This white paper describes the importance of a flexible and robust software stack to edge-AI deployment. Processor vendors and intellectual-property licensers often tout the theoretical performance of their designs, but the neural-network compiler, run-time engine, and scheduler are just as critical to realizing that potential in production systems. The Linley Group prepared this paper, which EdgeCortix sponsored, but the opinions and analysis are those of the author.