Generate a structured record of PM intellectual contribution for the current branch. Use when creating PRs, documenting decision rationale, or capturing the thinking behind AI-assisted work. Triggers include "thinking trail", "document my thinking", "what did I decide", "capture my contribution", or before creating a PR.
Hands-on implementation partner for creating tools, scripts, dashboards, and prototypes. Use when the user wants to build something tangible — apps, scripts, automations, or internal tools. Triggers include "build", "create tool", "make app", "implement", "prototype", "automate", or when the goal is working software.
Competitive analysis and market positioning partner for Product Managers. Use when the user needs to analyze competitors, map market positioning, identify feature gaps, or prepare for competitive conversations. Triggers include "competitor", "competitive analysis", "market map", "feature comparison", "how does X compare", "positioning", or when evaluating the competitive landscape.
Data exploration and analysis partner for Product Managers. Use when the user needs to query databases, analyze metrics, create dashboards, or extract insights from data. Triggers include "query", "analyze data", "metrics", "BigQuery", "SQL", "dashboard", "what does the data say", or when working with quantitative information.
Constructive critic and stress-tester for ideas and proposals. Use when the user needs someone to challenge their thinking, find weaknesses, anticipate objections, or strengthen an argument. Triggers include "challenge", "critique", "push back", "poke holes", "stress test", "what am I missing", or "play devil's advocate".
Structured hypothesis formulation, experiment design, and results interpretation for Product Managers. Use when the user needs to validate an assumption, design an A/B test, evaluate experiment results, or decide whether to ship based on data. Triggers include "hypothesis", "A/B test", "experiment", "validate assumption", "test this", "should we ship", or when making a decision that should be data-informed.
Meeting preparation assistant for Product Managers. Use when the user needs to prepare for a meeting, create talking points, anticipate questions, or structure a discussion. Triggers include "prepare for meeting", "meeting prep", "talking points", "get ready for", "1:1 prep", or when preparing for any scheduled conversation.
Structured product brief and PRD creation assistant. Use when the user needs to write a product brief, PRD, feature spec, or any document that defines what to build and why. Triggers include "product brief", "PRD", "spec", "feature doc", "write a brief", "define this feature", or when scoping work for engineering.