Stop Doing Discovery Karaoke

Match discovery to risk, not habit. Most teams default to interviews, tests, and betas, which miss blind spots. Treat Compliance & Ethics as a first-class risk. Build a simple map: risk → stage → methods. Use AI to speed clustering, summarization, and signal detection. Focus on uncertainty reduction

Stop Doing Discovery Karaoke

Match Discovery to Risk and Use AI to Do It Better

Most product teams over-rely on the same few discovery methods:

  • User and customer interviews
  • Usability tests
  • Surveys
  • A validation prototype or a mock-up
  • Maybe a beta

It’s familiar. It’s safe. It’s fast. And under pressure, it becomes the default. But default ≠ deliberate. And in many cases, it’s unexamined shortcuts.