John Smith

“GenAI/ML engineering leader (player-coach) who built and deployed an image-to-text production system for topology/resource diagrams, combining YOLO-based issue detection with an LLM to generate support-ready reports at scale. Heavy AWS stack (SageMaker, Step Functions, Lambda, CloudWatch, FastAPI, Kubernetes/Docker) with KPI-driven optimization (MTTR, P50), including ~21 custom labels and reported 30–50% faster issue identification while processing thousands of images in production.”

“Seasoned IT professional services and business transformation executive (currently global Head of Business Transformation Management at Fujitsu) who has built scalable sales-to-delivery operating models for growing boutique firms. Uses data-driven process/task mining plus stakeholder-led prioritization to deliver measurable outcomes, including a 30% manufacturing cycle-time improvement and 80+ SAP S/4HANA improvement recommendations implemented via a phased roadmap.”

“Fractional CFO/operations advisor specializing in early-stage and scaling service businesses, combining Profit First-informed cash management with lean operating systems. Known for 360-degree operational audits and translating complex finance/ops into simple dashboards, scorecards, and process maps; delivered predictable cash flow and scalable structure within ~90 days for a fast-growing startup.”