Eos Energy Enterprises, Inc.
EOSE scores 24.7 on the Aggressive profile, blending a fundamental score (55% weight, emphasizing growth and momentum (91% of fundamental weight)) with a machine-learning signal (45% weight) trained on 82 features across 30 years of data.
Moderate penalties (-4.4 points) reflect identified risk factors. The overall score balances these against the stock's fundamental strengths.
These features are direct inputs to the machine learning model. The model was trained on these signals alongside 100 features (including 12 momentum/technical indicators) to produce the ML percentile score.
| Stock | Score | P/E | Rev Growth | Margin | Mkt Cap |
|---|---|---|---|---|---|
| EOSE | 24.7 | N/A | -4.7% | -1760.7% | $2.6B |
| FER | 83.7 | 12.2 | 7.4% | 35.3% | $51.9B |
| NDSN | 76.3 | 35.1 | 3.8% | 17.4% | $16.6B |
| OMAB | 76.1 | 20.1 | 4.3% | 32.7% | $6.2B |
| ODFL | 75.8 | 39.8 | -0.9% | 20.4% | $40.6B |
| FAST | 72.7 | 42.6 | 8.7% | 15.3% | $53.3B |
| WWD | 70.9 | 47.8 | 7.3% | 12.4% | $22.8B |
| CSX | 70.9 | 26.5 | -3.1% | 20.5% | $76.0B |
| LECO | 70.9 | 31.5 | -4.4% | 11.6% | $16.2B |
| CTAS | 70.4 | 41.9 | 7.7% | 17.5% | $77.7B |
| PCAR | 70.4 | 28.2 | -4.2% | 12.4% | $66.7B |
| RYAAY | 69.7 | 13.0 | 3.8% | 11.6% | $34.3B |
| CPRT | 69.1 | 23.0 | 9.7% | 33.4% | $36.3B |
| FELE | 68.5 | 35.5 | -2.1% | 8.9% | $4.8B |
| AEIS | 67.8 | 81.2 | 21.4% | 8.3% | $11.9B |
| IESC | 67.7 | 30.9 | 16.9% | 9.1% | $10.3B |
| Sector Average | 45.2 | 64.5 | 19.0% | -48.2% | — |
Eos Energy Enterprises, Inc. designs, manufactures, and deploys battery storage solutions for utility, commercial and industrial, and renewable energy markets in the United States. It offers stationary battery storage solutions. The company's flagship product is the Eos Znyth DC battery system designed to meet the requirements of the grid-scale energy storage market. Eos Energy Enterprises, Inc. was founded in 2008 and is headquartered in Edison, New Jersey.
Stock is in an uptrend above the 200-day moving average. This is the stage where institutional accumulation typically occurs. The 50-day SMA provides support.
| Metric | Q3 2025 | Q2 2025 | Q1 2025 | Q4 2024 |
|---|---|---|---|---|
| Revenue | $31M | $15M | $10M | $7M |
| Gross Profit | $-34M | $-31M | $-25M | $-24M |
| Operating Income | $-61M | $-64M | $-53M | $-52M |
| Net Income | $-641M | $-223M | $15M | $-268M |
| EPS (Diluted) | $-4.91 | $-1.05 | $-0.20 | $-2.22 |
| Gross Margin | -111.2% | -203.2% | -234.7% | -324.0% |
| Operating Margin | -200.6% | -419.1% | -506.2% | -712.8% |
| Net Margin | -2102.1% | -1463.2% | 144.7% | -3696.7% |
| Year | Low | High | Range | Status |
|---|---|---|---|---|
| 2021 | $7.43 | $23.17 | 102.9% | Wide |
| 2022 | $0.96 | $7.92 | 157% | Wide |
| 2023 | $0.93 | $5.67 | 143.9% | Wide |
| 2024 | $0.61 | $5.42 | 159.5% | Wide |
| 2025 | $3.07 | $19.86 | 146.4% | Wide |
Growth estimates have been dampened based on technical and fundamental signals. This is a post-hoc adjustment to prevent overly optimistic projections for stocks showing declining momentum or deteriorating fundamentals.
Scores are generated by a multi-stage ML pipeline combining fundamental analysis, ensemble predictions, and structural risk signals. All data is for research purposes only and does not constitute financial advice. Past performance does not guarantee future results.