Neurologic AI delivers advanced forecasting solutions by combining classical methods like ARIMA and Prophet with deep learning models such as LSTM, N-BEATS, and Transformers for accurate trend prediction and anomaly detection. Using PyTorch, Horovod, and Kubernetes, we enable large-scale, distributed training on HPC clusters. Our pipelines integrate hyperparameter optimization, feature engineering, and ensemble techniques for robust performance. From supply chain optimization to financial risk mitigation, our scalable, data-driven models empower businesses with forward-looking insights and a competitive edge.