EOSE

Eos Energy Enterprises, Inc.

There isn't enough reported data to score EOSE yet.

RIVN

Rivian Automotive, Inc.

53
Fundamentals56/ 100
Valuation50/ 100
Upside potential61/ 100
Risk potential31/ 100

RIVN lost money over the past year, so it has no meaningful PE right now. Analysts expect losses to shrink, though they disagree widely on how much.

EOSE Fundamentals

MetricStatus
Healthy
Weak
Weak
Unavailable

EOSE's revenue is currently healthy, but its profitability and cash flow are weak. There isn't enough data to rate its balance sheet.

RIVN Fundamentals

MetricStatus
Healthy
Weak
Weak
Unavailable

RIVN's revenue is currently healthy, but its profitability and cash flow are weak. There isn't enough data to rate its balance sheet.

EOSE PE Valuation

EOSE has no meaningful PE right now: it lost money over the past year.

RIVN PE Valuation

RIVN has no meaningful PE right now: it lost money over the past year.

EOSE Forward outlook

MetricOutlook
--
Losses shrinking
Strong growth
--
Limited
Low

Analysts expect EOSE's losses to shrink, with revenue growing. However, they disagree widely on these estimates.

RIVN Forward outlook

MetricOutlook
--
Losses shrinking
Strong growth
Strongly improving
Limited
Low

Analysts expect RIVN's losses to shrink, with revenue growing. However, they disagree widely on these estimates.

EOSE Risk to reward

ScenarioChangePrice
UpsideUnknown—
DownsideUnknown—

Calculated from the latest close: $1.81 on Nov 12.

There is not enough scenario data to compare EOSE and RIVN's risk to reward.

RIVN Risk to reward

ScenarioChangePrice
Upside+49%$19.04
Downside-31%$8.82

Calculated from the latest close: $12.80 on Nov 12.

There is not enough scenario data to compare EOSE and RIVN's risk to reward.

EOSE Earnings Per Share

Q4 2024: $-4.55
Q4 2024: $-4.55
QuarterTTM EPSYoY
Q3 2023-$2.69+$0.85
Q2 2023-$3.76-$1.00
Q1 2023-$3.65-$0.86
Q4 2022-$3.68-$1.32
Q3 2022-$3.54+$5.19

RIVN has the stronger earnings trend. Trailing diluted EPS is down 224% for EOSE versus RIVN down 173%.

RIVN Earnings Per Share

Q4 2023: $-5.74Q1 2024: $-5.77Q2 2024: $-5.96Q3 2024: $-5.60Q4 2024: $-4.69Q1 2025: $-3.69Q2 2025: $-3.20Q3 2025: $-3.08Q4 2025: $-3.07Q1 2026: $-2.92Q2 2026: $-2.58Q3 2026: $-2.25
Q4 2023: $-5.74Q1 2024: $-5.77Q2 2024: $-5.96Q3 2024: $-5.60Q4 2024: $-4.69Q1 2025: $-3.69Q2 2025: $-3.20Q3 2025: $-3.08Q4 2025: $-3.07Q1 2026: $-2.92Q2 2026: $-2.58Q3 2026: $-2.25
QuarterTTM EPSYoY
Q3 2026-$2.25+$0.83
Q2 2026-$2.58+$0.62
Q1 2026-$2.92+$0.77
Q4 2025-$3.07+$1.62
Q3 2025-$3.08+$2.52
Q2 2025-$3.20+$2.76
Q1 2025-$3.69+$2.08
Q4 2024-$4.69+$1.05

RIVN is still losing money, but far less than before: $2.25 per share over the past year, against $7.40 at its worst in late 2022.

EOSE Quarterly Revenue

Q4 2023: $7MQ1 2024: $7MQ2 2024: $898,000Q3 2024: $854,000Q4 2024: $7MQ1 2025: $10MQ2 2025: $15MQ3 2025: $31MQ4 2025: $58MQ1 2026: $57MQ2 2026: $69MQ3 2026: $83M
Q4 2023: $7MQ1 2024: $7MQ2 2024: $898,000Q3 2024: $854,000Q4 2024: $7MQ1 2025: $10MQ2 2025: $15MQ3 2025: $31MQ4 2025: $58MQ1 2026: $57MQ2 2026: $69MQ3 2026: $83M
QuarterRevenueYoY
Q3 2026$82.7M+171%
Q2 2026$68.8M+351%
Q1 2026$57M+445%
Q4 2025$58M+700%
Q3 2025$30.5M+3473%
Q2 2025$15.2M+1597%
Q1 2025$10.5M+58%
Q4 2024$7.3M+9.7%

EOSE has the edge over RIVN on sales, with more consistent year-over-year improvement.

RIVN Quarterly Revenue

Q4 2023: $1.3BQ1 2024: $1.2BQ2 2024: $1.2BQ3 2024: $874MQ4 2024: $1.7BQ1 2025: $1.2BQ2 2025: $1.3BQ3 2025: $1.6BQ4 2025: $1.3BQ1 2026: $1.4BQ2 2026: $1.7BQ3 2026: $2.2B
Q4 2023: $1.3BQ1 2024: $1.2BQ2 2024: $1.2BQ3 2024: $874MQ4 2024: $1.7BQ1 2025: $1.2BQ2 2025: $1.3BQ3 2025: $1.6BQ4 2025: $1.3BQ1 2026: $1.4BQ2 2026: $1.7BQ3 2026: $2.2B
QuarterRevenueYoY
Q3 2026$2.2B+38%
Q2 2026$1.7B+27%
Q1 2026$1.4B+11%
Q4 2025$1.3B-26%
Q3 2025$1.6B+78%
Q2 2025$1.3B+13%
Q1 2025$1.2B+3%
Q4 2024$1.7B+32%

RIVN's revenue is growing: $2.2B last quarter, up 38% from the same quarter a year ago.

EOSE Free Cash Flow

Q4 2023: −$46MQ1 2024: −$45MQ2 2024: −$33MQ3 2024: −$54MQ4 2024: −$56MQ1 2025: −$34MQ2 2025: −$73MQ3 2025: −$83MQ4 2025: −$75MQ1 2026: −$155MQ2 2026: −$107MQ3 2026: −$105M
Q4 2023: −$46MQ1 2024: −$45MQ2 2024: −$33MQ3 2024: −$54MQ4 2024: −$56MQ1 2025: −$34MQ2 2025: −$73MQ3 2025: −$83MQ4 2025: −$75MQ1 2026: −$155MQ2 2026: −$107MQ3 2026: −$105M
QuarterFree cash flowYoY
Q3 2026-$105.1M-$22.4M
Q2 2026-$107.4M-$34.3M
Q1 2026-$154.8M-$121M
Q4 2025-$75.2M-$19.5M
Q3 2025-$82.7M-$28.5M
Q2 2025-$73.2M-$40.6M
Q1 2025-$33.8M+$10.7M
Q4 2024-$55.8M-$10.2M

EOSE has burned cash in almost every quarter: −$443M over the past year, against −$246M the year before.

RIVN Free Cash Flow

Q4 2023: −$1.4BQ1 2024: −$1.5BQ2 2024: −$1BQ3 2024: −$1.2BQ4 2024: $856MQ1 2025: −$526MQ2 2025: −$398MQ3 2025: −$421MQ4 2025: −$1.1BQ1 2026: −$1.1BQ2 2026: −$849MQ3 2026: −$1.1B
Q4 2023: −$1.4BQ1 2024: −$1.5BQ2 2024: −$1BQ3 2024: −$1.2BQ4 2024: $856MQ1 2025: −$526MQ2 2025: −$398MQ3 2025: −$421MQ4 2025: −$1.1BQ1 2026: −$1.1BQ2 2026: −$849MQ3 2026: −$1.1B
QuarterFree cash flowYoY
Q3 2026-$1.1B-$703M
Q2 2026-$849M-$451M
Q1 2026-$1.1B-$549M
Q4 2025-$1.1B-234%
Q3 2025-$421M+$732M
Q2 2025-$398M+$639M
Q1 2025-$526M+$997M
Q4 2024$856M+$2.3B

RIVN has the edge over EOSE on cash flow, with more consistent year-over-year improvement.

EOSE Total Shares

Q1 2024: 201MQ2 2024: 211MQ3 2024: 217MQ4 2024: 212MQ2 2025: 238MQ3 2025: 272MQ2 2026: 340MQ3 2026: 553M
Q1 2024: 201MQ2 2024: 211MQ3 2024: 217MQ4 2024: 212MQ2 2025: 238MQ3 2025: 272MQ2 2026: 340MQ3 2026: 553M
PeriodChange %Net change
Quarterly+63%+213M shares
1 year+161%+341M shares
3 years+888%+497M shares

EOSE has 553M diluted shares, up 161% from a year ago.

RIVN Total Shares

Q4 2023: 947MQ1 2024: 978MQ2 2024: 1BQ3 2024: 1BQ4 2024: 1BQ1 2025: 1.1BQ2 2025: 1.2BQ3 2025: 1.2BQ4 2025: 1.2BQ1 2026: 1.2BQ2 2026: 1.3BQ3 2026: 1.4B
Q4 2023: 947MQ1 2024: 978MQ2 2024: 1BQ3 2024: 1BQ4 2024: 1BQ1 2025: 1.1BQ2 2025: 1.2BQ3 2025: 1.2BQ4 2025: 1.2BQ1 2026: 1.2BQ2 2026: 1.3BQ3 2026: 1.4B
PeriodChange %Net change
Quarterly+9.1%+121M shares
1 year+19%+226M shares
3 years+52%+494M shares

RIVN has the edge over EOSE on shareholder dilution, with a more favorable share count trend.

EOSE Net Leverage

EOSE's operating earnings (EBITDA) were negative over the past year, so its debt can't be measured against them.

RIVN Net Leverage

RIVN's operating earnings (EBITDA) were negative over the past year, so its debt can't be measured against them.

EOSE Weekly Momentum

MetricValueStatus
RSI32.5Neutral
Stochastic7.4Oversold

EOSE's weekly RSI is 33 (neutral) and its Stochastic is 7 (oversold).

RIVN Weekly Momentum

MetricValueStatus
RSI41.5Neutral
Stochastic25.6Neutral

RIVN's weekly RSI is 41 (neutral) and its Stochastic is 26 (neutral).

EOSE PE vs Industrials Sector

EOSE has no meaningful PE right now: it lost money over the past year.

RIVN PE vs Consumer Cyclical Sector

RIVN has no meaningful PE right now: it lost money over the past year.

EOSE Weekly Moving Averages

Moving averageMA priceRelative
8 week MA$2.2419% below
20 week MA$3.2845% below
50 week MA$7.0174% below
100 week MA$7.1075% below
200 week MA$4.5360% below

EOSE is in a downtrend: it's below all five of its weekly moving averages, and 60% below its 200-week average.

RIVN Weekly Moving Averages

Moving averageMA priceRelative
8 week MA$13.33.9% below
20 week MA$15.115% below
50 week MA$15.919% below
100 week MA$14.713% below
200 week MA$15.115% below

RIVN is in a downtrend: it's below all five of its weekly moving averages, and 15% below its 200-week average.

EOSE Yearly ROI

YearStart priceEnd priceROI
2020$9.72$19.2+98%
2021$19.2$8.57-55%
2022$8.57$1.08-87%
2023$1.08$1.09+0.9%
2024$1.09$5.17+374%
2025$5.17$11.9+129%
2026 YTD$11.9$1.81-85%

EOSE's yearly returns have swung widely, from +374% in 2024 to −87% in 2022. It's down 85% so far in 2026.

RIVN Yearly ROI

YearStart priceEnd priceROI
2021$130.0$96.8-25%
2022$96.8$19.1-80%
2023$19.1$23.5+23%
2024$23.5$13.7-42%
2025$13.7$20.9+53%
2026 YTD$20.9$12.8-39%

RIVN has the edge over EOSE on returns for 2026, with the stronger performance.

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