Choose a question you can act on
Start with a bounded question such as “How could we learn whether this audience understands our offer?” A broad search for growth tactics can produce a collection of impressive outcomes with little guidance about what to do next.
Write down your stage, business model, audience, available time, and current observations. An unknown baseline is still useful information: it tells you that measuring the starting point may be your first task.
Extract the conditions behind the story
For each founder account, retain the customer segment, product maturity, channel, resources, and period described. Record whether the outcome is a personal report, a measured result with a denominator, or an independently supported finding.
A story about reaching an audience with an existing following is different from a story about starting without distribution. Revenue without a time period, or a conversion percentage without a denominator, leaves important questions open. Do not invent those missing details.
Compare patterns without claiming causation
If several founders recommend conversations with customers, that can be a recurring approach worth exploring. It does not prove the approach caused their success or will cause yours. Selection effects, prior expertise, product quality, and timing may also matter.
Keep disagreement. A company with a content team may favor a long-term publishing program while a small early team favors direct conversations. Compare the conditions before labeling one strategy right and the other wrong.
Turn a relevant lesson into one experiment
Write a hypothesis that connects an action, an audience, and an observable result. For example: “If we discuss the current workflow with a narrowly defined group, we will learn which problem description they recognize.” This example is a research hypothesis, not a forecast.
Specify prerequisites, effort, observation period, measurement method, and stop/continue criteria. If a target or baseline is not known, say so. Distinguish learning that people recognize a problem from learning that they will pay for a product.
Retain the chain from evidence to decision
Keep the source lesson, your interpretation, and the proposed experiment separate. After execution, record what happened in its own observation period. Do not rewrite the original hypothesis to make the outcome look expected.
The growth experiment worksheet provides this structure. In Donde’s Product Growth space, selected sources and optional context inform a Growth decision brief with applicable strategies, experiments, metrics, and gaps. Experiments remain proposals for you to evaluate and run.
