AI Senior Product Manager, Supply Chain Platforms – Data Labeling and Evaluation (Proximo Spirits)
I defined evaluation criteria and output quality standards for AI-driven planning and forecasting recommendations, iterated on system inputs, validation logic, and exception handling to improve decision accuracy, and managed human-in-the-loop escalation for supply chain decisioning AI. Human review guardrails and validation thresholds were built into workflows to determine when escalation or exception handling was necessary. I translated enterprise operational problems into structured AI requirements and ensured clear, actionable product documentation supported data and workflow labeling needs. • Owned evaluation standards for automated AI output in operational workflows • Designed and monitored HITL boundaries for AI recommendations and exception handling • Created and iterated on input/output validation rules and error recovery logic • Wrote detailed documentation to support accurate AI workflow labeling