We established an initial benchmark to evaluate mid-price prediction models using Nasdaq order book data, replicating state-of-the-art methodologies from a key research study. By designing a scalable AI pipeline and testing leading models, we validated our approach and set the stage for further experimentation with larger datasets and custom models in AI and quantum-driven trading.