1+ year of hands-on experience with a major cloud platform (Azure, AWS, or GCP), including working proficiency in observability tools (Application Insights, CloudWatch, Datadog, Splunk, or similar) to debug issues from logs and metrics, and the ability to write basic log queries (KQL, SQL, or similar). Applied AI Product Manager harnesses AI and agentic tools to compress the concept-to-cash learning loop-automating analysis, prototyping, and compliance detail-work so the team can focus on the human judgment AI cannot replace: product sense-making.