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Information
      Date                  November 21, 2023      Information Technology
      52wk High                         $3.49
      52wk Low                          $0.63      Quantum Computing Inc.                  QUBT        $0.77
                                                   215 Depot Court SE
                                                   Leesburg, VA 20175

                               (USD - in millions)  www.quantumcomputinginc.com
      Market Cap                        56.3
      Enterprise                        54.6
      Basic Shares Out.                75.10       COMPANY OVERVIEW
      Float                            47.77
      Institutional Holdings           3.89%      Detailed Analysis:Channelchek.com
      Short Interest                    1.87      Quantum Computing Inc. (QCi), a first-to-market nanophotonic-based
      Avg. 90-Day Volume                0.70      quantum technology company offers real-world, affordable commercial
                                                  applications. QCi delivers democratized quantum solutions at greater
                                                  speed and accuracy, at room temperatures, with little training, low
                                                  power and no unique environmental requirements. QCi’s leverages its
      EPS Data                                    core technology throughout its product offerings of computing, sensing
                                                  and imaging solutions. QCi’s entropy computer, the Dirac, delivers
                     2021     2022       2023     solutions for binary (11,000+ qubits) and integer (1000+ qudits)
      CQ1             N/A     (0.24)    (0.14)    optimization problems, the highest number of variables and problem
      CQ2             N/A     (0.17)    (0.07)    size available in quantum computing today. QCi¿s quantum
                                                  applications include Reservoir Photonic Computer (AI), cybersecurity,
      CQ3           (0.16)    (0.22)    (0.11)    imaging, sensing (LiDAR), and QRNG products.
      CQ4           (0.54)    (0.11)    (0.10)
      CY            (0.96)    (0.69)    (0.40)                                           Source: Channelchek/QuoteMedia




      Long-Term EPS Estimate              N/A
      Price/Book (mrq)                   1.08
      ROE (ttm)                        -48.62
      Debt-to-Total Cap. (mrq)           6.52
      Fiscal Year End                 31-Dec

                                                   215 Depot Co Leesburg           VA              20175


      Key Executives
      CEO:      Liscouski, Robert
      CFO:      Boehmler, Chris
      COO:      McGann, William
      IR:       N/A
                                                           Noble Capital Markets, Inc.
      Source: Capital IQ, Noble Financial estimates, company filings
      Noble Senior Analyst                                 561-994-1191   noblecapitalmarkets.com
      Joe Gomes                                            MEMBERS: FINRA, SIPC, MSRB
      jgomes@noblecapitalmarkets.com                       Following the conference, complete video library of presentations will be
                                                           available at: channelchek.com | nobleconference.com
      (561) 999-2262


      Refer to the back of the book for disclosures
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