Analyze A/B test results to decide whether to launch a change, extend testing, stop, or investigate further. Check sample size, statistical significance, uncertainty ranges, and effects on other important metrics, then summarize the recommendation and next steps.

• Checking whether an A/B test shows a meaningful difference
• Reviewing sample size and test duration
• Deciding whether to launch a tested change

Organize customer feature requests into themes and rank the top three against product goals, customer value, effort, and risk. For each recommendation, explain the underlying need, possible alternatives, uncertain assumptions, and simple ways to test them.

• Grouping customer requests into themes
• Selecting the top three requests for product goals
• Considering alternatives to requested features

Compare growth options across existing and new products and markets using the Ansoff Matrix, a four-part planning framework. Assess opportunities, resources, competition, and risks, then develop market launch plans and a phased roadmap for priority options.

• Comparing growth options for an existing business
• Planning expansion into new regions or customer groups
• Evaluating new products for current customers

Choose the first customer segment for a product launch by comparing urgent needs, willingness to pay, achievable market share, and referral potential. Get scored recommendations, a priority segment, a 90-day acquisition plan, and expansion options.

• Choosing the first customer segment for a new product
• Focusing limited resources on a launch market
• Comparing segments using interviews and customer feedback

Plan low-effort experiments to check assumptions about an existing product before building a feature. Compare prototypes, A/B tests, and other methods, with a clear assumption, procedure, metric, and success threshold for each experiment.

• Checking feature assumptions before implementation
• Planning prototype usability tests
• Defining metrics and success thresholds for A/B tests

Turn a new product idea into a testable hypothesis and two or three simple experiments. Define target customers, expected actions, measurement methods, and success thresholds to assess demand through behavior such as sign-ups, pre-orders, or paid commitments.

• Testing demand before building a new product
• Planning landing page or waitlist experiments
• Checking willingness to pay through pre-orders