Customer feedback is one of the most valuable inputs available to product teams. It reveals frustrations, unmet needs, expectations, and opportunities that product analytics alone may not uncover. But collecting feedback is relatively easy. Knowing what to do with it is much harder. A product team might receive hundreds of feature requests, support tickets, survey…
Product teams run experiments to validate ideas, reduce uncertainty, and improve customer outcomes. But running a test does not automatically mean learning something useful. A team might launch an A/B test, observe a 5% increase in clicks, and declare the experiment successful. Yet did those clicks lead to meaningful engagement? Was the improvement statistically reliable?…
Every product is built on assumptions. We assume we understand customer problems, that certain workflows make sense, that users value particular features, and that the market will continue behaving in a predictable way. Some of these assumptions are validated through research and data. Others come from experience, intuition, or decisions made years ago. The problem…
A product launch is often treated as a communication exercise. Product teams prepare release notes, marketing creates announcements, sales receives enablement material, and customers are informed that something new is available. But communication should not end when the announcement goes out. A launch is also an opportunity to learn how people interpret the change, whether…
Product teams run experiments to reduce uncertainty, validate ideas, and improve outcomes. Yet an experiment can be technically successful and still teach us very little. A team might run an A/B test, observe a 5% increase in clicks, and declare the new design a winner. But did those clicks lead to more successful users? Was…