Hardware-accelerated AI database accelerators that offload and optimize online database operations into AI-ready workloads within the same pipeline, enabling real-time transactional AI at scale. Targets finance, telecom, e-commerce and cloud infrastructure with ultra-low latency, high-throughput decisioning and operation costs reduced by half.