High-Tempo Experiment Cycle

Install a disciplined weekly experimentation operating rhythm for a growth team. The cycle converts ad-hoc, isolated tests into a compounding learning machine — each week's results directly feed the next week's experiments, producing gains that grow exponentially rather than evaporating.

The core insight: companies that grow fastest are the ones that learn fastest. A 5% monthly improvement in a key metric compounds to an 80% annual gain. But compounding only happens when experiments build on each other, and that requires a repeatable process.

When to Use

Use this skill when:

• A growth team is running experiments without a disciplined weekly rhythm
• Tests are being run ad hoc, results are reviewed inconsistently, and learning doesn't carry forward
• A growth PM or head of growth wants a concrete operating cadence to install from day one
• A team is debating how many experiments to run per week
• Leadership wants to know what a "growth meeting" should look like
• A team is hitting the scattershot anti-pattern: lots of effort, no compounding insight

Do not use this skill if the product has not yet established must-have status with a meaningful user segment — install the product-market-fit-readiness-gate first.

Context and Input Gathering