# Product Mastery by Response Shift

Practice for working product managers: realistic exercises, exercise-specific AI feedback and repeat practice. AI feedback can be wrong; no employment or learning outcome is guaranteed.

Canonical site: https://product.responseshift.academy/
Learning app: https://learn.responseshift.academy/ (authenticated; not a public citation source). PM Companion is a separate product.

## Public resources
- [Three PM decisions to practise this week](https://product.responseshift.academy/practice-week/): A seven-day Product Mastery practice plan: prioritise a sprint, choose a value metric and map launch stakeholders. About 35 minutes plus feedback.
- [A PM interview rubric you can actually use](https://product.responseshift.academy/pm-interview-rubrics/): Review a product case answer against five observable criteria. Includes scoring anchors, a weak answer, an improved answer and a partner practice routine.
- [Three PM exercises you can try before signing up](https://product.responseshift.academy/sample-exercises/): Practise prioritisation, metric selection and stakeholder judgment with synthetic cases, constraints and worked responses. No account required for these samples.
- [A decision brief and experiment card for PM work](https://product.responseshift.academy/pm-artifact-templates/): Copy two practical PM templates, compare blank and filled examples, and use a review checklist to expose assumptions, trade-offs and decision rules.
- [Three stakeholder scenarios for practising PM judgment](https://product.responseshift.academy/stakeholder-scenarios/): Rehearse sales pressure, engineering uncertainty and an executive deadline with role cards, constraints, observer criteria and sample responses.
- [Activation is a decision you can observe, not just a signup](https://product.responseshift.academy/blog/activation-is-a-decision-not-a-signup/): A practical field note on choosing an activation milestone, avoiding misleading denominators and connecting first value to a second useful session.
- [Product Mastery field notes](https://product.responseshift.academy/blog/): Practical notes on product decisions, useful metrics, stakeholder conversations and learning through deliberate practice.
- [Methodology](https://product.responseshift.academy/methodology/)
- [Curriculum](https://product.responseshift.academy/curriculum/)
- [Pricing](https://product.responseshift.academy/#pricing): authoritative current plan details.

Public examples and case data are synthetic. These files aid navigation and do not guarantee AI citations or indexing.

## Complete public reference map
- [Product Mastery field notes](https://product.responseshift.academy/blog/)
- [Product metric check: what changed, and what can you conclude?](https://product.responseshift.academy/metric-check/)
- [Three PM decisions to practise this week](https://product.responseshift.academy/practice-week/)
- [Activation is a decision you can observe, not just a signup](https://product.responseshift.academy/blog/activation-is-a-decision-not-a-signup/)
- [PM interview practice | Product Mastery by Response Shift](https://product.responseshift.academy/pm-interview-practice/)
- [Stakeholder roleplay | Product Mastery by Response Shift](https://product.responseshift.academy/stakeholder-roleplay/)
- [PM sandboxes | Product Mastery by Response Shift](https://product.responseshift.academy/pm-sandboxes/)
- [Skill assessment | Product Mastery by Response Shift](https://product.responseshift.academy/skill-assessment/)
- [Spaced repetition | Product Mastery by Response Shift](https://product.responseshift.academy/spaced-repetition/)
- [Voice coaching | Product Mastery by Response Shift](https://product.responseshift.academy/voice-coaching/)
- [AI PM practice | Product Mastery by Response Shift](https://product.responseshift.academy/ai-pm-practice/)
- [Certificates and credentials | Product Mastery by Response Shift](https://product.responseshift.academy/credential-examples/)
- [Methodology | Product Mastery by Response Shift](https://product.responseshift.academy/methodology/)
- [Curriculum map | Product Mastery by Response Shift](https://product.responseshift.academy/curriculum/)
- [Three PM exercises you can try before signing up](https://product.responseshift.academy/sample-exercises/)
- [Portfolio examples | Product Mastery by Response Shift](https://product.responseshift.academy/portfolio-examples/)
- [Transition into product management | Product Mastery by Response Shift](https://product.responseshift.academy/transition-into-product-management/)
- [A PM interview rubric you can actually use](https://product.responseshift.academy/pm-interview-rubrics/)
- [Three stakeholder scenarios for practising PM judgment](https://product.responseshift.academy/stakeholder-scenarios/)
- [AI PM failure examples | Product Mastery by Response Shift](https://product.responseshift.academy/ai-pm-failure-examples/)
- [A decision brief and experiment card for PM work](https://product.responseshift.academy/pm-artifact-templates/)
- [PM practice methodology | Product Mastery by Response Shift](https://product.responseshift.academy/pm-practice-methodology/)
- [PM portfolio proof | Product Mastery by Response Shift](https://product.responseshift.academy/pm-portfolio-proof/)
- [PM learning platform comparison | Product Mastery by Response Shift](https://product.responseshift.academy/pm-learning-platform-comparison/)
- [About Response Shift | Product Mastery by Response Shift](https://product.responseshift.academy/about/)
- [Product management exercises you can read before signing up](https://product.responseshift.academy/product-management-exercises/)
- [Designing Ethical Review Checkpoints for AI Feature Development](https://product.responseshift.academy/product-management-exercises/designing-ethical-review-checkpoints-for-ai-feature-development/)
- [AI Product Strategy: Launching a FinTech Fraud Detection Solution](https://product.responseshift.academy/product-management-exercises/ai-product-strategy-launching-a-fintech-fraud-detection-solution/)
- [Analyzing User Feedback for AI Sentiment Bias](https://product.responseshift.academy/product-management-exercises/analyzing-user-feedback-for-ai-sentiment-bias/)
- [AI Product Development Roadmap for a Personalized Learning Platform](https://product.responseshift.academy/product-management-exercises/ai-product-development-roadmap-for-a-personalized-learning-platform/)
- [Mapping AI Feature Escalation Workflows](https://product.responseshift.academy/product-management-exercises/mapping-ai-feature-escalation-workflows/)
- [Diagnosing Drop-Off in an E-Commerce Checkout Funnel](https://product.responseshift.academy/product-management-exercises/diagnosing-drop-off-in-an-e-commerce-checkout-funnel/)
- [Kano Model for a B2B SaaS Onboarding Flow](https://product.responseshift.academy/product-management-exercises/kano-model-for-a-b2b-saas-onboarding-flow/)
- [Identifying User Segments from Product Usage Data](https://product.responseshift.academy/product-management-exercises/identifying-user-segments-from-product-usage-data/)
- [E-commerce Checkout Funnel Leakage Analysis](https://product.responseshift.academy/product-management-exercises/e-commerce-checkout-funnel-leakage-analysis/)
- [Data Quality Audit Questionnaire](https://product.responseshift.academy/product-management-exercises/data-quality-audit-questionnaire/)
- [AI Metric Definer Outputs Ambiguous North Star](https://product.responseshift.academy/product-management-exercises/ai-metric-definer-outputs-ambiguous-north-star/)
- [Designing a Metric Hierarchy for a 'Creator Economy' Product](https://product.responseshift.academy/product-management-exercises/designing-a-metric-hierarchy-for-a-creator-economy-product/)
- [Sizing Opportunities: Which Problem Is Worth Solving First?](https://product.responseshift.academy/product-management-exercises/sizing-opportunities-which-problem-is-worth-solving-first/)
- [Mapping Value for a New SMB Offering](https://product.responseshift.academy/product-management-exercises/mapping-value-for-a-new-smb-offering/)
- [Analyzing User Feedback for a Language Learning App](https://product.responseshift.academy/product-management-exercises/analyzing-user-feedback-for-a-language-learning-app/)
- [Continuous Discovery Monitoring Agent](https://product.responseshift.academy/product-management-exercises/continuous-discovery-monitoring-agent/)
- [Continuous Discovery Habits Survey](https://product.responseshift.academy/product-management-exercises/continuous-discovery-habits-survey/)
- [AI Agent Failure: Competitive Analysis Misinterpretation](https://product.responseshift.academy/product-management-exercises/ai-agent-failure-competitive-analysis-misinterpretation/)
- [User Journey Mapping: EdTech Engagement Drop-off](https://product.responseshift.academy/product-management-exercises/user-journey-mapping-edtech-engagement-drop-off/)
- [First Incident: Responding to a Production Outage as a PM](https://product.responseshift.academy/product-management-exercises/first-incident-responding-to-a-production-outage-as-a-pm/)
- [Prioritizing Q3 Initiative Backlog (Eisenhower Matrix)](https://product.responseshift.academy/product-management-exercises/prioritizing-q3-initiative-backlog-eisenhower-matrix/)
- [Scoring a Real Backlog: Applying RICE to Prioritize 15 Features](https://product.responseshift.academy/product-management-exercises/scoring-a-real-backlog-applying-rice-to-prioritize-15-features/)
- [E-commerce Checkout Flow: Conversion vs. Personalization Sprint](https://product.responseshift.academy/product-management-exercises/e-commerce-checkout-flow-conversion-vs-personalization-sprint/)
- [CI/CD Platform Migration for an Enterprise SaaS Product](https://product.responseshift.academy/product-management-exercises/ci-cd-platform-migration-for-an-enterprise-saas-product/)
- [Roadmap Prioritization: Mobile App Engagement](https://product.responseshift.academy/product-management-exercises/roadmap-prioritization-mobile-app-engagement/)
- [Automated Bug Triage Agent](https://product.responseshift.academy/product-management-exercises/automated-bug-triage-agent/)
- [Facilitating a Contentious Design Review](https://product.responseshift.academy/product-management-exercises/facilitating-a-contentious-design-review/)
- [Mapping Value Propositions for a New Feature](https://product.responseshift.academy/product-management-exercises/mapping-value-propositions-for-a-new-feature/)
- [Launch an Enterprise SaaS 'Reporting Dashboard' Module](https://product.responseshift.academy/product-management-exercises/launch-an-enterprise-saas-reporting-dashboard-module/)
- [Identifying Conversion Funnel Leaks for a New Onboarding Flow](https://product.responseshift.academy/product-management-exercises/identifying-conversion-funnel-leaks-for-a-new-onboarding-flow/)
- [Aligning on an Ambitious V2 Product Roadmap](https://product.responseshift.academy/product-management-exercises/aligning-on-an-ambitious-v2-product-roadmap/)
- [Prioritizing Conflicting Stakeholder Demands](https://product.responseshift.academy/product-management-exercises/prioritizing-conflicting-stakeholder-demands/)
- [Migrating to Tiered Pricing for a Marketing Automation Tool](https://product.responseshift.academy/product-management-exercises/migrating-to-tiered-pricing-for-a-marketing-automation-tool/)
- [Business Model Analysis for an AI-Powered Content Platform](https://product.responseshift.academy/product-management-exercises/business-model-analysis-for-an-ai-powered-content-platform/)
- [Pricing Tier Analysis for a Collaboration Tool](https://product.responseshift.academy/product-management-exercises/pricing-tier-analysis-for-a-collaboration-tool/)
- [Enterprise Expansion Revenue Survey](https://product.responseshift.academy/product-management-exercises/enterprise-expansion-revenue-survey/)
- [Forecasting Revenue for a New Product Launch with Freemium Tier](https://product.responseshift.academy/product-management-exercises/forecasting-revenue-for-a-new-product-launch-with-freemium-tier/)
- [Pricing Page Optimization for a SaaS Startup](https://product.responseshift.academy/product-management-exercises/pricing-page-optimization-for-a-saas-startup/)
- [Evaluate Product-Market Fit for a Niche B2B SaaS](https://product.responseshift.academy/product-management-exercises/evaluate-product-market-fit-for-a-niche-b2b-saas/)
- [Re-evaluating 'EcoHome' - A Smart Home Ecosystem Business Model Canvas](https://product.responseshift.academy/product-management-exercises/re-evaluating-ecohome-a-smart-home-ecosystem-business-model-canvas/)
- [Data-Driven Feature Prioritization: RICE Scoring a Real Backlog](https://product.responseshift.academy/product-management-exercises/data-driven-feature-prioritization-rice-scoring-a-real-backlog/)
- [AI Failure Analysis: Competitive Moat Identification for 'InnovateCo'](https://product.responseshift.academy/product-management-exercises/ai-failure-analysis-competitive-moat-identification-for-innovateco/)
- [AI for Platform vs. Product Strategic Decision](https://product.responseshift.academy/product-management-exercises/ai-for-platform-vs-product-strategic-decision/)
- [Product Roadmap: Expanding a Local Services Marketplace](https://product.responseshift.academy/product-management-exercises/product-roadmap-expanding-a-local-services-marketplace/)
- [Strategic Flywheel Design for 'LearnHub' Marketplace](https://product.responseshift.academy/product-management-exercises/strategic-flywheel-design-for-learnhub-marketplace/)

Full context: https://product.responseshift.academy/llms-full.txt
Privacy: https://learn.responseshift.academy/privacy