alexe-ev

Run a privacy impact assessment (PIA) for a product feature or initiative that collects, processes, or uses personal data. Use this skill when a new feature has privacy implications that need to be evaluated before launch.

Turn organizational goals and user insights into a clear product vision and mission statement. Use this skill when a team needs to articulate where the product is going and why it exists.

Define the success metrics for an AI feature covering quality, user experience, business impact, and safety. Use this skill when an AI feature needs a complete metric framework before launch.

Define the scope, goals, and methods for a product discovery research initiative. Use this skill before running any discovery research to ensure the team is investigating the right questions with the right methods.

Translate vision and mission into a clear long-term product direction — the strategic choices, priorities, and trajectory that guide where the product will go over the next 2–4 years. Use this skill when a team has a vision and mission but lacks a coherent strategic direction connecting them to current decisions.

Diagnose the root cause of an unexpected metric movement by systematically ruling out alternative explanations. Use this skill when a significant metric change has been detected and the team needs to understand why it happened.

Design and run a structured evaluation of an AI prototype to assess quality, user experience, and readiness for development. Use this skill when an AI feature prototype needs to be evaluated before committing to full development.

Identify and assess privacy, security, and regulatory risks in product decisions and features. Use this skill when a product decision may have privacy, security, or compliance implications.

Design or improve the operating rhythm for a product team including meetings, reviews, reporting, and planning cycles. Use this skill when a team's operating process is ad hoc, broken, or needs to be established.

Analyze the outcome of a product experiment using control and test results, effect size, and statistical evidence. Use this skill when the user has experiment results and needs a clear readout of what happened.

Design and facilitate a cross-functional product review that builds alignment across teams. Use this skill when a product decision or initiative needs structured review and input from multiple functions.

Write clear, complete product requirements documents and user stories. Use this skill when a team is ready to define what needs to be built for a prioritized initiative.