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Side-by-side financial comparison of BillionToOne, Inc. (BLLN) and JFrog Ltd (FROG). Click either name above to swap in a different company.

JFrog Ltd is the larger business by last-quarter revenue ($145.3M vs $83.5M, roughly 1.7× BillionToOne, Inc.). BillionToOne, Inc. runs the higher net margin — 6.8% vs -10.5%, a 17.3% gap on every dollar of revenue. On growth, BillionToOne, Inc. posted the faster year-over-year revenue change (117.4% vs 25.2%). JFrog Ltd produced more free cash flow last quarter ($49.9M vs $6.5M).

BillionToOne, Inc. is a life sciences and molecular diagnostics firm developing high-precision genetic testing solutions. Its core offerings include non-invasive prenatal tests, oncology diagnostics, and rare disease screening, serving clinical providers and patients mainly in North America.

JFrog Ltd is a global DevOps technology provider that delivers end-to-end software release, artifact management, and security solutions. It serves clients across tech, finance, retail, and manufacturing sectors, helping teams streamline development and delivery workflows for cloud, on-premises, and hybrid infrastructure.

BLLN vs FROG — Head-to-Head

Bigger by revenue
FROG
FROG
1.7× larger
FROG
$145.3M
$83.5M
BLLN
Growing faster (revenue YoY)
BLLN
BLLN
+92.2% gap
BLLN
117.4%
25.2%
FROG
Higher net margin
BLLN
BLLN
17.3% more per $
BLLN
6.8%
-10.5%
FROG
More free cash flow
FROG
FROG
$43.4M more FCF
FROG
$49.9M
$6.5M
BLLN

Income Statement — Q3 FY2025 vs Q4 FY2025

Metric
BLLN
BLLN
FROG
FROG
Revenue
$83.5M
$145.3M
Net Profit
$5.7M
$-15.2M
Gross Margin
69.9%
77.9%
Operating Margin
11.5%
-14.7%
Net Margin
6.8%
-10.5%
Revenue YoY
117.4%
25.2%
Net Profit YoY
138.3%
34.4%
EPS (diluted)
$0.10
$-0.13

Green = leading value per metric. Periods may differ when fiscal calendars don't align.

8-Quarter Revenue & Profit Trend

Side-by-side quarterly history. Quarters aligned by calendar period so offset fiscal years line up.

Revenue
BLLN
BLLN
FROG
FROG
Q4 25
$145.3M
Q3 25
$83.5M
$136.9M
Q2 25
$127.2M
Q1 25
$122.4M
Q4 24
$116.1M
Q3 24
$38.4M
$109.1M
Q2 24
$103.0M
Q1 24
$100.3M
Net Profit
BLLN
BLLN
FROG
FROG
Q4 25
$-15.2M
Q3 25
$5.7M
$-16.4M
Q2 25
$-21.7M
Q1 25
$-18.5M
Q4 24
$-23.2M
Q3 24
$-14.9M
$-22.9M
Q2 24
$-14.3M
Q1 24
$-8.8M
Gross Margin
BLLN
BLLN
FROG
FROG
Q4 25
77.9%
Q3 25
69.9%
77.4%
Q2 25
76.3%
Q1 25
75.3%
Q4 24
75.4%
Q3 24
52.6%
75.0%
Q2 24
78.8%
Q1 24
79.5%
Operating Margin
BLLN
BLLN
FROG
FROG
Q4 25
-14.7%
Q3 25
11.5%
-15.8%
Q2 25
-20.4%
Q1 25
-18.8%
Q4 24
-21.9%
Q3 24
-32.9%
-27.4%
Q2 24
-18.6%
Q1 24
-16.6%
Net Margin
BLLN
BLLN
FROG
FROG
Q4 25
-10.5%
Q3 25
6.8%
-12.0%
Q2 25
-17.0%
Q1 25
-15.1%
Q4 24
-20.0%
Q3 24
-38.8%
-21.0%
Q2 24
-13.9%
Q1 24
-8.8%
EPS (diluted)
BLLN
BLLN
FROG
FROG
Q4 25
$-0.13
Q3 25
$0.10
$-0.14
Q2 25
$-0.19
Q1 25
$-0.16
Q4 24
$-0.21
Q3 24
$-1.47
$-0.21
Q2 24
$-0.13
Q1 24
$-0.08

Balance Sheet & Financial Strength

Snapshot of each company's liquidity, leverage and book value from the latest quarter.

Metric
BLLN
BLLN
FROG
FROG
Cash + ST InvestmentsLiquidity on hand
$195.2M
$704.4M
Total DebtLower is stronger
$55.0M
Stockholders' EquityBook value
$-239.5M
$887.4M
Total Assets
$327.5M
$1.3B
Debt / EquityLower = less leverage

8-quarter trend — quarters aligned by calendar period.

Cash + ST Investments
BLLN
BLLN
FROG
FROG
Q4 25
$704.4M
Q3 25
$195.2M
$651.1M
Q2 25
$611.7M
Q1 25
$563.5M
Q4 24
$522.0M
Q3 24
$467.8M
Q2 24
$591.3M
Q1 24
$579.6M
Total Debt
BLLN
BLLN
FROG
FROG
Q4 25
Q3 25
$55.0M
Q2 25
Q1 25
Q4 24
Q3 24
Q2 24
Q1 24
Stockholders' Equity
BLLN
BLLN
FROG
FROG
Q4 25
$887.4M
Q3 25
$-239.5M
$859.4M
Q2 25
$826.5M
Q1 25
$800.0M
Q4 24
$773.5M
Q3 24
$-242.9M
$756.2M
Q2 24
$721.4M
Q1 24
$707.8M
Total Assets
BLLN
BLLN
FROG
FROG
Q4 25
$1.3B
Q3 25
$327.5M
$1.3B
Q2 25
$1.2B
Q1 25
$1.2B
Q4 24
$1.1B
Q3 24
$1.1B
Q2 24
$1.0B
Q1 24
$997.1M

Cash Flow & Capital Efficiency

How much cash each business actually produces after reinvestment. Cash flow is harder to manipulate than net income.

Metric
BLLN
BLLN
FROG
FROG
Operating Cash FlowLast quarter
$13.8M
$50.7M
Free Cash FlowOCF − Capex
$6.5M
$49.9M
FCF MarginFCF / Revenue
7.7%
34.3%
Capex IntensityCapex / Revenue
8.8%
0.6%
Cash ConversionOCF / Net Profit
2.42×
TTM Free Cash FlowTrailing 4 quarters
$142.3M

8-quarter trend — quarters aligned by calendar period.

Operating Cash Flow
BLLN
BLLN
FROG
FROG
Q4 25
$50.7M
Q3 25
$13.8M
$30.2M
Q2 25
$36.1M
Q1 25
$28.8M
Q4 24
$49.1M
Q3 24
$27.6M
Q2 24
$16.7M
Q1 24
$17.5M
Free Cash Flow
BLLN
BLLN
FROG
FROG
Q4 25
$49.9M
Q3 25
$6.5M
$28.8M
Q2 25
$35.5M
Q1 25
$28.1M
Q4 24
$48.5M
Q3 24
$26.7M
Q2 24
$16.0M
Q1 24
$16.6M
FCF Margin
BLLN
BLLN
FROG
FROG
Q4 25
34.3%
Q3 25
7.7%
21.0%
Q2 25
27.9%
Q1 25
23.0%
Q4 24
41.8%
Q3 24
24.5%
Q2 24
15.5%
Q1 24
16.6%
Capex Intensity
BLLN
BLLN
FROG
FROG
Q4 25
0.6%
Q3 25
8.8%
1.0%
Q2 25
0.5%
Q1 25
0.5%
Q4 24
0.5%
Q3 24
0.9%
Q2 24
0.7%
Q1 24
0.8%
Cash Conversion
BLLN
BLLN
FROG
FROG
Q4 25
Q3 25
2.42×
Q2 25
Q1 25
Q4 24
Q3 24
Q2 24
Q1 24

Financial Flow Comparison

Revenue → gross profit → operating profit → net profit for each company.

Revenue Breakdown by Segment

BLLN
BLLN

Prenatal$74.1M89%
Oncology$8.7M10%

FROG
FROG

Segment breakdown not available.

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