ai-pm-copilot

Discovers strategic context from codebase - features, tech stack, integrations, scale. Presents findings to user, validates, and creates/updates context files.

Feature prioritization using RICE, ICE, and Value vs Effort frameworks. Helps scope MVP and avoid scope creep. Use when deciding what to build first, prioritizing backlog, or making trade-off decisions.

Go-to-market strategy, launch planning, and distribution for solo developers and product teams. Plans launches, chooses channels, and creates messaging. Use when planning launches, selecting distribution channels, or creating GTM strategy.

Market research, competitive analysis, and idea validation for solo builders and product teams. Use when validating ideas, researching competitors, sizing markets, or developing positioning strategy.

Main PM routing agent - intelligently delegates to specialist agents based on request type. Your AI product manager copilot.

Product vision, strategy, positioning, and goal setting. Defines what you're building and why. Use when defining direction, setting goals, or clarifying positioning.

PRDs, technical specs, and user stories optimized for Claude Code. Creates clear specifications that produce exceptional code. Use when defining features, writing requirements, or creating implementation specs.

User research planning, synthesis, and insight generation. Creates interview guides, analyzes feedback, builds personas. Use when planning research, synthesizing findings, or understanding users.

Product roadmap creation, phase planning, and Now-Next-Later roadmaps. Creates strategic roadmaps that guide without constraining. Use when planning execution, communicating direction, or organizing work into phases.

Platform detection patterns, manifest parsing rules, feature discovery methods, integration mapping, and edge case handling for codebase scanning

Master competitive analysis templates including competitor deep-dives, battle cards, feature comparison matrices, and win/loss analysis. Use when analyzing competitors, creating battle cards for sales, positioning against alternatives, tracking competitive moves, or preparing for competitive threats. Covers competitive intelligence frameworks, positioning strategies, and templates from Crayon, Klue, and April Dunford.

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.

Initialize .claude/product-context/ with essential product information for all PM agents

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