Product Manager Toolkit

Frameworks that help product managers make better decisions.

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AI Product Quality, Risk & Safety (7)

Business Operating System (1)

Data & Model Evaluation (10)

AI Readiness Gate Checklist
When to use
When you’re about to move from “prototype” to “production” (and again right before launch) to prevent shipping an AI feature that isn’t safe, measurable, or economically viable.
Data Strategy One-Pager
When to use
When you’re considering an AI feature and you’re not 100% sure you have the right data (or a viable plan to get it).
Dataset Requirements Doc (Sources, Labeling, Governance)
When to use
When you’re considering an AI feature and don’t know if you have the right data (or any usable data) to build it.
Evaluation Framework (Offline + Online)
When to use
When you must compare models/prompt approaches and need a defensible way to decide what ships.
Evaluation Metrics Catalog (Task-specific)
When to use
When you must choose a model/prompt approach and need a repeatable, defensible way to compare options.
Golden Set Creation Guide (Test Set)
When to use
When quality is subjective and you need a stable test set to prevent “it feels better” arguments.
LLM Vendor / Model Selection Scorecard
When to use
When you’re choosing between vendors/models and need to balance quality, cost, latency, privacy, and lock-in.
Model / System Card Template
When to use
When you’re launching or sharing an AI capability and need to document intended use, limits, and risks.
Monitoring & Drift Playbook (Metrics, Thresholds)
When to use
When an AI feature is live (or about to go live) and you need to detect quality decay, drift, or abuse fast.
Prompt / Model Regression Testing Template
When to use
When you’re changing prompts/models/tools and need to ensure you didn’t quietly break performance.

Discovery & Delivery (11)

Acceptance Criteria Templates
When to use
When requirements are being interpreted differently by PM/Eng/QA and you need testable clarity.
AI PRD
When to use
When you’re building an AI feature for real and need full alignment on requirements, risks, and evaluation.
AI UX Patterns & Disclosure Guidelines (1 Pager)
When to use
When users might overtrust the AI, or when inconsistent UI behavior (confidence, citations, refusals) would damage trust and adoption.
Customer Understanding Pack
When to use
When the user journey is complex or multi-role and misunderstandings are causing bad requirements.
Discovery → Delivery Flow
When to use
When your team lacks a shared process and work is getting stuck in handoffs or unclear stages.
Experiment Playbook
When to use
When you want to run experiments without chaos—clear hypotheses, guardrails, and decision rules.
Feature Specification Template
When to use
When engineering needs precise behavior, edge cases, and constraints beyond the PRD.
Interview Script + Research Plan Template
When to use
When you need primary customer evidence (not opinions) to validate needs, workflows, or pricing.
MVP Definition Framework
When to use
When scope is ballooning and you need the smallest version that can validate value.
Opportunity Solution Tree
When to use
When your team jumps to features too fast and you need to map problems → opportunities → solutions.
PRD-lite (1 Pager) Template (Fast Cycle)
When to use
When you need quick alignment for a small bet before writing a full PRD.

GTM & Growth (7)

Market & Business Sizing (5)

Metrics & Analytics (9)

Operating Cadence & Alignment (7)

Prioritization & Decision Systems (8)

Roadmap & Portfolio (2)

Strategy & Positioning (12)

Blue Ocean Strategy
When to use
When your industry is highly competitive with shrinking margins, and you seek to create new market spaces where competition is irrelevant.
Business Model Canvas
When to use
When launching a new business, refining an existing model, or exploring new market opportunities.
Competitive Landscape Analysis
When to use
When you need a defensible differentiation and people keep saying “Competitor X already does this.”
Good Strategy Bad Strategy Criteria
When to use
Use this framework when you need to evaluate or shape a strategy for a business, product, or initiative and want to separate real strategy from vague goals, slogans, or ambition statements. It is especially useful before
Jobs-to-be-Done (JTBD)
When to use
When user needs are unclear, or users describe goals in messy, inconsistent ways.
Market Segmentation Framework
When to use
When you’re trying to decide “which customer segment do we serve first?” (and you can’t justify it).
North Star Metric Framework
When to use
When success is being debated or you have too many metrics and no single “win condition.”
PR-FAQ (Narrative 1-Pager)
When to use
When you need exec buy-in and want to pressure-test clarity before spending engineering time.
Problem Statement Template
When to use
When people are proposing solutions but you can’t clearly state the problem, who has it, and why it matters.
Product Vision Framework
When to use
When you’re starting a new product/pivot and stakeholders are asking “what are we building and why?”
Strategy One-Pager (Choices, Bets, Metrics)
When to use
When you’re planning the next quarter/half and must choose 3–5 bets with clear tradeoffs and metrics.
Value Proposition Canvas
When to use
When you need to clarify “why would anyone choose us?” or messaging feels feature-y and weak.