Zero-shot prompting works best when:
- The task is simple and well-defined
- You don't need specific formatting
- Standard implementations are acceptable
- The model likely has strong training examples
For common tasks like sorting, validation, or basic CRUD operations, zero-shot often produces working code on the first try.