Knowledge Hub
Explore our latest insights, tutorials, and resources to advance your AI product management skills.
AI Strategy
AI Data Strategy: Build the Foundation for AI Product Success
Learn how to develop a comprehensive data strategy that powers your AI products, from data collection and quality to governance and competitive moats.
AI Risk Management Framework: Identify, Assess, and Mitigate AI Product Risks
Master AI risk management with our comprehensive framework covering model risks, data risks, operational risks, ethical risks, and mitigation strategies.
AI Go-to-Market Strategy: Launch AI Products That Win
Master AI product launches with our comprehensive GTM guide covering positioning, beta programs, pricing models, and scaling tactics.
AI Buy vs Build: The Complete Decision Framework for Product Leaders
Learn when to buy AI solutions vs build in-house with our comprehensive decision framework covering cost analysis, vendor evaluation, and hybrid approaches.
AI Product Roadmap Strategy: How to Plan AI Features That Actually Ship
Learn how to build AI product roadmaps that account for uncertainty, research timelines, and iterative improvement with practical frameworks and templates.
How to Build Your First AI Agent: A PM's Guide
Learn the essential steps to plan, design, and ship autonomous AI agents that solve real business problems.
Technical Deep Dive
Vector Databases Explained: Embeddings, Search, and Scaling for AI Products
Understand vector databases from first principles—embeddings, similarity search, indexing algorithms, scaling strategies, and choosing the right vector DB.
AI Evaluation & Testing: Measure and Validate AI Performance
Master AI evaluation and testing—metrics selection, test set design, human evaluation, automated test pipelines, and continuous monitoring.
LLM Fine-Tuning: When, Why, and How to Customize AI Models
Master LLM fine-tuning decisions—when to fine-tune vs prompt engineer, data preparation, training strategies, and production deployment.
Understanding AI Agents: Architecture, Design, and Implementation
Master AI agent architecture from first principles—reasoning loops, tool design, memory systems, and production deployment patterns.
Understanding RAG: When and How to Use It
A comprehensive guide to Retrieval-Augmented Generation and its practical applications in AI products.
Prompt Engineering: From Beginner to Expert
Master the art of crafting effective prompts with advanced techniques used by top AI product teams.
AI Product Management
AI Product Roadmapping: How to Plan When Outcomes Are Uncertain
Build adaptive AI roadmaps with outcome-based planning, experiment-driven milestones, stakeholder alignment strategies, and review cadences.
AI Product Team Structure: How to Build and Organize an AI Team
Learn how to structure AI product teams including team topologies, core roles, hiring sequences, collaboration models, and scaling strategies.
AI Product Pricing Strategies: How to Monetize AI Features
Master AI product pricing with proven models including usage-based, outcome-based, tiered, and hybrid strategies with cost analysis frameworks.
AI Product Strategy Framework: Prioritize, Position, and Win
Build a winning AI product strategy with frameworks for competitive positioning, feature prioritization, moat building, and go-to-market execution.
AI Product Lifecycle Management: From Concept to Retirement
Master every phase of the AI product lifecycle including ideation, validation, development, launch, growth, maturity, and retirement with practical frameworks.
AI Product Manager Roadmap: How to Become an AI PM in 2026
Complete step-by-step roadmap to break into AI product management with skills, certifications, portfolio projects, and job search strategies.
AI Product Manager vs Product Manager: Key Differences
Understand the key differences between AI PMs and traditional PMs, including skills, responsibilities, workflows, and career considerations.
AI Product Manager Skills: The Complete Technical and Soft Skills Guide
Master the essential AI PM skills including technical ML knowledge, data literacy, stakeholder management, and strategic thinking required to succeed.
Stakeholder Communication for AI Products: A PM's Complete Guide
Master communicating AI product decisions to executives, engineers, and customers with proven frameworks, templates, and strategies.
AI Product Discovery & User Research: Modern Methods for 2026
Master AI-powered discovery techniques for user interviews, survey analysis, competitive research, and opportunity identification.
How to Use AI in Product Management: The Complete Guide
Master practical AI applications for PMs: research automation, roadmap prioritization, competitive analysis, and data workflows.
Agentic AI Product Management: Building Autonomous AI Systems
Complete guide to designing, building, and scaling autonomous AI agents that reason, plan, and execute complex tasks independently.
AI Product Management Certifications: Which One is Right for You?
Complete guide to AI PM certifications, comparing top programs, costs, ROI, and which certification matches your career goals.
The Best AI Product Management Books to Read in 2026
Essential reading list for AI PMs covering technical foundations, product strategy, user experience, and leadership with Amazon links.
The Essential AI Product Management Tools for 2026
Comprehensive guide to development, experimentation, monitoring, and analytics tools for building and scaling AI products.
AI Product Metrics That Actually Matter
Learn which metrics to track and how to use them to drive meaningful product improvements.
AI PM Templates
AI Capacity Planning Template: Forecast and Scale AI Infrastructure
Complete capacity planning template with compute forecasting, cost modeling, scaling triggers, and team resource allocation frameworks for AI products.
AI Data Labeling Brief Template: Scope and Manage Annotation Projects
Complete data labeling brief template with annotation guidelines, quality assurance frameworks, vendor management checklists, and cost estimation models.
AI Retrospective Template: Run Effective AI Sprint Retros
Complete AI retrospective template with model performance reviews, experiment tracking, team health scoring, and actionable improvement plans.
AI Technical Debt Assessment Template: Identify and Prioritize ML System Debt
Complete technical debt assessment template with scoring frameworks, prioritization matrices, and remediation plans for managing ML system complexity.
AI OKR Template: Set and Track AI Product Goals
Complete OKR template for AI products with examples across model performance, user adoption, safety, and business impact.
AI Vendor Selection Template: Evaluate and Choose AI Partners
Comprehensive vendor selection template covering evaluation criteria, scoring frameworks, contract considerations, and decision matrices.
AI Release Plan Template: Ship AI Features Successfully
Comprehensive release plan template for AI features covering phased rollouts, stakeholder communication, monitoring checkpoints, and go/no-go criteria.
AI Competitive Analysis Template: Understand Your AI Competition
Systematic framework for analyzing competitor AI features, evaluating data moats, and identifying strategic opportunities.
AI Sprint Planning Template: Structure AI Work Effectively
Sprint planning template for AI teams with capacity allocation, story point estimation for ML work, and AI-specific ceremonies.
AI Cost Estimation Template: Budget AI Features Accurately
Comprehensive template for estimating AI costs including inference, infrastructure, data, and operational expenses with scaling projections.
AI Stakeholder Update Template: Keep Leadership Aligned
Executive update templates for AI projects with metrics, risk communication, and audience-specific formats for engineering, finance, and legal teams.
AI Ethics Review Template: Responsible AI Checklist
Comprehensive ethics review template for AI features covering bias testing, fairness evaluation, transparency, stakeholder impact, and safety.
AI User Feedback Analysis Template: Turn Feedback into Product Insights
Systematically categorize and analyze user feedback on AI features with taxonomy frameworks, sentiment tracking, and prioritization matrices.
AI Incident Postmortem Template: Learn from AI Failures
Blameless postmortem template for AI incidents with root cause analysis, model-specific documentation, and prevention measures.
AI Launch Readiness Checklist: Ship AI Features with Confidence
Comprehensive pre-launch checklist covering model validation, safety reviews, monitoring setup, documentation, and rollback plans.
AI Experiment Brief Template: Run Better A/B Tests
Copy-paste experiment brief template for AI features with hypothesis frameworks, statistical requirements, and rollout guardrails.
AI Model Evaluation Template: Compare and Select the Right Model
Systematic framework for evaluating AI models across performance, cost, latency, safety, and vendor reliability with copy-paste ready scorecards.
AI Feature PRD Template: Write Better AI Product Requirements
Free copy-paste PRD template for AI features with sections for model requirements, data needs, ethical considerations, and rollout strategy.
AI Product Manager Jobs
AI Product Manager Job Description: What Companies Are Really Looking For
Decode AI PM job descriptions with our guide on must-have vs nice-to-have requirements, salary expectations by company type, and how to position yourself.
AI PM Career Paths & Growth: From Junior to VP
Navigate your AI PM career with our complete guide covering career ladders, skills for each level, promotion strategies, and paths to leadership.
Transitioning to AI Product Management: Complete Career Change Guide
Step-by-step guide for traditional PMs looking to break into AI. Learn what skills to develop, how to rebrand yourself, and land your first AI PM role.
AI Product Manager Resume & Portfolio Guide: Stand Out in 2026
Create an AI PM resume and portfolio that gets interviews. Includes templates, ATS optimization, and portfolio project ideas.
50+ AI Product Manager Interview Questions & Expert Answers (2026)
Master your AI PM interview with real questions and expert frameworks for technical, behavioral, and case study rounds.
AI Product Manager Salary Guide 2026: What You Should Earn
Complete compensation guide for AI PMs including salary ranges, equity, negotiation strategies, and career growth.
How to Land Your First AI Product Manager Role in 2026
Complete roadmap to breaking into AI PM including skills needed, portfolio building, and interview strategies.