Asset Manager

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Quantum Computing Inc.

Publicly traded quantum-software firm selling SaaS optimization tools to enterprises. NASA contract in 2025; led by Robert Liscouski.

Quantum Computing Inc.

Quantum Computing Inc. was founded in 2001 as a specialty finance company and underwent a radical strategic shift in 2018 under CEO Robert Liscouski, moving into quantum software. The firm went public via a direct Nasdaq listing in 2021 and now operates out of Leesburg, Virginia. Its core mission is to democratize quantum-classical hybrid computing by offering cloud-accessible software rather than requiring clients to purchase cryogenic hardware. Public disclosures confirm that the company's wealth chain ties back to public market shareholders, not a single-family fortune. The firm's deployment focus sits at the intersection of quantum-ready reservoir computing and constrained optimization. Instead of requiring full fault-tolerant quantum machines, QCi's software runs on room-temperature photonic hardware and classical GPUs, targeting logistics routing, drug-discovery ligands, and network security anomaly detection. Confirmed products include Qatalyst, a SaaS platform that allows users to submit optimization problems without writing quantum circuits, and Dirac, an entropy-based AI engine for financial forecasting. QCi positions its stack as compatible with existing enterprise data infrastructure — notably touting cybersecurity applications via its QPhoton acquisition — but it has disclosed limited revenue by material public-company standards. As of mid-2026, the company is a lean operation with fewer than fifty confirmed employees and no disclosed outside offices. Public filings confirm Robert Liscouski as chairman and CEO, with Dr. William McGann serving as COO and CTO since the 2021 acquisition of QPhoton, a photonic-quantum startup McGann founded. In January 2025, the company announced a contract with NASA's Goddard Space Flight Center to apply Dirac to climate-data analysis, the most prominent institutional validation of its platform to date. The firm has not disclosed any direct investments in external startups, operating-company entities, or adjacent philanthropic vehicles. QCi's structural differentiator is its rare positioning as a publicly traded quantum-software pure-play that sells optimization-as-a-service, not consulting hours or custom hardware. Unlike IBM or IonQ, it does not compete on qubit counts; unlike D-Wave, it does not advance annealing hardware. Instead, it aims to be the quantum middleware layer — a software wrapper that makes hybrid stochastic solvers usable by logistics directors and fraud analysts. This architecture creates low customer switching costs but also exposes QCi to acute commercial adoption risk in a sector where enterprise proof-of-concept budgets are cyclical.

General information

Firm type

Asset Manager

Year founded

2001

AUM

Undisclosed

Location

Region

North America

Country

United States

City

Leesburg

Corporate office

Leesburg, VA, United States

Principals

Robert Liscouski

President, CEO & Chairman

Dr. William McGann

Chief Operating & Technology Officer

Sector focus

Enterprise SoftwareAI/ML

Frequently asked questions

Is Quantum Computing Inc. a hardware company or a software company?

It is a quantum-software company. QCi sells cloud-based platforms — Qatalyst and Dirac — that solve optimization and AI problems by leveraging photonic acceleration and classical GPUs. The firm does not build or sell dilution refrigerators or superconducting qubit chips. Its 2021 acquisition of QPhoton added photonic integrated-circuit capability, but the commercial product remains software-as-a-service.

How does QCi make money if quantum computing is still early?

The firm reports revenue from paid proof-of-concept engagements and recurring SaaS subscriptions for its optimization platform. Revenue remains modest — public filings consistently classify it as an emerging growth company with limited commercial adoption. QCi does not require clients to own quantum hardware, which shortens sales cycles, but its revenue prospects depend on enterprise willingness to operationalize quantum-ready tools before fault-tolerant hardware arrives.

What does the NASA contract actually entail?

In January 2025, QCi disclosed a contract with NASA Goddard to deploy its Dirac entropy AI system for analyzing large-scale climate datasets. The announcement described an application in satellite data processing, where Dirac's approach — using entropy-based pattern recognition on photonic hardware — aims to improve image reconstruction throughput. Financial terms were not released, and the firm has not announced follow-on government contracts.

Who runs investment decisions at Quantum Computing Inc.?

QCi is an operating company, not an investment firm, so it does not have a CIO or allocation committee. Strategic decisions, including the 2021 QPhoton acquisition and the shift into quantum software, are executed by CEO Robert Liscouski and COO/CTO Bill McGann under board oversight. As a publicly traded company, material transactions require board approval and SEC disclosure.

How is Quantum Computing Inc. different from IonQ or Rigetti?

IonQ and Rigetti manufacture quantum processors and sell access via cloud partners — they are fundamentally hardware plays measured by qubit count and gate fidelity. QCi writes optimization software that abstracts away the hardware layer entirely. Its platform runs on in-house photonic cores but is positioned as hardware-agnostic, meaning a customer's procurement decision is about the software API, not the physical qubit architecture.

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