AI Guides & Resources

Practical guides, templates, and strategies for product managers using AI

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Claude Code Plugin for Product Managers

Access all PM skills directly in your terminal. Works with Claude Code, OpenCode, and other AI agents.

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· 16 min read

Ai Product Management Guide

Product management insights and best practices.

· 9 min read

Competitive Analysis Ai Prompts

Product management insights and best practices.

· 8 min read

AI Needs a Net Work Test, Not an Adoption Dashboard

AI adoption is not product progress when a new workflow creates more maintenance, review, and coordination work. Use the net work test to decide what deserves to scale.

· 5 min read

Acceptance Criteria Examples for User Stories

Use sample acceptance criteria for login, payments, exports, and permissions. Compare Given/When/Then scenarios with checklists and Definition of Done.

· 6 min read

AI Tools for Product Managers: Choose by Workflow

Compare AI tools for PM documents, skills, discovery, and analysis. Use a common brief to evaluate evidence, context, review effort, and handoff.

· 5 min read

BRDs in Software Development: Template and Example

Write a business requirements document that connects a software investment to business outcomes, scope, stakeholders, constraints, and measurable requirements.

· 5 min read

ChatGPT Workflow Automation for Product Managers

Build a repeatable PM workflow with clear inputs, structured AI output, human review, and a controlled handoff. Includes a practical automation template.

· 5 min read

Claude Code for Product Managers: Research to a Reviewed PRD

Use the free PM Prompt plugin with product context and customer evidence to draft and review a PRD. Includes setup commands and a worked example.

· 6 min read

PRDs in Software Development: Template and Tool Checklist

Learn what a PRD does in software development, how it differs from BRDs and SRS documents, and how to choose requirements software using a real feature brief.

· 5 min read

Software Engineering Workflow: From Brief to Release

Connect product evidence, requirements, design, implementation, verification, and rollout in a software engineering workflow with clear review gates.

· 5 min read

Win/Loss Analysis Software: A Buyer's Workflow Guide

Choose win/loss analysis software by evidence collection, analysis, and follow-through. Turn buyer feedback into product decisions without overreading small samples.

· 10 min read

AI Should Distribute Product Sensing, Not Product Judgment

AI can push customer feedback and user behavior closer to engineering, but PMs still need one accountable owner for prioritization, discovery, and strategic judgment.

· 10 min read

AI Prototypes Need Handoff Rules, Not Hype

AI-coded prototypes can improve product discovery, but only when PMs turn them into clear decisions, behavior, constraints, and review evidence before engineering inherits them.

· 11 min read

AI Context Packs Beat AI-First PM Workspaces

PMs should not move product management into GitHub just to make AI happier. Standardize context handoffs instead: decisions, constraints, evidence, owners, and source links.

· 9 min read

AI Slop Is a Product Quality Problem

AI-assisted work is not ready because it sounds polished. PMs need an ownership rule, source checks, and review gates for AI-generated analysis and recommendations.

· 9 min read

Enterprise AI Constraints Are a Product Advantage

PMs in locked-down companies are not falling behind. The advantage is not the flashiest model; it is approved context, governed access, and repeatable AI workflows.

· 9 min read

The AI Product Builder Role Is an Org Design Shortcut

AI should increase overlap between product, design, and engineering without erasing accountability. Use this operating model for AI product builder teams.

· 10 min read

AI SaaS Needs A Workflow Control Plane

AI agents will not erase SaaS interfaces. PMs should build workflow control planes with trusted context, valid actions, approvals, audit trails, and recovery paths.

· 11 min read

AI Makes Feature Bloat Easier

AI coding speed does not mean customers can absorb more product change. PMs should manage feature velocity with evidence, release budgets, and pruning discipline.

· 10 min read

Stop Adding AI Features to Your Roadmap

AI roadmap pressure is creating weak product work. PMs should only add AI when they can name the user problem, workflow change, trust boundary, eval, and rollout owner.

· 9 min read

The PM Skill That AI Makes More Valuable

AI is not the new center of product management. PMs should use AI to compress busywork, then reinvest the time in customer judgment, influence, strategy, and decision quality.

· 11 min read

The AI PM Credential Trap: Build Evidence, Not Identity

AI product management is becoming a credential trap. PMs should stop buying identity and start building evidence through hands-on AI product work, evals, and customer judgment.

· 10 min read

AI Product Builder Guardrails: What PMs Should Ship, Test, and Stop

AI lets product managers build faster, but speed is not product judgment. Use these AI product builder guardrails to keep prototypes, validation, and production quality separate.

· 12 min read

The AI Product Management Workflow That Actually Works

A practical guide for product managers using AI in 2026: connect AI to your workflow, prototype faster, keep product judgment in control, and avoid AI slop.

· 9 min read

How Product Managers Can Use AI Agent Skills to Build Repeatable Workflows

Learn how to turn one-off AI prompts into reusable skills for product management. Step-by-step guide for copy-paste, agent mode, and workflow chaining with 26 ready-to-use skills.

· 8 min read

8 Real User Story Examples with Acceptance Criteria (2025) - Product Teams

Get 8 proven user story examples from real product teams. Includes e-commerce, SaaS, mobile apps, and enterprise software examples with detailed acceptance criteria and templates.

· 8 min read

Free User Story Templates: Word and Excel Downloads

Download editable Word and Excel user story templates with acceptance criteria, worked examples, and guidance for product teams.

· 8 min read

Competitive Analysis Framework: AI-Powered Competitive Intelligence

Learn how to conduct effective competitive analysis using AI tools and proven frameworks.

· 8 min read

Customer Interview Analysis: Examples, Word Worksheets & AI Prompts

Download four editable interview worksheets and trace customer evidence through themes, personas, prioritization, and a product brief.

· 6 min read

Launch Checklist Prompts: AI-Powered Product Launch Planning

Use these AI prompts to create comprehensive launch checklists and ensure successful product launches.

· 6 min read

OKR Generator for Product Managers: AI-Powered OKR Creation

Generate effective OKRs for product teams using AI prompts and proven frameworks.

· 20 min read

PRD Examples: Real Product Requirements Documents from Top Companies

Explore real PRD examples from successful companies to learn best practices for product requirements.

· 5 min read

User Story Generator: Create Perfect User Stories with AI Prompts

Learn how to write effective user stories using AI tools like ChatGPT. Includes templates, examples, and step-by-step guide for product managers.

· 6 min read

Stakeholder Update Templates: Keep Everyone Informed

Download free stakeholder update templates to keep your team and stakeholders informed about product progress.

· 7 min read

Roadmap Prioritization Prompts: AI-Powered Feature Prioritization

Use these AI prompts to prioritize features, create roadmaps, and make strategic product decisions.

· 5 min read

Research Synthesis Guide: Turn User Research into Product Insights

Learn how to synthesize user research data into actionable product insights using proven frameworks and AI tools.

· 5 min read

Product Analytics Prompts: AI Prompts for Data-Driven Decisions

Use these AI prompts to analyze product data, create dashboards, and make data-driven product decisions.

· 7 min read

PM AI Evals: Evaluating AI Tools for Product Management

Learn how to evaluate AI tools for product management and choose the right tools for your team.

· 11 min read

AI Prototyping for Product Managers: Rapid Prototyping with AI

Learn how to use AI tools to create rapid prototypes and validate product ideas quickly.

· 14 min read

ChatGPT for Product Managers: Complete Guide to AI-Powered Product Management

Learn how to use ChatGPT and other AI tools to improve your product management workflow.

· 16 min read

PRD Templates: Free Product Requirements Document Templates

Download free PRD templates for product managers. Includes comprehensive templates for different product types and industries.

· 5 min read

How to Write PRD Using AI: Complete Guide for Product Managers

Learn how to write effective Product Requirements Documents using AI tools like ChatGPT.

· 3 min read

Best AI Prompts for Product Managers: 50+ Proven Prompts

Discover the best AI prompts for product managers to improve productivity and decision-making.