ai-pm-copilot

Master product launches, positioning, messaging, and GTM strategies. Use when planning launches, entering markets, or positioning products.

Master user interviews including interview guide design, questioning techniques, active listening, probing, avoiding leading questions, and interview analysis. Use when conducting user interviews, designing interview guides, researching user needs, discovering problems, validating assumptions, or gathering qualitative insights. Covers interview best practices, question types, and interviewing techniques from Teresa Torres and Erika Hall.

Master product launch planning including launch types (soft, hard, tiered), launch strategies, launch timelines, cross-functional coordination, and launch execution. Use when planning product launches, coordinating cross-functional teams, creating launch plans, timing market entry, executing launches, or building launch playbooks. Covers launch tier frameworks, launch checklists, and launch management best practices.

Master TAM/SAM/SOM calculations, market sizing methodologies, and validation frameworks. Use when assessing market opportunity, validating business viability, planning market entry, estimating revenue potential, or determining if a market is worth pursuing. Covers bottom-up, top-down, and value theory sizing methods, competitive analysis, and systematic validation approaches.

Master PRD templates including problem statements, success metrics, requirements, user stories, and technical considerations. Use when writing PRDs, documenting features, defining requirements, communicating product decisions, or creating feature specifications. Covers PRD structure, writing best practices, and templates from Amazon, Google, and high-performing PM teams.

Apply RICE, ICE, MoSCoW, Kano, and Value vs Effort frameworks. Use when prioritizing features, roadmap planning, or making trade-off decisions.

Master frameworks for measuring, achieving, and maintaining product-market fit (PMF). Use when validating new products, assessing readiness to scale, diagnosing retention problems, planning market expansion, measuring "very disappointed" score, implementing PMF engines, or determining if you have permission to grow. Covers Sean Ellis survey methodology, Superhuman PMF engine, retention curve analysis, leading/lagging indicators, pre-PMF vs. post-PMF strategies, and maintaining fit as markets evolve.

Master product positioning and differentiation using April Dunford's framework for creating category-defining products. Use when launching new products, repositioning existing products, defining competitive strategy, developing messaging, entering new markets, or differentiating from competitors. Covers positioning statement frameworks, category design, value articulation, target market selection, and competitive alternatives analysis.

Master product roadmaps including roadmap types (timeline, outcome-based, Now-Next-Later), communication strategies, and prioritization. Use when creating roadmaps, communicating strategy, prioritizing initiatives, or evolving product direction. Covers roadmap formats, communication tactics, and roadmap best practices from product leaders.

Master techniques for writing clear, complete product specifications and requirements documents (PRDs). Use when defining feature requirements, writing user stories, creating acceptance criteria, documenting API specifications, aligning cross-functional teams, reducing ambiguity, covering edge cases, or translating product vision into actionable development tasks. Covers PRD structure, user story formats (INVEST, 3Cs, Given-When-Then), Jobs-to-be-Done, use cases, non-functional requirements, and specification best practices.

Master research synthesis including qualitative analysis, affinity diagramming, theme identification, pattern recognition, and insight extraction. Use when synthesizing research, analyzing interviews, identifying patterns, extracting insights, organizing findings, or translating research into action. Covers synthesis methods, affinity mapping, thematic analysis, and insight generation techniques.

Usability testing methodology, Nielsen's heuristics, and usability metrics for evaluating user interfaces

Master user interviews, usability testing, surveys, and research synthesis. Use when planning research, gathering user insights, or validating assumptions.

Master user story templates including As-a/I-want/So-that format, acceptance criteria (Given-When-Then), story splitting, and INVEST criteria. Use when writing user stories, defining acceptance criteria, splitting stories, refining backlogs, or communicating requirements to development teams. Covers user story best practices, story templates, and agile requirements techniques.

Problem and solution validation methodologies, assumption testing, and MVP validation experiments