Run and manage on-site or lab pilots and POCs in partnership with Applications Engineering, translating results into a business case: research value, data throughput, or labor cost offset and payback period, depending on the segment. Technical fluency: you can talk payload, degrees of freedom, uptime, data and sim workflows, and ROI/payback math credibly with researchers, ML teams, and operations or finance buyers alike.