Traditional models of crop yield have overlooked the complex relationship between soil properties and plant performance. The proposed simulation-based models in this study used a new approach that considered, comprehensibly the major soil factors such as pH, moisture, temperature, and NPK involved, let alone the complex interactions. These models would then portray how soil-related interactions could modify crop responses in a significant manner without necessarily depending on data from the real world. This is a breakthrough framework that provides a refined comprehension of these elaborate dynamics controlling the yield of crops.