Principal Product Manager
Core
Define entry/exit criteria for shipping model updates, translate model behavior into product requirements, and build feedback loops to catch regressions before they reach customers.
Role type
Principal Product Manager (AI/ML Products)
Builds
Model updates, new capabilities, and product features for enterprise customers
Domain
Artificial Intelligence / Machine Learning
Deliverable
production ML models | product features
Required skills
defining entry/exit criteria for model shipping, translating model behavior to product requirements, building feedback loops from user signals, cross-functional collaboration with ML teams, defining quality standards for high-stakes scenarios, communicating quality tradeoffs to leadership
Preferred skills
experience with training data gaps, prompt/system-message optimization, UX guardrails, enterprise data handling, agentic actions, multi-turn reasoning
Technologies
N/A
Responsibilities
Make ship/no-ship calls for model updates in partnership with research and engineering leadership, identify patterns in model outputs and failure modes to prioritize fixes, stand up pipelines to turn user feedback into structured eval cases, represent user needs in model development and model capabilities to the product org, define quality standards for ambiguous high-stakes scenarios, communicate quality tradeoffs and residual risks to leadership
Seniority
Principal, strategy & mentorship
