[RESEARCH BLOG] · 2026-07-17
Rail Vision Ltd. (RVSN) – Sell Signal Amid Crisis‑Mode Market Regime
By Pierre Brunelle · Founder & Research Lead
Rail Vision Ltd. closed at $4.23, up 4.70 % on the Friday session of 2026‑07‑17. The LOPJLB proprietary model now flags a SELL directional signal with a ‑5 composite score, situating the stock in a CRISIS market regime.
Recent News & Catalysts
- Rail Vision Announces Recent Major Achievements with Industry Leaders in the US and Local Markets – 2026‑06‑24
- Rail Vision Technology Integrated into Railserve’s Commercially Launched Industrial Railyard Safety System – 2026‑06‑03
- Rail Vision and Railserve, a Marmon Rail Company, Sign MOU to Expand Collaboration – 2026‑05‑29
- Rail Vision: Quantum Transportation Successfully Integrates Google’s Public Surface‑Code Dataset into its Quantum Error Correction Transformer – 2026‑05‑20
These releases highlight a series of “major achievements” with U.S. and local industry partners, including new contracts, pilot deployments, and technology integrations across Rail Vision’s core safety‑system portfolio.
Fundamentals and Valuation
Rail Vision’s valuation ratios sit at the extreme low‑end of the industrials spectrum, reflecting both its nascent revenue base and persistent profitability challenges. The trailing twelve‑month (TTM) price‑to‑earnings (P/E) ratio is ‑0.68, a negative figure driven by a net loss per share of $6.15 for the most recent fiscal year. The price‑to‑book (P/B) multiple of 0.40 suggests the market is pricing the company at less than half of its book value, a level that typically signals deep discounting but also raises questions about asset quality.
Enterprise value relative to earnings before interest, taxes, depreciation, and amortisation (EV/EBITDA) stands at 1.04, indicating that the firm’s enterprise value is only marginally above its operating cash‑flow proxy. However, the underlying EBITDA remains negative, so the ratio is more a reflection of the low enterprise value than of operating profitability.
Margins paint a stark picture. Gross margin has improved to 37.12 %, a notable rise from the sub‑30 % levels recorded in 2021‑2022, driven largely by higher‑margin software licensing and service contracts. Operating margin, however, is deeply negative at ‑789.2 %, and net margin sits at ‑746.5 %, underscoring that operating expenses and cost‑of‑goods‑sold far outpace revenue. The free‑cash‑flow (FCF) yield is ‑121.1 %, reflecting that cash outflows exceed earnings by a wide margin.
Return metrics are similarly distressed. Return on invested capital (ROIC) is ‑30.96 %, while return on equity (ROE) and return on assets (ROA) are ‑58.37 % and ‑49.24 %, respectively. The Altman Z‑score—a bankruptcy risk indicator—has slipped to ‑5.22, well below the threshold that typically signals heightened insolvency risk.
Despite the bleak profitability snapshot, revenue growth remains robust at 14.38 % year‑over‑year, buoyed by expanding contracts in Israel, Latin America, and the United States. The company’s balance sheet is relatively clean, with a debt‑to‑equity (D/E) ratio of 0.01 and an interest coverage ratio reported at 999.0, reflecting negligible debt‑service obligations.
| Metric | Value |
|---|---|
| P/E (TTM) | -0.68 |
| EV/EBITDA | 1.04 |
| Gross Margin | 37.12 % |
| Operating Margin | -789.2 % |
| Net Margin | -746.5 % |
| ROIC | -30.96 % |
| Altman Z‑score | -5.22 |
Historical Performance
A review of the past six fiscal years shows a volatile trajectory. In 2020 the company posted a loss per share of ‑$281.40 with a free‑cash‑flow deficit of ‑$2.27 M and a negative ROE of ‑182.3 %. Revenue was negligible, reflecting an early‑stage business model focused on R&D. By 2021, revenue rose to $0.888 M, yet earnings per share remained deeply negative at ‑$33.60, and operating margins widened to ‑1,159.1 %. The following year, revenue contracted to $0.421 M, and the gross margin turned sharply negative at ‑57.01 %, indicating cost overruns in product development.
2023 marked a turning point in gross profitability: the gross margin swung to 57.04 %, albeit on a modest revenue base of $0.142 M. However, operating and net margins remained severely negative, driven by high R&D spend and limited scale. In 2024, revenue surged to $1.30 M, and gross margin settled at 34.62 %, but operating losses still eclipsed earnings, with an operating margin of ‑692.6 %. The most recent fiscal year (2025) delivered $1.487 M in revenue, a 14.38 % increase, and the gross margin improved further to 37.12 %. Nevertheless, operating and net margins stayed in the ‑700 % range, and the company posted a net loss per share of ‑$6.15.
The earnings trajectory illustrates that while top‑line growth is accelerating, the cost structure has not yet aligned, resulting in persistently negative profitability and cash‑flow metrics.
Signal Interpretation
LOPJLB’s algorithmic engine assigns Rail Vision a SELL directional signal with a composite Score of –5, placing the stock in the CRISIS market regime. The underlying performance composite (PERF) is ‑32.30, indicating that recent price momentum and volatility have been adverse. The quality composite (FUND) sits at 12.74, reflecting the weak balance‑sheet and profitability fundamentals highlighted above.
The model’s factor breakdown shows a Value score of 16.00, a Growth score of 29.00, a GARP score of 18.40, and a Quality score of 12.74. The archetype is classified as Balanced, meaning the stock does not lean strongly toward any single factor tilt. In the current crisis regime, the algorithm places higher weight on downside risk and liquidity constraints, both of which are pronounced for RVSN given its negative margins, low market cap, and elevated bankruptcy risk (Altman Z‑score ‑5.22).
Investors are encouraged to consult the interactive chart above on the RVSN page for a visual representation of the signal overlays, and to review the full methodology at the LOPJLB site for a deeper understanding of the model inputs.
Closing Remarks
For a full quantitative snapshot, visit the dedicated stock page at lopjlb.com/stock/RVSN. Detailed earnings‑call transcripts (if available) can be accessed at lopjlb.com/stock/RVSN/earnings.md. To explore additional opportunities that meet specific factor criteria, use the LOPJLB screener.
The information provided herein is for research purposes only and does not constitute investment advice. All readers should conduct their own due diligence and consult professional advisors before making any investment decisions.
This post is independent quantitative research, not investment advice. LOPJLB signals are model outputs derived from price, volume, and fundamentals. Past backtests do not guarantee future results. Position sizing, execution, and risk management remain the reader's responsibility.