Shift-left testing brings testing analysis into early development, ideally while ideas are discussed and details are clarified. Asking questions at this point can expose assumptions, reveal misunderstandings, identify issues earlier, and improve feature quality. section 4.2.1
A prompt can make early analysis systematic by requiring:
- What, Where, Why, When, Who, and How questions. section 4.2.1
- Coverage of Accuracy, Security, and Accessibility. section 4.2.1
- Question - Explanation output, supported by a few-shot example. section 4.2.1
User-access requirements
Given a B&B feature describing an Admin user, guest accounts, booking access, and account deletion, the prompt generates clarification questions about ambiguous requirements and their quality implications. Reviewers can keep useful questions and disregard others. section 4.2.1

