QUBT

We rate Quantum Computing Inc. (QUBT) as Avoid with a composite score of 35.3/100 at a current price of $8.10. The stock falls in the bottom quintile of our universe across key quantitative factors, and the multi-factor weakness suggests a high probability of continued underperformance.

The rating is primarily driven by strength in momentum (53th percentile) and investment (38th percentile), which together account for the majority of the composite score. Offsetting weakness in stability (17th percentile) and value (25th percentile) tempers our overall conviction. We assign a No Moat rating (32/100), Very High uncertainty, and Poor capital allocation.

Key items to watch: sustainability of the current growth rate; the path to profitability; valuation compression risk if growth disappoints. Any material change in these dynamics could warrant a reassessment of our rating. The moat trend is stable, which suggests the competitive landscape is stable for now.

Quantum Computing Inc. holds a top-quartile position (#0 of 50) within the Services sector, based on our composite quantitative scoring across quality, value, momentum, and stability factors. The composite score of 35.3/100 places it at rank #4086 in our full 7,333-stock universe. At N/A in market capitalization, Quantum Computing Inc. is a small-cap player in the Services space, which limits certain scale advantages but may allow for more agile strategic execution.

Revenue is growing at 110%, though momentum at the 53th percentile suggests the market has not yet fully recognized this trajectory. This potential disconnect between fundamental improvement and market recognition could represent an opportunity for patient investors if the growth trend persists.

The margin cascade tells an important story: gross margins of 29% (-30.2pp vs sector) narrow to operating margins of -11503% (-11506.9pp vs sector) and net margins of -5315.4%, yielding a gross-to-net conversion rate of -18069%. The significant margin erosion from gross to net suggests elevated operating expenses, high interest costs, or other structural drags that warrant monitoring.

At a current price of $8.10, Quantum Computing Inc. is trading at a premium to fundamental value. Our value factor score of 25/100 reflects a composite assessment across multiple valuation metrics including price-to-earnings, price-to-book, EV/EBITDA, and price-to-sales ratios relative to both sector peers and the broader market. The premium valuation implies the market is pricing in significant future growth or quality improvements that are not yet fully reflected in current fundamentals.

The stock currently trades at a P/E of 788.0x (a 3219% premium to the sector median of 23.7x), P/B of 2.0x, P/S of 3026.6x. The above-sector P/E multiple suggests the market is pricing in superior growth or quality, which our analysis finds only partially justified by current fundamentals.

We assign a Very High uncertainty rating to Quantum Computing Inc.. The stock exhibits multiple compounding risk factors: elevated market sensitivity (beta of 2.35), current negative profitability (net margin -5315.4%), below-average price stability (17th percentile). The extreme uncertainty around future cash flows makes precise valuation difficult, and the range of outcomes is exceptionally wide. Only investors with high risk tolerance and extended time horizons should consider this name.

Specific risk factors that inform our assessment include: elevated market sensitivity (beta of 2.35); current negative profitability (net margin -5315.4%); below-average price stability (17th percentile); weak quality scores (31th percentile). Each of these factors independently widens the distribution of potential outcomes, and in combination they create a risk profile that demands careful position sizing. The stability factor at the 17th percentile and quality factor at the 31th percentile provide a quantitative summary of the overall risk landscape.

Key risk mitigants include: conservative leverage (2% D/E) limits balance sheet risk. These factors partially offset the identified risks and provide downside protection in adverse scenarios. On balance, the risk-reward profile warrants caution and disciplined position management.

We rate Quantum Computing Inc.'s capital allocation as Poor. Key concerns include low returns on equity (-2.6%), negative profitability, weak asset returns (ROA -2.5%). Exemplary capital allocators generate ROE above 20% and maintain conservative leverage — Quantum Computing Inc. significantly underperforms these benchmarks, raising questions about management's ability to create shareholder value.

Investors should scrutinize management's reinvestment decisions and balance sheet trajectory before committing capital. Poor capital allocation often compounds over time: overlevered balance sheets limit strategic flexibility, while low returns on capital destroy shareholder value. We would need to see sustained improvement in profitability metrics and balance sheet discipline before considering an upgrade.

In summary, Quantum Computing Inc. receives a Avoid rating with a composite score of 35.3/100 (rank #4086 of 7,333). Our quantitative framework assigns a No Moat (32/100, trend: stable), Very High uncertainty, and Poor capital allocation. The average factor score across quality, value, momentum, stability, and investment is 33/100.

Our analysis does not support a constructive view on Quantum Computing Inc. at this time. The combination of limited competitive advantages, very high uncertainty, and poor capital allocation suggests unfavorable risk-reward at current levels. We recommend investors avoid new positions and existing holders consider reducing exposure.