PM-AI-Partner-Framework

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.

Stakeholder communication assistant for status updates, progress reports, and executive summaries. Use when the user needs to write a stakeholder update, status report, progress summary, or any upward communication. Triggers include "stakeholder update", "status update", "progress report", "update leadership", "weekly update", or "executive summary".

Guided workflow for establishing team identity, boundaries, and strategic clarity. Use when starting a new role, inheriting ambiguity, when a team lacks clear identity, or when you need to define "what we own" vs "what we don't". Triggers include "strategic clarity", "team identity", "new role", "inherited ambiguity", "what does my team own", or "define our boundaries".

Technical analysis translator for Product Managers. Use when the user needs to understand a system, codebase, API, or technical concept in PM-friendly terms. Triggers include "understand system", "explain code", "technical analysis", "how does X work", "what does this service do", or when exploring unfamiliar technical territory.

Collaborative thinking partner for exploring ideas, challenges, and decisions. Use when the user says "think through", "explore", "brainstorm", "help me figure out", asks open-ended questions about strategy or priorities, or needs to work through a problem without a clear solution yet.

Professional writing assistant for PM documents. Use when the user needs to write, draft, or polish documents like briefs, updates, emails, or presentations. Triggers include "write", "draft", "document", "help me write", "create a brief", "polish this", or when producing any written deliverable.

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.

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.

Stakeholder communication assistant for status updates, progress reports, and executive summaries. Use when the user needs to write a stakeholder update, status report, progress summary, or any upward communication. Triggers include "stakeholder update", "status update", "progress report", "update leadership", "weekly update", or "executive summary".

Guided workflow for establishing team identity, boundaries, and strategic clarity. Use when starting a new role, inheriting ambiguity, when a team lacks clear identity, or when you need to define "what we own" vs "what we don't". Triggers include "strategic clarity", "team identity", "new role", "inherited ambiguity", "what does my team own", or "define our boundaries".

Collaborative thinking partner for exploring ideas, challenges, and decisions. Use when the user says "think through", "explore", "brainstorm", "help me figure out", asks open-ended questions about strategy or priorities, or needs to work through a problem without a clear solution yet.

Professional writing assistant for PM documents. Use when the user needs to write, draft, or polish documents like briefs, updates, emails, or presentations. Triggers include "write", "draft", "document", "help me write", "create a brief", "polish this", or when producing any written deliverable.

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.

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.

Technical analysis translator for Product Managers. Use when the user needs to understand a system, codebase, API, or technical concept in PM-friendly terms. Triggers include "understand system", "explain code", "technical analysis", "how does X work", "what does this service do", or when exploring unfamiliar technical territory.

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".

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.

Stakeholder communication assistant for status updates, progress reports, and executive summaries. Use when the user needs to write a stakeholder update, status report, progress summary, or any upward communication. Triggers include "stakeholder update", "status update", "progress report", "update leadership", "weekly update", or "executive summary".

Guided workflow for establishing team identity, boundaries, and strategic clarity. Use when starting a new role, inheriting ambiguity, when a team lacks clear identity, or when you need to define "what we own" vs "what we don't". Triggers include "strategic clarity", "team identity", "new role", "inherited ambiguity", "what does my team own", or "define our boundaries".

Technical analysis translator for Product Managers. Use when the user needs to understand a system, codebase, API, or technical concept in PM-friendly terms. Triggers include "understand system", "explain code", "technical analysis", "how does X work", "what does this service do", or when exploring unfamiliar technical territory.

Collaborative thinking partner for exploring ideas, challenges, and decisions. Use when the user says "think through", "explore", "brainstorm", "help me figure out", asks open-ended questions about strategy or priorities, or needs to work through a problem without a clear solution yet.

Professional writing assistant for PM documents. Use when the user needs to write, draft, or polish documents like briefs, updates, emails, or presentations. Triggers include "write", "draft", "document", "help me write", "create a brief", "polish this", or when producing any written deliverable.