alexe-ev

Structure the trade-off decision between AI models, providers, or approaches for a given product use case. Use this skill when a team needs to choose between AI options with different capability, cost, latency, and risk profiles.

Identify and frame the real product problem or opportunity before jumping to solutions. Use this skill when a team has a rough signal, observation, or area of concern but hasn't yet defined what the actual problem is.

Conduct a structured audit of an AI system or feature against responsible AI standards. Use this skill when a deployed AI feature needs to be evaluated for fairness, safety, transparency, and accountability.

Define a UX research plan including methods, participants, goals, and timeline. Use this skill when a team needs to structure a research effort before executing it.

Map key stakeholders, their interests and influence, and develop strategies to align and engage them. Use this skill when a team needs to navigate stakeholder dynamics for a product initiative.

Define quality criteria for AI features and set up monitoring, evaluation, and iteration loops. Use this skill when a team needs to ensure their AI feature maintains acceptable quality in production.

Build or assess a growth model covering acquisition, activation, retention, referral, and revenue (AARRR). Use this skill when a team needs to understand their growth levers and where to focus.

Structure a product dashboard that supports consistent, fast decision-making. Use this skill when a team needs to design or improve a product metrics dashboard.

Write well-formed user stories with clear acceptance criteria ready for development. Use this skill when a team needs to break down a feature or initiative into development-ready stories.

Design a customer feedback survey that generates reliable, actionable data. Use this skill when a team needs to collect structured feedback at scale without the bias and noise that comes from poorly designed surveys.

Incorporate architectural constraints and technical debt into product prioritization decisions. Use this skill when a team needs to balance feature work with technical investment.

Analyze funnel drop-off, retention curves, and cohort behavior to identify problems and opportunities. Use this skill when a team has data and needs to understand user behavior patterns.