Artificial intelligence (AI) driven startups are the core entities forming new quality productive forces. Based on the perspective of optimal distinctiveness theory, this article empirically tests the mechanism of the optimal distinctiveness and readability of the minimum viable product under opportunity prototype design on entrepreneurial growth performance. Results indicate that there is an inverted U-shaped relationship between the optimal narrative distinctiveness of the minimum viable product and entrepreneurial growth performance. Readability promotes entrepreneurial growth performance. This research offers valuable insights for the theoretical advancement and practical implementation of entrepreneurial growth within the intelligent economy enabled by scenic innovation.