Table 12From “What is product-led growth? Product usage is not a growth loop”
What counts as evidence for a product-led growth decision?
Table 12What counts as evidence for a product-led growth decision?
| Evidence type | It can support | It cannot support alone | Minimum fields |
|---|---|---|---|
| Descriptive | What event or state was observed. | Intent, fit, or causality. | Unit, event, period, and source. |
| Comparative | How two declared paths differ. | That PLG caused the difference. | Eligibility, comparison, timing, and uncertainty. |
| Causal | A specified effect under a defensible design. | A universal PLG result. | Treatment, comparison, outcome, horizon, and assumptions. |
| Delivery | Whether the promised product path was delivered. | That delivery caused revenue. | Promise, user, workflow, reviewer, and date. |
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Source: Table from this essay. Sources and interpretation are given in the article.

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Go-to-market strategy
What is product-led growth? Product usage is not a growth loop
Product-led growth is a commercial motion, not a usage count. Define the product trigger, handoff, feedback path, and outcome before naming a loop.
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