Saturday, May 23, 2026

The Stock That Went Shopping: The Quantum Computing Inc Story

This is the story of Quantum Computing Inc, built from the company’s own filings and investor materials. Unusually for a first pass told from the company’s own side of the record, where every story wears its best clothes, the tone here runs skeptical rather than bullish, because the numbers underneath the story kept undercutting the story it tells. That tension is the point of this piece. In future notes, I will test whether the acquisitions and the cash change the verdict, dig deeper into the substance underneath the narrative, and revise the thesis where the facts demand it. This is not a valuationEstimating what a company is actually worth, typically from its projected future cash flows., and it is not financial advice. The story, as I tell it here, is my own opinion. Do your own research, and decide for yourself whether you agree with me.

I have been reading the filings of Quantum Computing Inc, which trades as QUBT and brands itself QCi, and I want to start with the single pair of numbers that, to me, contains the entire story. In its 2025 fiscal year, the company reported total revenueThe total money a company brings in from sales, before any costs are subtracted. of $682 thousand. Not million. Thousand.¹ In that same year, it raised, by issuing 86.3 million new shares into a soaring stock, net proceedsGross proceeds is the total money raised in an offering; net proceeds is what is left after fees and costs. of $1.475 billion.¹ The company sold roughly two thousand dollars of stock for every one dollar of product it sold. As I write, its market capitalization sits somewhere around two and a half billion dollars.²

Hold those two numbers next to each other and you understand immediately that this is not, at heart, a technology story. It is a capital-markets story. The most accomplished thing Quantum Computing Inc has done, by a wide margin, is convince the market to hand it a fortune. The interesting question, the one that animates everything below, is what happens next: a company that learned how to raise the money before it learned how to build the business is now trying, with that money, to buy itself a business. Whether it can is the whole drama. Let me earn that.

A shell in many costumes

Most company stories begin with a founder and an idea. This one begins with a corporate shell that has worn whatever costume the moment rewarded.

The legal entity now called Quantum Computing Inc was incorporated in 2001 as Ticketcart, Inc., a seller of ink-jet cartridges. It later became Innovative Beverage Group Holdings, a beverage distributor, which lost a shareholder lawsuit alleging fraud and breach of fiduciary duty and fell into receivershipA court-appointed manager takes control of a failing company's assets..³ In 2018, Robert Liscouski, a former Department of Homeland Security official whose prior company, the explosives-detection firm Implant Sciences, had gone bankrupt, bought the dormant shell, redomiciled it in Delaware, executed a 200-to-1 reverse stock split, and renamed it Quantum Computing Inc.³ At that point the “quantum computing” company owned no quantum computer. It sold software, a platform called Qatalyst, meant to run on other companies’ machines.¹

The hardware, and the science, arrived in June 2022, when QCi acquired QPhoton in a stock deal valued at roughly $85 million.⁴ QPhoton was the vehicle of Yuping Huang, a physics professor at Stevens Institute of Technology and the founding director of its Center for Quantum Science and Engineering. Huang brought real photonicsA qubit made from particles of light (photons). Photonic machines can run at room temperature.: an “Entropy Quantum Computer,” a TFLNA promising photonics material that handles both light and electrical signals well. QUBT calls it a candidate 'silicon of the future.' chip ambition, two decades of funded research. He became Chief Quantum Officer, then Chairman and CEO. Liscouski’s contract as chief executive ended in January 2024, and he stayed on as a director.¹

I dwell on this lineage not to mock it but because it is the company’s DNA, and DNA matters. A business that has been ink-jet cartridges, then beverages, then quantum software, then quantum photonics is a business whose deepest competency is the pivot itself: the ability to find the theme the capital markets are paying for and to wear it convincingly. That competency is not nothing. In 2024 and 2025 it proved spectacularly valuable.

The change in fortune was financial

Every story needs a turn in the protagonist’s fortune, and QUBT’s turn is vivid. It is just not the turn the company’s slide deck implies.

Through 2024 and into 2025, quantum-computing stocks became one of the hottest themes on the market, and QUBT, with its on-the-nose tickerThe short symbol that identifies a stock on an exchange, such as IONQ or QBTS. and its “quantum” name, rode the wave as well as anyone. The stock, once a penny-stock afterthought, climbed into the double digits and beyond; by mid-2025 the public floatThe portion of a company's shares actually available for the public to trade. alone was valued at over $2.5 billion.² The company did the rational thing for a business whose product is partly its own equity: it sold that equity, aggressively and repeatedly, into the enthusiasm. The result is a balance sheet that looks nothing like the income statement. As of early 2026, QUBT held roughly $1.4 billion in cash and investmentsA company's readily available money plus investments it can sell quickly. against total liabilities of about $23 million and almost no debt.¹ In 2025 the interest incomeMoney earned from interest on a company's cash and investments. on that hoard, about $20.7 million, was thirty times the company’s actual revenueThe total money a company brings in from sales, before any costs are subtracted..¹

This is the genuine reversal of fortune, and it is real. A near-worthless shell became one of the best-capitalized small companies in the quantum space. But notice what kind of reversal it is. It is not that customers arrived, or that a product proved itself, or that a market opened. It is that the narrative became fundable, and the company funded itself. The change in fortune happened in the financing section of the cash-flow statement, not the operating section.

Now it goes shopping

Here is where the story becomes more interesting than a simple hype cautionary tale, and where I find myself genuinely uncertain rather than dismissive.

A company that raises a billion and a half dollars on a story has two choices. It can let the cash sit and hope the story holds, or it can spend the cash to build something real underneath the story before the story expires. QUBT has, to its credit, chosen the second path. Since late 2024 it has gone on an acquisition spree, using its inflated currency and its cash to buy actual photonicsA qubit made from particles of light (photons). Photonic machines can run at room temperature. businesses with actual products, patents, and customers.¹

The acquisitions, including the $110 million Luminar Semiconductor purchase in February 2026, are described in QCi’s FY2025 Form 10-KA company's detailed annual report filed with the U.S. SEC. and Q1 2026 Form 10-QA company's quarterly financial report filed with the U.S. SEC..¹⁵

The logic is coherent, and I want to state it fairly because it is the bull case. QUBT is trying to assemble a vertically integrated photonics platform: its own thin-film lithium niobate foundryA factory that manufactures chips. Owning one lets a company iterate its own hardware faster than outsourcing. in Tempe, Arizona (which it calls the first US-based TFLNA promising photonics material that handles both light and electrical signals well. QUBT calls it a candidate 'silicon of the future.' foundry, opened in early 2025), feeding chips and components into modules and systems built by the acquired subsidiaries, sold into defense, telecom, sensing, AI, and quantum markets.¹ TFLN, thin-film lithium niobate, is a genuinely promising material, sometimes called a candidate to be “the silicon of the future” for photonics, because it combines strong electro-opticA material's ability to change how it handles light when a voltage is applied. Useful for photonic chips. properties with compatibility with standard chip fabrication. And the company’s flagship machines, the Dirac-3 “entropy quantum computer” for optimization and a photonic reservoir computer for AI at the edge, run at room temperature and very low power, which is a real potential advantage over the cryogenic systems that dominate the rest of quantum computing.⁶

So the transformation under way is from a story stock into something that could, plausibly, become a real photonics-and-defense-components company with a quantum option attached. That is a more respectable destination than the skeptics allow.

The founder, and the question of fit

QUBT is leader-driven, and its leadership tells you a lot about which way the story breaks.

Yuping Huang is the scientific founder, and his credentials are real: a working physicist with roughly $30 million of funded research across DARPAThe U.S. Defense Advanced Research Projects Agency, which funds high-risk, frontier research., NSF, NASA, and the Department of Defense.⁶ His is a Charisma narrative crossed with an academic one, the professor with a vision to put “quantum in the hands of a billion people.”⁶ The honest question is not whether Huang is a real scientist. He is. The question is whether a physics professor is the right person to run what has become a holding company: five acquired subsidiaries across six states, a fab to scale, a billion and a half dollars to allocate, and integration to execute. That is an operator’s job, an industrialist’s job, and nothing in the company’s history demonstrates it can do that job yet.

And the company’s history is the second character. The capital-markets instinct that built QUBT, the shell-buying, the reverse splitCombining shares (for example 10 old shares into 1 new one) to lift the per-share price, often to avoid delisting., the theme-chasing, came from Robert Liscouski, whose narrative is the Connections type: the operator who knows how to take a shell to market and tell a fundable story. That instinct raised the $1.5 billion. Whether it can spend the $1.5 billion wisely is a different muscle entirely. The governance signals here deserve a clear-eyed look: the company disclosed material weaknessesAn official admission that a company's financial-reporting safeguards have a serious flaw. in its internal control over financial reporting for both 2023 and 2024, its Chief Financial Officer doubles as its General Counsel, and the QPhoton founders received warrantsContracts giving the right to buy a company's stock at a set price later. Common in SPAC deals. exercisable at $0.0001 per share, which is to say essentially free stock.¹ None of these is disqualifying on its own. Together they describe a company whose financial controls and incentives are still those of a young, founder-dominated firm, not those of the multi-billion-dollar enterprise its market value implies.

The Why, examined honestly

The most important section of any story is the Why: the reason the company wins and keeps winning. With QUBT I have to be straight, because the Why is exactly what the filings do not yet support.

The claimed moatA durable advantage that protects a company from competitors, like the moat around a castle. is fourfold: the only US-based TFLNA promising photonics material that handles both light and electrical signals well. QUBT calls it a candidate 'silicon of the future.' foundryA factory that manufactures chips. Owning one lets a company iterate its own hardware faster than outsourcing., the only pure-play nonlinear quantum-optics public company, room-temperature and low-power machines, and a vertically integrated stack. Those are real differentiators if they convert into products customers buy at a profit. But $682 thousand of annual revenueThe total money a company brings in from sales, before any costs are subtracted. at a 10 percent gross marginThe share of revenue left after the direct cost of making the product. A negative gross margin means selling at a loss. is not the fingerprint of a moat; it is the fingerprint of a company that has not yet sold anything at scale.¹ And the most recent quarter is, if anything, more sobering on the unit economics: Q1 2026 revenue jumped to $3.7 million, but essentially all of that increase is acquired, not organic, it came from the businesses QUBT bought, and it was booked at a negative gross margin.⁵ The company sold its products and services for less than they cost to deliver. The 10-K describes QUBT, in its own words, as “a development stage company with limited operations and revenue.”¹ That is the company’s own life-cycle verdict, and it is the correct one.

This is also where I have to give the bear case its hearing, because it is part of the public record. The short-sellingBetting that a stock will fall. Short sellers often publish critical research to push a price down. firm Iceberg Research has published repeated reports against QUBT, in 2022 and again in late 2024, calling the foundry business one that would “amount to nothing” and describing the company in language as harsh as “perma-scam” and “pump and dumpA scheme of hyping a stock to inflate its price, then selling into the hype. Often fraudulent..”⁷ I do not adopt that conclusion, the acquired businesses and the cash are real in a way a pure fraud’s would not be, but an honest story cannot pretend the accusation was never made, by a credible adversary, more than once.

So run the three-part test. Is QUBT’s vision possible? Yes. PhotonicsA qubit made from particles of light (photons). Photonic machines can run at room temperature. is real, TFLN is promising, and the acquired subsidiaries are genuine businesses. Is it plausible that QUBT becomes a leading vertically integrated photonics company? Marginally, and only on the strength of the acquisitions and the cash, not the organic “quantum” products, which remain pre-commercial. Is it probable, the single most likely outcome among the plausible ones? No, not in its grand form. The most likely outcome, on the evidence, sits in a wide cone: at the optimistic end, the $1.5 billion successfully buys and integrates a real mid-sized photonics-and-defense business that grows into a fraction of today’s valuationEstimating what a company is actually worth, typically from its projected future cash flows.; at the pessimistic end, operating losses and dilutive deals consume the cash while the quantum story never converts, and the stock re-rates toward the substance. The grand version, “QUBT leads the quantum-photonics revolution,” does not clear Probable. It barely clears Plausible. The discipline this company demands is to be neither repelled by its checkered lineage nor seduced by its quantum vocabulary: the cash and the acquisitions are real, the organic product traction is not.

The story, told in value drivers

A story is only honest if every claim points to a number. Here is the bridge from this narrative to the drivers a valuationEstimating what a company is actually worth, typically from its projected future cash flows. would need.

What would change this story

The feedback loop matters more here than for almost any company I can think of, because the story is young and the gap between price and substance is so wide.

A Break, the event that decimates the narrative, is specific and identifiable: the quantum-stock enthusiasm fading to the point that QUBT can no longer issue shares at high prices. For a company whose demonstrated core competency is raising capital on a story, losing access to that capital is the existential risk, far more than any single product failure. A confirmation of the short-sellers’ allegations, or a large writedownCutting the recorded value of an asset (such as goodwill) when it turns out to be worth less than booked. of the roughly $147 million of goodwillThe premium a buyer pays above the hard, tangible value of an acquired company, recorded on the balance sheet. now sitting on the balance sheet, would belong in the same category.⁵

A Change, a fundamental reshaping that does not kill the story, would be the acquisitions actually integrating into a coherent, growing, profitably run photonicsA qubit made from particles of light (photons). Photonic machines can run at room temperature. and defense-components business. If that happens, the archetype completes its move from story stock to real company, and QUBT becomes something the market can value on cash flows rather than on hope. That is the bull’s dream, and it is not impossible.

A Shift, the smaller adjustment, is the quarterly evidence to watch: revenueThe total money a company brings in from sales, before any costs are subtracted. from the acquired subsidiaries, external bookingsThe value of new orders signed during a period, which may be recognized as revenue only later. at the TFLNA promising photonics material that handles both light and electrical signals well. QUBT calls it a candidate 'silicon of the future.' foundryA factory that manufactures chips. Owning one lets a company iterate its own hardware faster than outsourcing., Dirac-3 cloud uptake, the gross marginThe share of revenue left after the direct cost of making the product. A negative gross margin means selling at a loss. turning positive, and the rate at which the company burns its billion and a half against the day it has to raise more.

I will end where I began. Quantum Computing Inc raised $1.475 billion in a single year against $682 thousand of revenue, and it is now spending that money to buy itself the company it told investors it already was. That is an unusual order of operations, and it is the most honest way to understand the business: capital first, company later. The cash is real, the acquired businesses are real, and the TFLN ambition is not absurd. But the organic story that funded all of it remains, by the company’s own admission, pre-commercial, and the lineage that built it has chased hot themes before. The $1.5 billion question is whether a company that mastered the narrative can now master the far harder discipline of operations before the narrative that paid for everything runs out. That question is genuinely open, and anyone who tells you they already know the answer is selling you a story of their own.

Sources & notes

1. Quantum Computing Inc FY2025 Form 10-K (fiscal year ended December 31, 2025): total revenue of $682 thousand at roughly a 10% gross margin; 86.3 million shares issued for net proceeds of $1.475 billion; about $1.4 billion in cash and investments against roughly $23 million of total liabilities; interest income of about $20.7 million; the Qatalyst software platform; Yuping Huang’s background and his path from Chief Quantum Officer to Chairman and CEO, with Robert Liscouski’s CEO contract ending in January 2024; the AZ Chips thin-film-lithium-niobate foundry in Tempe, Arizona; the acquisition program, including the $110 million Luminar Semiconductor purchase in February 2026; the “development stage company with limited operations and revenue” self-description; and the governance items (material weaknesses in internal control over financial reporting for 2023 and 2024, the combined CFO and General Counsel role, and the $0.0001 founder warrants).
2. QUBT traded in the roughly $10 to $12 range in mid-May 2026, for a market capitalization of approximately $2.4 to $2.8 billion, well below its mid-2025 levels but still vastly above its revenue base; its public float was valued at about $2.55 billion at $19.17 per share as of June 30, 2025 (per the FY2025 10-K). Yahoo Finance and Public.com, finance.yahoo.com/quote/QUBT and public.com/stocks/qubt/market-cap.
3. The entity now called Quantum Computing Inc was incorporated in 2001 as Ticketcart, Inc., later became Innovative Beverage Group Holdings, fell into receivership after a shareholder fraud and fiduciary-duty suit, and was acquired and renamed by Robert Liscouski in 2018 (with a 200-to-1 reverse split and a redomicile to Delaware). Company press-release archive and contemporaneous coverage, quantumcomputinginc.com.
4. QCi acquired QPhoton in June 2022 in a stock-for-stock transaction valued at roughly $85 million, bringing in founder Yuping Huang. The Quantum Insider, June 16, 2022, thequantuminsider.com.
5. Quantum Computing Inc Q1 2026 Form 10-Q (quarter ended March 31, 2026): first-quarter revenue of about $3.7 million, almost entirely from acquired businesses and booked at a negative gross margin (a gross loss); and the goodwill (roughly $147 million) and balance-sheet position following the acquisitions.
6. QCi investor presentation (May 2026): the Dirac-3 entropy quantum computer (rack-mounted, under 80 watts, room temperature) and the photonic reservoir computer; the vertically integrated photonics-stack positioning; the “quantum in the hands of a billion people” vision; and Yuping Huang’s roughly $30 million of funded research across DARPA, NSF, NASA, and the Department of Defense.
7. Short-seller Iceberg Research published critical reports on QUBT in October 2022 and November 2024 (the latter titled “Quantum Computing Inc.: the Phantom Chip Foundry”), using language including “perma-scam” and arguing the foundry business would “amount to nothing.” These are the short-seller’s allegations, reported here as part of the public record, not findings I adopt. Iceberg Research, iceberg-research.com.
8. Global Photonic Integrated Circuit (PIC) market sizing cited by QCi from Fortune Business Insights (March 2026): $17.36 billion in 2025 growing to $86.44 billion by 2034, a roughly 20.8 percent CAGR.