Building AptStock, an AI-powered inventory intelligence platform for multi-SKU retailers. It transforms point-of-sale data into demand forecasts, explainable replenishment recommendations, and inventory risk insights. We are validating AMD ROCm GPU-accelerated inventory calculations on AMD Instinct MI300X hardware, with CPU/GPU parity tests and workload-specific benchmarks.