API versioning is crucial for large-scale projects with multiple stakeholders as it allows for backward compatibility, gradual introduction of new features, and support for multiple use cases. Route prefixes are a simple yet effective solution in Laravel to implement API versioning by prefixing routes with a specific string (e.g., v1, api/v2) to identify their corresponding API versions.