SVCO

We rate Silvaco Group, Inc. (SVCO) as Avoid with a composite score of 30.4/100 at a current price of $3.40. 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 stability (37th percentile) and momentum (35th percentile), which together account for the majority of the composite score. Offsetting weakness in value (15th percentile) and investment (18th percentile) tempers our overall conviction. We assign a No Moat rating (38/100), Very High uncertainty, and Poor capital allocation.

Key items to watch: momentum to confirm whether the current price trend has legs; sustainability of the current growth rate; the path to profitability. 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.

Silvaco Group, 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 30.4/100 places it at rank #4502 in our full 7,333-stock universe. At $164M in market capitalization, Silvaco Group, 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 25%, though momentum at the 35th 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 76% (+15.9pp vs sector) narrow to operating margins of -85% (-88.5pp vs sector) and net margins of -75.7%, yielding a gross-to-net conversion rate of -100%. 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 $3.40, Silvaco Group, Inc. is trading at a premium to fundamental value. Our value factor score of 15/100 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 P/B of 1.4x, P/S of 1.9x. We evaluate these multiples in the context of both absolute levels and sector-relative positioning to form our valuation view.

We assign a Very High uncertainty rating to Silvaco Group, Inc.. The stock exhibits multiple compounding risk factors: elevated market sensitivity (beta of 1.60), current negative profitability (net margin -75.7%), below-average price stability (37th 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 1.60); current negative profitability (net margin -75.7%); below-average price stability (37th percentile); weak quality scores (33th 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 37th percentile and quality factor at the 33th percentile provide a quantitative summary of the overall risk landscape.

Key risk mitigants include: healthy gross margins of 76% provide a buffer against cost pressures. 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 Silvaco Group, Inc.'s capital allocation as Poor. Key concerns include low returns on equity (-51.2%), negative profitability, weak asset returns (ROA -31.0%). Exemplary capital allocators generate ROE above 20% and maintain conservative leverage — Silvaco Group, 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, Silvaco Group, Inc. receives a Avoid rating with a composite score of 30.4/100 (rank #4502 of 7,333). Our quantitative framework assigns a No Moat (38/100, trend: stable), Very High uncertainty, and Poor capital allocation. The average factor score across quality, value, momentum, stability, and investment is 28/100.

Our analysis does not support a constructive view on Silvaco Group, 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.