AI Prompt Library

56 battle-tested AI prompts organized by the PRODUCTLAPSE Framework. Copy, customize, and use with ChatGPT, Claude, or any AI assistant to supercharge your product management workflow.

56 Prompts
8 Phases
8 Collections

Showing 56 of 56 prompts

Customer Pain Point Analysis
Extract and prioritize customer pain points from raw feedback
Problem Discoverycustomer feedbackpain pointsanalysis

Analyze the following customer feedback and identify the top 3 pain points, their severity, and frequency: [paste customer feedback]. For each pain point, suggest: 1) Root cause, 2) Impact on user exp...

Use Case: Use when analyzing customer support tickets, reviews, or survey responses
Problem Statement Generator
Create structured problem statements from user scenarios
Problem Discoveryproblem statementuser needsframing

Based on this user scenario: [describe scenario], generate a clear problem statement using the format: '[User persona] needs a way to [user need] because [insight]. Currently, [current solution] cause...

Use Case: Use at the start of discovery to frame the problem clearly
Jobs-to-be-Done Framework
Uncover the underlying jobs users hire your product to do
Problem DiscoveryJTBDuser motivationframework

For the product/feature [product name], identify the functional, emotional, and social jobs users are trying to accomplish. Format: When [situation], I want to [motivation], so I can [expected outcome...

Use Case: Use when defining product strategy or exploring new market opportunities
5 Whys Root Cause Analysis
Dig deeper to find root causes instead of treating symptoms
Problem Discoveryroot cause5 whysanalysis

I'm investigating this problem: [problem description]. Help me conduct a '5 Whys' analysis by asking progressively deeper questions to uncover the root cause. After each 'why', suggest potential solut...

Use Case: Use when a problem seems surface-level and you need to understand underlying issues
User Story Mapper
Map the complete user journey and break it into actionable stories
Problem Discoveryuser storiesjourney mappingprioritization

Create a user story map for [product/feature]. Start with the user's goal: [goal]. Break down the journey into: 1) Activities (high-level steps), 2) Tasks (specific actions), 3) User stories (smallest...

Use Case: Use during sprint planning or feature scoping
Assumption Validator
Identify and validate risky assumptions before building
Problem Discoveryassumptionsvalidationrisk

I'm building [product/feature] based on these assumptions: [list assumptions]. For each assumption: 1) Rate risk level (high/medium/low), 2) Suggest validation method (survey, interview, prototype, an...

Use Case: Use before committing resources to a new initiative
Problem Canvas Generator
Comprehensive problem exploration using structured canvas
Problem Discoveryproblem canvasdiscoveryframework

Fill out a Problem Canvas for [problem area]: 1) Who has the problem? (segments), 2) What is the problem? (pain points), 3) When does it occur? (context), 4) Where does it happen? (channels), 5) Why d...

Use Case: Use at the beginning of any new product initiative
Empathy Map Creator
Build deep empathy by mapping user's complete experience
Problem Discoveryempathy mapuser researchpersona

Create an empathy map for [user persona] when [situation/context]. Include: 1) What they SEE (environment, offers), 2) What they HEAR (friends, influencers), 3) What they THINK & FEEL (worries, aspira...

Use Case: Use when creating personas or preparing for user interviews
Competitive Analysis Matrix
Systematic competitive analysis to find market opportunities
Research & Analysiscompetitive analysismarket researchpositioning

Analyze competitors [list competitors] for [product category]. Create a comparison matrix with: 1) Key features, 2) Pricing tiers, 3) Target audience, 4) Unique value propositions, 5) Strengths, 6) We...

Use Case: Use when entering a new market or repositioning your product
Market Sizing Calculator
Estimate market opportunity using multiple methodologies
Research & Analysismarket sizingTAM SAM SOMbusiness case

Calculate TAM, SAM, and SOM for [product/service] in [market/geography]. Use: 1) Top-down approach (total market × market share), 2) Bottom-up approach (customers × price × adoption rate), 3) Value th...

Use Case: Use when pitching to investors or planning go-to-market strategy
User Interview Question Generator
Create effective interview questions that uncover insights
Research & Analysisuser interviewsresearchquestions

Generate 15 user interview questions for [research goal]. Include: 1) Warm-up questions (background), 2) Behavioral questions (past experiences), 3) Problem exploration (pain points), 4) Solution eval...

Use Case: Use before conducting user research interviews
Survey Design Assistant
Create effective surveys that maximize response quality
Research & Analysissurveysquantitative researchdata collection

Design a survey to measure [research objective] for [target audience]. Include: 1) Screening questions, 2) Likert scale questions (satisfaction, importance), 3) Multiple choice (preferences), 4) Open-...

Use Case: Use when you need quantitative validation from a large user base
Sentiment Analysis Interpreter
Extract insights from large volumes of customer feedback
Research & Analysissentiment analysisfeedbackNLP

Analyze sentiment from these customer reviews/feedback: [paste reviews]. Categorize into: 1) Positive themes (what users love), 2) Negative themes (complaints), 3) Neutral observations, 4) Feature req...

Use Case: Use when analyzing app store reviews, NPS comments, or support tickets
Persona Builder
Transform research data into actionable user personas
Research & Analysispersonasuser researchsegmentation

Create a detailed user persona based on this research data: [paste data]. Include: 1) Demographics (age, location, job), 2) Psychographics (goals, motivations, values), 3) Behaviors (tech usage, purch...

Use Case: Use after completing user research to synthesize findings
SWOT Analysis Generator
Strategic analysis to inform product decisions
Research & AnalysisSWOTstrategyplanning

Conduct a SWOT analysis for [product/company] in [market context]. Identify: 1) Strengths (internal advantages), 2) Weaknesses (internal limitations), 3) Opportunities (external factors to leverage), ...

Use Case: Use during strategic planning or quarterly reviews
Trend Analysis & Forecasting
Identify trends and predict future market direction
Research & Analysistrendsforecastingstrategy

Analyze trends in [industry/technology] over the past 3 years and forecast the next 2 years. Consider: 1) Technology trends, 2) User behavior shifts, 3) Regulatory changes, 4) Economic factors, 5) Com...

Use Case: Use during annual planning or product roadmap creation
Opportunity Matrix Builder
Evaluate and prioritize opportunities systematically
Opportunity Mappingopportunity matrixprioritizationvalue vs effort

Create an opportunity matrix for [product area]. For each opportunity: 1) User value (high/medium/low), 2) Business value (revenue, retention, acquisition), 3) Implementation effort (story points/week...

Use Case: Use during roadmap planning to choose which opportunities to pursue
Value Proposition Canvas
Ensure product-market fit by mapping value to customer needs
Opportunity Mappingvalue propositionproduct-market fitcanvas

Complete a Value Proposition Canvas for [product/feature]. Customer Profile: 1) Jobs to be done, 2) Pains (obstacles, risks), 3) Gains (desired outcomes). Value Map: 1) Products & services, 2) Pain re...

Use Case: Use when defining a new product or pivoting existing offering
Blue Ocean Strategy Canvas
Find uncontested market space through strategic differentiation
Opportunity Mappingblue oceanstrategydifferentiation

Create a Blue Ocean Strategy Canvas for [industry]. List competing factors (features, price, service, etc.). For each factor: 1) Rate current industry level (1-5), 2) Propose your level (eliminate/red...

Use Case: Use when seeking to differentiate from crowded competition
Kano Model Classifier
Categorize features by customer satisfaction impact
Opportunity MappingKano modelfeature prioritizationsatisfaction

Classify these features [list features] using the Kano Model: 1) Basic/Must-be (expected, dissatisfaction if absent), 2) Performance (satisfaction proportional to performance), 3) Excitement/Delighter...

Use Case: Use when deciding which features to build or improve
Business Model Canvas
Map out complete business model for new opportunity
Opportunity Mappingbusiness modelcanvasstrategy

Complete a Business Model Canvas for [opportunity]: 1) Customer Segments, 2) Value Propositions, 3) Channels, 4) Customer Relationships, 5) Revenue Streams, 6) Key Resources, 7) Key Activities, 8) Key...

Use Case: Use when evaluating new business opportunities or pivots
Monetization Strategy Designer
Explore and compare monetization approaches
Opportunity Mappingmonetizationpricingrevenue

Design a monetization strategy for [product/feature]. Evaluate: 1) Freemium (free tier + paid upgrades), 2) Subscription (monthly/annual), 3) Usage-based (pay per use), 4) Transaction fees, 5) Licensi...

Use Case: Use when launching a new product or optimizing pricing
Impact Mapping
Connect features to business goals through behavioral change
Opportunity Mappingimpact mappinggoal alignmentoutcomes

Create an impact map for [business goal]. Start with: 1) WHY (business goal), 2) WHO (actors who can help/hinder), 3) HOW (impacts on actor behavior), 4) WHAT (deliverables/features). Connect features...

Use Case: Use when aligning roadmap to business objectives
PRD Generator
Create comprehensive PRD from high-level feature description
Documentation & SpecsPRDrequirementsdocumentation

Generate a Product Requirements Document for [feature/product]. Include: 1) Executive Summary, 2) Problem Statement, 3) Goals & Success Metrics, 4) User Stories & Use Cases, 5) Functional Requirements...

Use Case: Use when starting development of a new feature
User Story Writer
Transform features into actionable, testable user stories
Documentation & Specsuser storiesagilerequirements

Write detailed user stories for [feature]. Format: 'As a [persona], I want to [action], so that [benefit].' Include: 1) Acceptance criteria (Given/When/Then), 2) Edge cases, 3) Dependencies, 4) Story ...

Use Case: Use during sprint planning or backlog refinement
API Specification Designer
Create clear API contracts for backend development
Documentation & SpecsAPIspecificationsbackend

Design API specifications for [feature/service]. For each endpoint: 1) HTTP method & path, 2) Request parameters (query, body, headers), 3) Response schema (success & error), 4) Authentication/authori...

Use Case: Use when designing new APIs or microservices
Technical Specification Writer
Detailed technical specs for engineering teams
Documentation & Specstechnical specsarchitectureengineering

Write technical specifications for [feature]. Include: 1) Architecture overview (diagrams), 2) Data models (schemas, relationships), 3) API contracts, 4) Security considerations, 5) Performance requir...

Use Case: Use for complex features requiring detailed technical planning
Acceptance Criteria Generator
Create clear, testable acceptance criteria for user stories
Documentation & Specsacceptance criteriatestingquality

Generate comprehensive acceptance criteria for [user story]. Use Given/When/Then format. Cover: 1) Happy path scenarios, 2) Edge cases, 3) Error handling, 4) Performance criteria, 5) Accessibility req...

Use Case: Use during backlog refinement to ensure stories are ready for development
Release Notes Writer
Communicate product updates clearly to users
Documentation & Specsrelease notescommunicationchangelog

Write release notes for version [version number]. Categorize changes: 1) New Features (with benefits), 2) Improvements (enhancements), 3) Bug Fixes, 4) Breaking Changes (migration guide), 5) Deprecati...

Use Case: Use before each product release to inform users of changes
Help Documentation Creator
Write user-facing documentation that reduces support burden
Documentation & Specsdocumentationhelpuser guides

Create help documentation for [feature]. Include: 1) Overview (what it does, why it's useful), 2) Getting Started (step-by-step), 3) Key Concepts (terminology), 4) How-to Guides (common tasks), 5) Tro...

Use Case: Use when launching new features to enable user self-service
Data Schema Designer
Design robust database schemas for new features
Documentation & Specsdatabaseschemadata modeling

Design database schema for [feature/domain]. For each entity: 1) Table name, 2) Columns (name, type, constraints), 3) Primary key, 4) Foreign keys (relationships), 5) Indexes (for performance), 6) Sam...

Use Case: Use when designing data architecture for new features
RICE Scoring Calculator
Prioritize features using data-driven RICE framework
Prioritization & PlanningRICEprioritizationscoring

Calculate RICE scores for these initiatives [list initiatives]. For each: 1) Reach (users impacted per quarter), 2) Impact (0.25=minimal, 0.5=low, 1=medium, 2=high, 3=massive), 3) Confidence (% certai...

Use Case: Use during roadmap planning to objectively prioritize features
MoSCoW Prioritization
Categorize features by criticality for release planning
Prioritization & PlanningMoSCoWprioritizationrelease planning

Prioritize these features [list features] using MoSCoW method: 1) Must Have (critical for launch), 2) Should Have (important but not critical), 3) Could Have (nice to have), 4) Won't Have (out of scop...

Use Case: Use when defining MVP scope or planning releases
Roadmap Builder
Build strategic roadmap balancing multiple priorities
Prioritization & Planningroadmapplanningstrategy

Create a 6-month product roadmap for [product]. Organize by: 1) Now (current quarter), 2) Next (next quarter), 3) Later (future). For each initiative: goal, key features, success metrics, dependencies...

Use Case: Use during quarterly planning to communicate product direction
Sprint Planning Assistant
Optimize sprint planning with capacity and priority balancing
Prioritization & Planningsprint planningagilecapacity

Plan a 2-week sprint for [team]. Team capacity: [story points]. Backlog: [list stories with estimates]. Select stories that: 1) Fit capacity, 2) Align with sprint goal, 3) Have clear acceptance criter...

Use Case: Use during sprint planning meetings
Dependency Mapper
Visualize and manage project dependencies
Prioritization & Planningdependenciesproject managementplanning

Map dependencies for [project/initiative]. Identify: 1) Technical dependencies (APIs, infrastructure, data), 2) Team dependencies (design, engineering, legal), 3) External dependencies (vendors, partn...

Use Case: Use for complex projects with multiple teams or systems
Risk Assessment Matrix
Identify and mitigate project risks proactively
Prioritization & Planningrisk managementplanningmitigation

Assess risks for [project/feature]. For each risk: 1) Description, 2) Probability (low/medium/high), 3) Impact (low/medium/high), 4) Risk score (probability × impact), 5) Mitigation strategy, 6) Owner...

Use Case: Use at project kickoff and during regular risk reviews
OKR Framework Designer
Set ambitious goals with measurable key results
Prioritization & PlanningOKRsgoalsplanning

Create OKRs for [team/product] for [time period]. For each Objective: 1) Inspiring, qualitative goal, 2) 3-5 Key Results (specific, measurable, time-bound), 3) Baseline & target values, 4) Initiatives...

Use Case: Use during quarterly planning to set team objectives
Agile Standup Facilitator
Run efficient, focused daily standups
Execution & Deliverystandupagileteam coordination

Facilitate a daily standup for [team]. For each member, structure updates: 1) What I completed yesterday (link to tickets), 2) What I'm working on today (priorities), 3) Blockers (who can help). Ident...

Use Case: Use daily to keep team aligned and unblock progress
Sprint Retrospective Guide
Run effective retrospectives that drive continuous improvement
Execution & Deliveryretrospectiveagilecontinuous improvement

Facilitate a sprint retrospective. Structure: 1) What went well (celebrate wins), 2) What didn't go well (identify problems), 3) What we learned (insights), 4) Action items (specific, assigned, time-b...

Use Case: Use at the end of each sprint to improve team processes
Stakeholder Update Generator
Communicate project status clearly to leadership
Execution & Deliverystakeholder communicationstatus updatesreporting

Generate a stakeholder update for [project/sprint]. Include: 1) Executive Summary (status, key wins), 2) Progress (completed, in-progress, upcoming), 3) Metrics (KPIs, trends), 4) Risks & Issues (with...

Use Case: Use weekly or bi-weekly to keep stakeholders informed
Launch Checklist Creator
Ensure nothing is missed during product launches
Execution & Deliverylaunchchecklistproject management

Create a comprehensive launch checklist for [feature/product]. Include: 1) Pre-launch (testing, docs, training), 2) Launch day (deployment, monitoring, communication), 3) Post-launch (support, feedbac...

Use Case: Use 2-4 weeks before launch to coordinate cross-functional efforts
Bug Triage Assistant
Prioritize bugs based on impact and urgency
Execution & Deliverybug triagequalityprioritization

Triage these bugs [list bugs with descriptions]. For each: 1) Severity (critical/high/medium/low), 2) Priority (P0/P1/P2/P3), 3) Affected users (%), 4) Workaround available?, 5) Recommended action (fi...

Use Case: Use during bug review meetings to prioritize fixes
Change Management Plan
Manage organizational change for major product updates
Execution & Deliverychange managementcommunicationadoption

Create a change management plan for [feature/change]. Address: 1) Impact analysis (who's affected, how), 2) Communication plan (what, when, channels), 3) Training needs (materials, sessions), 4) Suppo...

Use Case: Use for major features that change user workflows significantly
Metrics Dashboard Designer
Define comprehensive metrics framework for product success
Measurement & AnalyticsmetricsdashboardKPIs

Design a metrics dashboard for [product/feature]. Include: 1) North Star Metric (primary success indicator), 2) Input Metrics (leading indicators), 3) Output Metrics (lagging indicators), 4) Guardrail...

Use Case: Use when launching new products or features to track success
A/B Test Designer
Design statistically rigorous A/B tests
Measurement & AnalyticsA/B testingexperimentationdata

Design an A/B test for [hypothesis]. Define: 1) Hypothesis (if we change X, then Y will improve because Z), 2) Primary metric (success measure), 3) Secondary metrics, 4) Sample size (statistical power...

Use Case: Use when you want to validate product changes before full rollout
Cohort Analysis Builder
Understand user behavior patterns across cohorts
Measurement & Analyticscohort analysisretentionanalytics

Analyze cohorts for [product/feature]. Group users by: [cohort definition, e.g., signup month]. Track: 1) Retention (D1, D7, D30), 2) Engagement (feature usage), 3) Revenue (LTV), 4) Churn rate. Ident...

Use Case: Use to understand how user behavior changes over time
Funnel Analysis Guide
Optimize conversion by analyzing funnel drop-offs
Measurement & Analyticsfunnel analysisconversionoptimization

Analyze conversion funnel for [user journey]. Define steps: [list steps]. For each step: 1) Conversion rate, 2) Drop-off rate, 3) Time to convert, 4) Segment breakdown (by user type, device, source). ...

Use Case: Use to improve conversion rates in key user journeys
Churn Prediction Model
Predict and prevent customer churn proactively
Measurement & Analyticschurnretentionpredictive analytics

Build a churn prediction model for [product]. Identify: 1) Churn definition (criteria), 2) Leading indicators (engagement drop, support tickets, feature usage), 3) Risk segments (high/medium/low), 4) ...

Use Case: Use to reduce churn through early intervention
Product Analytics Audit
Ensure analytics infrastructure supports decision-making
Measurement & Analyticsanalyticsauditdata quality

Audit analytics implementation for [product]. Review: 1) Event tracking (completeness, naming conventions), 2) User properties (demographics, behavior), 3) Data quality (accuracy, consistency), 4) Das...

Use Case: Use quarterly to maintain high-quality analytics
Feature Performance Review
Evaluate feature success and decide next steps
Iteration & Optimizationfeature reviewoptimizationROI

Review performance of [feature] launched [time ago]. Analyze: 1) Adoption (% of users, growth rate), 2) Engagement (frequency, depth), 3) Impact on goals (metrics movement), 4) User feedback (qualitat...

Use Case: Use 30-90 days after feature launch to assess performance
Conversion Rate Optimizer
Systematically improve conversion rates
Iteration & Optimizationconversion optimizationCROgrowth

Optimize conversion rate for [page/flow]. Current rate: [X%]. Analyze: 1) User behavior (heatmaps, session recordings), 2) Drop-off points, 3) Friction sources (form fields, load time, clarity), 4) Va...

Use Case: Use to improve key conversion funnels
Technical Debt Prioritizer
Balance technical debt with feature development
Iteration & Optimizationtechnical debtprioritizationengineering

Prioritize technical debt items [list items]. For each: 1) Impact (on velocity, reliability, security), 2) Effort (story points), 3) Risk if not addressed, 4) Business value of fixing, 5) Dependencies...

Use Case: Use during sprint planning to allocate time for tech debt
Usability Test Analyzer
Extract actionable insights from usability testing
Iteration & Optimizationusability testingUXoptimization

Analyze usability test results for [feature/flow]. Synthesize findings: 1) Task success rates, 2) Time on task, 3) Error rates, 4) Satisfaction scores, 5) Qualitative observations (pain points, confus...

Use Case: Use after conducting usability tests to prioritize improvements
Growth Experiment Generator
Design systematic growth experiments
Iteration & Optimizationgrowthexperimentationoptimization

Generate growth experiments for [growth goal]. For each experiment: 1) Hypothesis (if we X, then Y will happen because Z), 2) Target metric, 3) Experiment type (A/B test, feature flag, landing page), ...

Use Case: Use to systematically test growth hypotheses
Post-Mortem Facilitator
Learn from failures to prevent recurrence
Iteration & Optimizationpost-mortemincidentlearning

Facilitate a post-mortem for [incident/failure]. Structure: 1) Timeline (what happened, when), 2) Root cause (5 Whys analysis), 3) Impact (users affected, revenue lost, reputation), 4) What went well ...

Use Case: Use after incidents or project failures to improve processes