Episode #100
How to Escape AI’s 'Open Bar' Era: Intelligent Token Routing
For the past few years, enterprise AI had an open tab. Experiment. Build. Give teams access. Put agents to work. Now those agents are running 24/7 and someone has finally looked at the bill. In this episode of the AI Proving Ground Podcast, AMD’s John Hampton and WWT’s Mike Trojecki dig into what happens when AI moves from experimentation to a real operating expense. Scaling it doesn’t mean simply spending more on compute. It means knowing when a workload needs a frontier model, when it doesn’t and where that work should run in the first place. AMD has already put that thinking to work internally, cutting its token costs by 43% while improving response speeds by 2.9x for workloads it rerouted. The next AI advantage may have less to do with who can consume the most compute and more to do with who can use it intelligently. Support for this episode provided by: Lenovo More about this week's guests: J ohn Hampton is Corporate Vice President of AMD Global Pre-Sales, leading the technical sales organization working with enterprise customers across AI, data center, high-performance computing and commercial technology. With decades of experience in the semiconductor industry, he brings a firsthand view of how organizations are making the infrastructure and investment decisions required to scale AI. Mike Trojecki leads the AI Practice at World Wide Technology, helping organizations turn AI ambition into infrastructure that can actually scale. With more than 25 years in technology, his work spans AI architecture, data, computer vision and data center design, giving him a practical view into the decisions enterprises face as AI moves from experimentation into everyday operations. The AI Proving Ground Podcast leverages the deep AI technical and business expertise from within World Wide Technology's one-of-a-kind AI Proving Ground, which provides unrivaled access to the world's leading AI technologies. This unique lab environment accelerates your ability to learn about, test, train and implement AI solutions. Learn more about WWT's AI Proving Ground . The AI Proving Ground is a composable lab environment that features the latest high-performance infrastructure and reference architectures from the world's leading AI companies, such as NVIDIA, Cisco, Dell, F5, AMD, Intel and others. Developed within our Advanced Technology Center (ATC) , this one-of-a-kind lab environment empowers IT teams to evaluate and test AI infrastructure, software and solutions for efficacy, scalability and flexibility — all under one roof. The AI Proving Ground provides visibility into data flows across the entire development pipeline, enabling more informed decision-making while safeguarding production environments.
