The aiWare hardware neural processing unit (NPU) stands out as a state-of-the-art solution for automotive AI applications, bringing unmatched efficiency and performance. Designed specifically for inference tasks associated with automated driving systems, aiWare supports a wide array of AI workloads including CNNs, LSTMs, and RNNs, ensuring optimal operation across numerous applications.\n\naiWare is engineered to achieve industry-leading efficiency rates, boasting up to 98% efficiency on automotive neural networks. It operates across various performance requirements, from cost-sensitive L2 regulatory applications to advanced multi-sensor L3+ systems. The hardware platform is production-proven, already implemented in several products like Nextchip's APACHE series and enjoys strong industry partnerships.\n\nA key feature of aiWare is its scalability, capable of delivering up to 1024 TOPS with its multi-core architecture, and maintaining high efficiency in diverse AI tasks. The design allows for straightforward integration, facilitating early-stage performance evaluations and certifications with its deterministic operations and minimal host CPU intervention.\n\nA dedicated SDK, aiWare Studio, furthers the potential of the NPU by providing a suite of tools focused on neural network optimization, supporting developers in tuning their AI models with fine precision. Optimized for automotive-grade applications, aiWare's technology ensures seamless integration into systems requiring AEC-Q100 Grade 2 compliance, significantly enhancing the capabilities of automated driving applications from L2 through L4.