Embark on your AI journey with confidence by understanding the critical nuances of system performance beyond neural net benchmarks. Delve into the complexities of application pipelines, where neural nets are just one part, and discover why focusing solely on neural-net speed might not provide an accurate reflection of overall system efficiency. Uncover the vital considerations, such as data movement between components, CPU intervention, and the integration of functions into a single programmable unit, that will guide you in making informed decisions for optimizing your AI-enabled systems. Don't miss this insightful exploration into the intricacies of AI application pipelines and how to select the best neural-net implementation tailored to your specific needs.