Salesforce, Inc. CRM
Revenue Intelligence Report • 59 quarters of SEC filing data • Updated 2026-03-15
Salesforce, Inc. has a forecasted full-year revenue of $43B, a +4.1% year-over-year change, based on 59 quarters of SEC filing data. Key revenue drivers include SG&A ($1.55 per $1). The ARDL model achieves strong accuracy at 1.2% MAPE.
Investment Thesis
Our ARDL model tracks Salesforce, Inc.'s revenue with exceptional precision (1.2% MAPE), indicating highly predictable cash flows. Each $1 of SG&A spending generates $1.55 in revenue, reflecting strong commercial efficiency.
Next FY Revenue
$43.2B
+4.1% YoY
R&D Multiplier
$-5.61 per $1
SG&A Multiplier
$1.55 per $1
Model Accuracy
1.2% MAPE
Holdout validation: The model predicted $11B vs the actual $11B — an error of 5.6%.
⚠ Model limitation:
This company shows negative spending multipliers, meaning increases in spending have not directly translated into revenue growth. This typically occurs with commodity-driven companies or hypergrowth companies.
Revenue Forecast
Quarterly Detail
| Quarter | Model Forecast | Actual | 95% Range | YoY Growth | Status |
|---|---|---|---|---|---|
| Q1 2026 | $11B | $11B | $10B – $11B | +5.8% | ✗ Outside range |
| Q2 2026 | $11B | $10B – $11B | +7.7% | ||
| Q3 2026 | $11B | $11B – $11B | +5.2% | ||
| Q4 2026 | $11B | $11B – $11B | +6.0% | ||
| Q1 2027 | $11B | $11B – $11B | -1.8% |
Seasonal Factors
Multiplicative seasonal adjustment:
These factors capture Salesforce, Inc.'s systematic quarterly revenue patterns relative to the trend model.
A factor of 1.05 means that quarter typically runs 5% above the underlying trend; 0.95 means 5% below.
Factors are computed as the median of (actual / fitted) across all available quarters.
| Fiscal Quarter | Seasonal Factor | vs Trend | Interpretation | Obs. |
|---|---|---|---|---|
| FQ1 (Sep–Nov) | 0.9852 | -1.5% | In line with trend | 17 |
| FQ2 (Dec–Feb) | 1.0031 | +0.3% | In line with trend | 6 |
| FQ3 (Mar–May) | 1.0013 | +0.1% | In line with trend | 16 |
| FQ4 (Jun–Aug) | 1.0066 | +0.7% | In line with trend | 16 |
How Spending Drives Revenue
Reading this chart:
Each line shows the cumulative revenue generated per $1 spent over subsequent quarters. The effect builds over 4-5 quarters as investments mature.
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