Resources & Templates
Reusable working templates for AI product managers, covering requirements, design, evaluation and retrospectives. Click to download the Markdown file.
AI Product PRD Template
PRD structure for LLM/RAG scenarios with AI capability design and evaluation
RAG Evaluation Sheet
Quantify recall, faithfulness and hallucination rate, plus a badcase log
AI Product Canvas
One-page map of value, capability, metrics, risk and business model
Requirement Breakdown
Clarify vague requirements into deliverable sub-tasks and acceptance criteria
More Templates
Requirement Review Checklist
Pre-launch itemized review checklist
Agent Capability Design Doc
Toolset, invocation timing and fallback design
Competitive Analysis Template
Framework to break down AI product competitors
User Interview Guide
Question bank for AI product user research
Prompt Engineering Spec
Production prompt writing and versioning conventions
Data Annotation Guide
Labeling standards, QC flow and consistency checks
AI Product Metrics System
From north-star to process metrics
Canary Release Plan
Rollout cadence and rollback plan for AI features
Cost Estimation Sheet
Token/inference cost estimation and pricing reference
Product Retrospective Template
Structured post-launch retrospective framework