    (236 )
   Non-GAAP sales and marketing expenses                          10,606                   5,293

GAAP research and development expenses                             9,883                   4,960
  Stock-based compensation expense                                (1,004 )                (1,019 )
  Severance and executive search                                       -                     (14 )
   Non-GAAP research and development expenses                      8,879                   3,927

GAAP general and administrative expenses                          22,321                  31,543
  Depreciation                                                      (198 )                  (175 )
  Stock-based compensation expense                                (3,329 )               (19,693 )
  Warrant expense                                                      -                       -
  Change in fair value of contingent consideration                (5,045 )                     -
  Charges related to sublease                                          -                  (3,367 )
  State sales tax reserve                                              -                    (138 )
 Acquisition and due diligence costs                                (561 )                     -
  Severance and executive search                                       -                      (7 )
   Non-GAAP general and administrative expenses                   13,188                   8,163

GAAP amortization                                                 (5,016 )                (1,078 )

GAAP loss from operations                                        (20,805 )               (30,536 )
  Total non-GAAP adjustments (1)                                  15,636                  26,625
Non-GAAP loss from operations                                     (5,169 )                (3,911 )

GAAP other expense, net                                           (1,186 )                    (9 )
  Interest expense                                                 1,182                       -
   Non-GAAP other expense, net                                        (4 )                    (9 )

GAAP loss before income taxes                                    (21,991 )               (30,545 )
  Total non-GAAP adjustments (1)                                  16,818                  26,625
   Non-GAAP loss before income taxes                              (5,173 )                (3,920 )

Income tax provision                                                 138                      22

GAAP net loss                                                    (22,129 )               (30,567 )
  Total non-GAAP adjustments (1)                                  16,956                  26,647
   Non-GAAP net loss                                  $           (5,173 )       $        (3,920 )

Shares used in computing non-GAAP basic and diluted net loss per share

                                                35,477                  32,172
Non-GAAP diluted net loss per share                   $            (0.15 )  

$ (0.12 )



(1) Adjustments are comprised of the adjustments to GAAP cost of revenue, sales and marketing
expenses, research and development expenses and general and administrative expenses and other
(expense) income, net (where applicable) listed above.


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Supplemental Financial Information



We are providing the following unaudited supplemental financial information
regarding our Software Products & Services and Managed Services as a lookback of
the prior year to explain our recent historical and year-over-year performance.
The Software Products & Services supplemental financial information is presented
on a pro forma basis, as further described below.

The supplemental financial information for our Software Products & Services
include: (i) Software Revenue - Pro Forma, (ii) Ending Customers, (iii) Average
Annual Revenue (AAR), (iv) Total New Bookings, and (iv) Gross Revenue Retention,
in each case as defined in the footnotes to the table below. The supplemental
financial information for our Managed Services includes: (i) average gross
billings per active agency client, and (ii) revenue.

Software Products & Services Supplemental Financial Information

The following table sets forth the results for each of our Software Products & Services supplemental financial information.



                                                             Quarter Ended
                                     Mar 31,      Jun 30,      Sept 30,      Dec 31,      Mar 31,
                                       2021         2021         2021          2021         2022
Software Revenue - Pro Forma (in
000's) (1)                           $ 10,183     $ 20,072     $  21,860     $ 40,223     $ 18,167
Ending Customers (2)                      385          419           433          529          559
Average Annual Revenue (AAR) (in
000's) (3)                           $    199     $    203     $     208     $    209     $    207
Total New Bookings (in 000's) (4)    $  2,442     $  4,896     $   3,356     $  8,317     $  9,574
Gross Revenue Retention (5)              >90%         >90%          >90%    

>90% >90%





(1) "Software Revenue - Pro Forma" includes historical Software Products &
Services revenue from the past five (5) fiscal quarters of each of Veritone,
Inc. and PandoLogic (unaudited) and presents such revenue on a combined pro
forma basis treating PandoLogic as owned by Veritone, Inc. since January 1,
2020.
(2) "Ending Customers" includes Software Products & Services customers as of the
end of each respective quarter set forth above with trailing twelve-month
revenues in excess of $2,400 for both Veritone, Inc. and PandoLogic and/or
deemed by us to be under an active contract for the applicable periods.
(3) "Average Annual Revenue (AAR)" is calculated as the aggregate of trailing
twelve-month Software Products & Services revenue divided by the average number
of customers over the same period for both Veritone, Inc. and PandoLogic.
(4) "Total New Bookings" represents the total fees payable during the full
contract term for new contracts received in the quarter (including fees payable
during any cancellable portion and an estimate of license fees that may
fluctuate over the term), excluding any variable fees under the contract (e.g.,
fees for cognitive processing, storage, professional services and other variable
services).
(5) "Gross Revenue Retention": We calculate our dollar-based gross retention
rate as of the period end by starting with the revenue from Ending Customers for
Software Products & Services as of the 3 months in the prior year quarter to
such period, or Prior Year Quarter Revenue. We then deduct from the Prior Year
Quarter Revenue any revenue from Ending Customers who are no longer customers as
of the current period end, or Current Period Ending Customer Revenue. We then
divide the total Current Period Ending Customer Revenue by the total Prior Year
Quarter Revenue to arrive at our dollar-based gross retention rate, which is the
percentage of revenue from all Ending Customers from our Software Products &
Services as of the year prior that is not lost to customer churn.

As we grow our business for our Software Products & Services, we expect that our
supplemental financial information will be impacted in different ways based on
our customer profiles and the nature of target markets. For example, our
PandoLogic business has significant revenue concentration in a single customer
which has a material impact on the average contract value and gross retention.
As a result, we have shown the supplemental financial information on a pro forma
basis for comparability.

Managed Services Supplemental Financial Information



The following table sets forth the results for each of the KPIs for our Managed
Services.

                                                              Quarter Ended
                                     Mar 31,       Jun 30,       Sept 30,      Dec 31,      Mar 31,
                                       2021         2021           2021          2021         2022
Avg billings per active Managed
Services client (in 000's) (6)       $    582     $     622     $      615     $    625     $    684
Revenue during quarter (in 000's)
(7)                                  $ 10,327     $   9,968     $    9,647     $ 10,857     $ 10,735



(6) Avg billings per active Managed Services customer for each quarter reflects
the average quarterly billings per active Managed Services customer over the
twelve-month period through the end of such quarter for Managed Services
customers that are active during such quarter.
(7) Managed Services revenue and metrics exclude content licensing and media
services.

We have experienced and may continue to experience volatility in revenue from
our Managed Services due to a number of factors, including: (i) the timing of
new large customer agreements; (ii) loss of customers who choose to replace our
services with new providers or by bringing their advertising placement in-house;
(iii) customers who experience reductions in their advertising budgets due to
issues with their own businesses; and (iv) the seasonality of the campaigns for
certain large customers. We have historically generated a significant portion of
our revenue from a few major customers. As we continue to grow and diversify our
customer base, we expect that our dependency on a limited number of large
customers will be minimized.

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Results of Operations



The following tables set forth our results of operations for the three months
ended March 31, 2022 and 2021, in dollars and as a percentage of our revenue for
those periods. The period-to-period comparisons of our historical results are
not necessarily indicative of the results that may be expected in the future.
                                              Three Months Ended
(dollars in thousands)                             March 31,
                                              2022
                                          (As Restated)        2021
Revenue                                  $        34,407     $  18,295
Operating expenses:
Cost of revenue                                    6,923         4,823
Sales and marketing                               11,069         6,427
Research and development                           9,883         4,960
General and administrative                        22,321        31,543
Amortization                                       5,016         1,078
Total operating expenses                          55,212        48,831
Loss from operations                             (20,805 )     (30,536 )
Other expense, net                                (1,186 )          (9 )
Loss before provision for income taxes           (21,991 )     (30,545 )
Provision for income taxes                           138            22
Net loss                                 $       (22,129 )   $ (30,567 )



                                              Three Months Ended
                                                   March 31,
                                              2022
                                          (As Restated)         2021
Revenue                                            100.0 %       100.0 %
Operating expenses:
Cost of revenue                                     20.1          26.4
Sales and marketing                                 32.2          35.1
Research and development                            28.7          27.1
General and administrative                          64.9         172.4
Amortization                                        14.6           6.0
Total operating expenses                           160.5         267.0
Loss from operations                               (60.5 )      (167.0 )
Other expense, net                                  (3.4 )           -
Loss before provision for income taxes             (63.9 )      (167.0 )
Provision for income taxes                           0.4           0.1
Net loss                                           (64.3 )      (167.1 )




Three Months Ended March 31, 2022 Compared with Three Months Ended March 31,
2021

Revenue
                                   Three Months Ended                               Three Months Ended
                                     March 31, 2022                                   March 31, 2021
                       Commercial      Government &                    

Commercial Government &


                       Enterprise        Regulated         Total        Enterprise        Regulated         Total
Software Products &
Services (1)          $     17,386     $         781     $  18,167     $      3,395     $       1,290     $   4,685
Managed Services            16,240                 -        16,240           13,610                 -        13,610
    Revenue           $     33,626     $         781     $  34,407     $     17,005     $       1,290     $  18,295



(1) Software Products & Services consists of aiWARE SaaS Solutions revenues of
$3.4 million and $4.7 million for the three months ended March 31, 2022 and
2021, respectively, as well PandoLogic revenues of $14.8 million for the three
months ended March 31, 2022.

Commercial Enterprise ("CE")

CE Software Products & Services revenue increased $14.0 million, or 412%, in the
three months ended March 31, 2022 compared to the corresponding prior year
period due primarily due to our acquisition of PandoLogic in September 2021
coupled with expanded services we provided to existing media and entertainment
customers. CE Managed Services increased $2.6 million, or 19%, in the three
months ended

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March 31, 2022 compared to the corresponding prior year period due to growth of
our licensing platform, in new advertising customers and in expanded services
for existing advertising customers.

Government & Regulated Industries ("GRI")



GRI Software Products & Services revenue decreased $0.5 million or 39% in the
three months ended March 31, 2022 compared to the corresponding prior year
period primarily due to timing of early stage energy deliverables. GRI Software
Products & Services revenue from customers in certain markets, particularly
government and energy customers, is often project-based and is impacted by the
timing of projects. As such, we expect that our revenue from these markets could
fluctuate significantly from period to period.

Non-GAAP Gross Profit

As noted above, our non-GAAP gross profit is calculated as our revenue less our cost of revenue, as follows:



                           Three Months Ended
(dollars in thousands)          March 31,
                            2022          2021       $ Change       % Change
Revenue                  $   34,407     $ 18,295     $  16,112           88.1 %
Cost of revenue               6,923        4,823         2,100           43.5 %
Non-GAAP gross profit        27,484       13,472        14,012          104.0 %
Non-GAAP gross margin          79.9 %       73.6 %


The increase in non-GAAP gross profit and non-GAAP gross margin in the three
months ended March 31, 2022 compared to the three months ended March 31, 2021
was due primarily to growth in Software Products & Services revenue, including
our acquisition of PandoLogic in September 2021, which collectively generated
incremental non-GAAP gross margins in excess of 80% during the three months
ended March 31, 2022.

Operating Expenses

                                  Three Months Ended
(dollars in thousands)                March 31,
                                  2022
                              (As Restated)        2021       $ Change       % Change
Cost of revenue              $         6,923     $  4,823     $   2,100           43.5 %
Sales and marketing                   11,069        6,427         4,642           72.2 %
Research and development               9,883        4,960         4,923           99.3 %
General and administrative            22,321       31,543        (9,222 )        -29.2 %
Amortization                           5,016        1,078         3,938          365.3 %
Total operating expenses     $        55,212     $ 48,831     $   6,381           13.1 %



Cost of Revenue. The increase in cost of revenue in the three months ended March
31, 2022 compared with the corresponding prior year periods was due primarily to
our higher revenue level, as discussed above. Cost of revenue increased at a
lower rate than the increase in revenues due to the introduction of new products
with higher non-GAAP gross margin contribution in the second half of 2021,
including the addition of PandoLogic.

Sales and Marketing. The increase in sales and marketing expenses of $4.6 million or 72% in the three months ended March 31, 2022 compared with the corresponding prior year period was primarily due to our acquisition of PandoLogic in September 2021, coupled with a $0.8 million increase in personnel-related costs from the addition of new sales and marketing resources. As a percentage of revenue, sales and marketing expenses decreased to 32% in 2022 from 35% in 2021.



Research and Development. The increase in research and development expenses of
$4.9 million or 99% in the three months ended March 31, 2022 compared with the
corresponding prior year period was primarily due to an increase of $2.2 million
in personnel-related costs from the addition of new engineering resources and
our September 2021 acquisition of PandoLogic in September 2021. As a percentage
of revenue, research and development expenses increased to 29% in 2022 from 27%
in 2021.

General and Administrative. General and administrative expenses decreased $9.2
million or 29% in the three months ended March 31, 2022 compared with the
corresponding prior year period principally due to a one-time expense in the
prior year period associated with the vesting of performance-based stock
options. As a percentage of revenue, general and administrative expenses
declined to 65% in 2022 from 172% in 2021.

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Amortization Expense. Amortization expense increased in the three months ended March 31, 2022 compared with the corresponding prior year period due to the addition of PandoLogic amortization expense.

Other (Expense) Income, Net

Other expense, net for the three months ended March 31, 2022 was comprised primarily of interest expense of $1.2 million due to the Convertible Notes we issued in November 2021.

Liquidity and Capital Resources



We have historically financed our business through the sale of equity and debt
securities. Our principal sources of liquidity are our cash and cash
equivalents, which totaled $237.6 million as of March 31, 2022, compared with
total cash and cash equivalents of $254.7 million as of December 31, 2021. The
decrease in our cash and cash equivalents in the three months ended March 31,
2022 as compared with December 31, 2021 was primarily due to investments made
during the period, taxes paid related to net share settlement of equity awards,
and the payment of the PandoLogic 2021 earnout. We generated $10.1 million
through cash provided by operating activities and also generated cash through
proceeds from issuances of stock under employee stock incentive plans and stock
purchases made under the ESPP of $0.6 million.

Cash Flows



A summary of cash flows from our operating, investing and financing activities
is shown in the table below.

                                                             Three Months Ended
(in thousands)                                                   March 31,
                                                           2022              2021
Cash provided by operating activities                 $       10,134     $  

6,209


Cash used in investing activities                             (4,054 )            (100 )
Cash (used in) provided by financing activities              (23,248 )      

6,533


Net (decrease) increase in cash, cash equivalents
and restricted cash                                   $      (17,168 )   $      12,642



Operating Activities

Our operating activities provided cash of $10.1 million in the three months
ended March 31, 2022, due primarily to our net loss of $22.1 million, adjusted
by $15.2 million in non-cash expenses, including $5.0 million from a change in
the fair value of contingent consideration and $4.8 million in stock-based
compensation expense, offset in part by the net working capital increase of
$17.1 million, primarily due to decreases in our accounts receivable of $19.0
million. Our business strategy includes streamlining operational costs while
investing in the development of our AI capabilities and enhancement of our
Software Products & Services to grow our business and future revenue. We gauge
the amount of cash utilized in these efforts using the Non-GAAP net loss
measure, as presented under the heading "Non-GAAP Financial Measures" above. Our
use of cash as measured by Non-GAAP net loss decreased to $5.2 million for the
three months ended March 31, 2022 from $3.9 million for the three months ended
March 31, 2021, due primarily to the increase in our revenues, partially offset
by an increase in non-GAAP expenses.

Our operating activities provided cash of $6.2 million in the three months ended
March 31, 2021, due primarily to the net increase of $11.1 million of cash
received from advertising clients for future payments to vendors, offset in part
by the effect of our net loss of $30.6 million, adjusted by $26.0 million in
non-cash expenses, including $21.6 million in stock-based compensation
expense. Our business strategy includes streamlining operational costs while
investing in the development of our AI capabilities and enhancement of our
Software Products & Services to grow our business and future revenue.

Investing Activities



Our investing activities for the three months ended March 31, 2022 used cash of
$4.1 million primarily for an equity investment of $2.0 million in a strategic
partner, $1.3 million to fund a portion of the consideration for the March 2022
acquisition, and $0.7 million in capital expenditures.

Our investing activities consisted of minimal amounts used for capital expenditures and proceeds from the sale of equipment in the three months ended March 31, 2021.



Financing Activities

Our financing activities for the three months ended March 31, 2022 used cash of
$23.2 million, consisting of $14.4 million to pay the 2021 earnout for
PandoLogic and $9.4 million to pay taxes paid related to the net share
settlement of equity awards, partially offset by $0.6 million in proceeds
received from the exercise of stock options and purchases of shares under our
ESPP.

Our financing activities provided cash of $6.5 million for the three months ended March 31, 2021, consisting of $4.3 million in proceeds received from the exercise of stock options and purchases of shares under our ESPP and $2.3 million in proceeds received from the exercise of stock warrants.


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Capital Resources



As of March 31, 2022, our only debt obligations were the Convertible Notes
issued in the fourth quarter of fiscal year 2021. We have $3.0 million in
purchase consideration commitments related to our March 2022 acquisition that
will be paid 50% in 2023 and 50% in 2024. We have no other present agreements or
commitments with respect to any material acquisitions of businesses or
technologies or any other material capital expenditures.

We have generated significant losses since inception; however, we do expect to
begin generating profits in the foreseeable future. With the acquisition of
PandoLogic, we believe we have an opportunity to significantly improve our
operating income/(loss) in 2022 as compared to 2021. We believe that our current
cash and cash equivalents balance will be sufficient to fund our operations in
the ordinary course of business for at least the next twelve months from the
date of this filing. We have not entered into any off-balance sheet
arrangements.

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