autostay-pm

Deep-dive into subscriber data — cohort retention, subscription health metrics, and KPI dashboard design

Create a competitive battlecard for Autostay against car wash industry competitors — self-wash, mobile wash, automated wash, and other subscription services

Run a full Autostay product discovery cycle — from ideation through assumption mapping to experiment design

Analyze subscription growth health and design retention strategies for Autostay

Prepare an Autostay interview script (subscriber or partner) or summarize an interview transcript into structured insights

Define Autostay's North Star Metric and supporting input metrics — pre-classified as Transaction Game with subscription-specific candidates

Plan regional expansion for Autostay's O2O car wash subscription service — market selection, partner recruitment, and launch playbook

Brainstorm team-level OKRs for Autostay's subscription business — qualitative objectives with measurable key results for retention, partner network, and revenue

Run a pre-mortem risk analysis on a PRD, launch plan, or feature — identify what could go wrong before it does

Design subscription pricing for Autostay — plan tiers, monthly vs annual, per-wash economics, add-ons, family plans, and partner revenue share

Build Autostay subscriber personas and map the customer journey from research data

Analyze subscriber and partner feedback — categorize issues, assess quality, and generate improvement plans

Sprint lifecycle — plan a sprint, run a retrospective, or generate release notes

Create a comprehensive product strategy for Autostay's O2O car wash subscription service — strategy canvas, vision, and subscription pricing in one document

Generate comprehensive test scenarios from user stories or feature specs — happy paths, edge cases, and error handling

Analyze, categorize, and prioritize feature requests from Autostay subscribers, app reviews, and partner feedback

Create a comprehensive Product Requirements Document for Autostay's O2O car wash subscription service, including O2O operations and partner integration

Break a feature into backlog items — user stories or job stories with acceptance criteria for Autostay's dual-sided O2O platform

Analyze A/B test results with statistical significance, sample size validation, confidence intervals, and ship/extend/stop recommendations. Use when evaluating experiment results, checking if a test reached significance, interpreting split test data, or deciding whether to ship a variant.

Analyze and prioritize feature requests from Autostay subscribers, app reviews, and partner feedback by theme, strategic alignment, impact, effort, and risk. Use when reviewing customer feature requests, triaging subscriber VOC, or making prioritization decisions.

Identify the first beachhead market segment for a product launch. Evaluates segments against burning pain, willingness to pay, winnable market share, and referral potential. Use when choosing a first market, targeting an initial customer segment, or planning market entry strategy.

Brainstorm product ideas for Autostay using multi-perspective ideation from PM, Designer, Engineer, Subscriber, and Partner viewpoints. Use when generating new feature ideas, brainstorming solutions for an identified opportunity, or ideating with a product trio.

Brainstorm team-level OKRs for Autostay's O2O car wash subscription service, aligned with company objectives — qualitative objectives with measurable key results for subscriber retention, partner network, and subscription revenue. Use when setting quarterly OKRs, aligning team goals with company strategy, drafting objectives, or learning how to write effective OKRs.

Perform subscriber cohort analysis for Autostay — retention by sign-up month, plan type, acquisition channel, wash frequency decay, and upgrade/downgrade patterns. Use when analyzing subscriber retention by cohort, studying wash frequency trends, investigating churn patterns by plan type, or identifying upgrade/downgrade behavior.

Create sales-ready competitive battlecards for Autostay comparing against car wash competitors — positioning, feature comparison, objection handling, and win/loss patterns across car wash industry categories. Use when preparing competitive materials, analyzing car wash competitors, or responding to 'why not competitor X?'

Create a Product Requirements Document for Autostay's O2O car wash subscription service using a comprehensive template covering problem, objectives, subscriber/partner segments, value propositions, solution, O2O operations, and release planning. Use when writing a PRD, documenting product requirements, preparing a feature spec, or reviewing an existing PRD.

Create an end-to-end customer journey map for Autostay subscribers with pre-built stages (인지, 탐색, 가입, 이용, 유지, 확산), touchpoints, emotions, pain points, and opportunities. Use when mapping the subscriber experience, identifying friction points, improving onboarding, or visualizing the O2O user journey.

Identify grammar, logical, and flow errors in text and suggest targeted fixes without rewriting the entire text. Use when proofreading content, checking writing quality, or reviewing a draft.

Create a go-to-market strategy for Autostay's O2O car wash subscription service covering marketing channels, messaging, regional expansion, partner recruitment, success metrics, and launch timeline. Use when planning a regional launch, creating a GTM plan, or defining a city-by-city expansion strategy.

Identify risky assumptions for a feature idea in Autostay across Value, Usability, Viability, Feasibility, and O2O-specific risks (Partner Acquisition, Service Quality, Geographic Coverage). Uses multi-perspective devil's advocate thinking. Use when stress-testing a feature idea, doing risk assessment, or preparing for assumption mapping.

Create a structured customer interview script for Autostay with JTBD probing questions and built-in templates for Subscriber and Partner interviews. Follows The Mom Test principles — no leading questions, no pitching, focus on past behavior. Use when preparing for user interviews, creating interview guides, or planning discovery research.

Create job stories using the 'When [situation], I want to [motivation], so I can [outcome]' format with detailed acceptance criteria. Use when writing job stories, creating JTBD-style backlog items, or expressing user situations and motivations.

Generate a Lean Canvas for Autostay's O2O car wash subscription service with problem, solution, metrics, cost structure, UVP, unfair advantage, channels, segments, and revenue. Use when exploring a lean startup canvas, testing a business hypothesis, or modeling the car wash subscription venture.

Generate creative, cost-effective marketing ideas for Autostay's car wash subscription service — with local/hyperlocal O2O channels, 아파트 단지 제휴, 차량 커뮤니티, and partnership strategies. Use when brainstorming marketing campaigns, planning subscriber acquisition, designing local partnerships, or looking for creative hyperlocal marketing tactics.

Design a subscription KPI dashboard for Autostay with pre-built metric categories for Revenue, Growth, Retention, Operations, and Engagement. Use when creating a metrics dashboard, defining KPIs, setting up product analytics, or building a data monitoring plan.

Define a North Star Metric and 3-5 supporting input metrics for Autostay's car wash subscription business. Pre-classified as a Transaction Game with recommended NSM candidates. Use when choosing a North Star Metric, setting up a metrics framework, learning about the North Star Framework, or deciding what to measure.

Build an Opportunity Solution Tree (OST) to structure product discovery — map a desired outcome to opportunities, solutions, and experiments. Based on Teresa Torres' Continuous Discovery Habits. Use when structuring discovery work, mapping opportunities to solutions, or deciding what to build next.

Generate partner car wash shop onboarding materials — checklists, SLA templates, quality standards, and training guides for Autostay's partner network. Use when onboarding new partners, standardizing partner requirements, or improving partner quality.

Run a pre-mortem risk analysis on a PRD or launch plan. Categorizes risks as Tigers (real problems), Paper Tigers (overblown concerns), and Elephants (unspoken worries), then classifies as launch-blocking, fast-follow, or track. Use when preparing for launch, stress-testing a product plan, or identifying what could go wrong.

Design subscription pricing strategies for Autostay's O2O car wash service — monthly vs annual plans, tier structure, add-ons, per-wash economics, bundle pricing, family plans, and partner revenue share modeling. Use when setting subscription prices, designing plan tiers, evaluating pricing models, or optimizing subscription economics.

Reference guide to 9 prioritization frameworks with formulas, when-to-use guidance, and templates — RICE, ICE, Kano, MoSCoW, Opportunity Score, and more. Use when selecting a prioritization method, comparing frameworks like RICE vs ICE, or learning how different prioritization approaches work.

Prioritize assumptions using an Impact x Risk matrix and suggest experiments for each. Use when triaging a list of assumptions, deciding what to test first, or applying the assumption prioritization canvas.

Prioritize a backlog of feature ideas based on impact, effort, risk, and strategic alignment with top 5 recommendations. Use when prioritizing a feature backlog, making scope decisions, or ranking product ideas.

Create a comprehensive product strategy for Autostay's O2O car wash subscription service using the 9-section Product Strategy Canvas — vision, segments, costs, value propositions, trade-offs, metrics, growth, capabilities, and defensibility. Use when building a product strategy, creating a strategic plan, or defining product direction for an O2O subscription business.

Brainstorm an inspiring, achievable, and emotional product vision that motivates teams and aligns stakeholders. Use when defining or refining a product vision, creating a vision statement, or aligning the team around a shared direction.

Generate user-facing release notes from tickets, PRDs, or changelogs. Creates clear, engaging summaries organized by category (new features, improvements, fixes). Use when writing release notes, creating changelogs, announcing product updates, or summarizing what shipped.

Design a retention playbook for Autostay — churn signal detection, engagement triggers, win-back campaigns, and lifecycle communication plans. Use when subscriber churn is increasing, planning retention initiatives, designing win-back campaigns, or building lifecycle automation.

Facilitate a structured sprint retrospective — what went well, what didn't, and prioritized action items with owners and deadlines. Use when running a retrospective, reflecting on a sprint, creating action items from team feedback, or learning how to run effective retros.

Analyze car wash service quality from subscriber feedback and partner performance data — quality scoring, issue detection, and improvement plans for Autostay. Use when reviewing service quality, investigating complaints, comparing partner performance, or designing quality improvement programs.

Plan a sprint with capacity estimation, story selection, dependency mapping, and risk identification. Use when preparing for sprint planning, estimating team capacity, selecting stories, or balancing sprint scope against velocity.

Generate SQL queries from natural language descriptions. Supports BigQuery, PostgreSQL, MySQL, and other dialects. Reads database schemas from uploaded diagrams or documentation. Use when writing SQL, building data reports, exploring databases, or translating business questions into queries.

Analyze subscription business health for Autostay — MRR breakdown, conversion funnel, churn analysis, and revenue forecasting. Use when reviewing subscription metrics, diagnosing churn, planning growth initiatives, or preparing investor/board updates.

Summarize a customer interview transcript into a structured template with JTBD, satisfaction signals, and action items. Use when processing interview recordings or transcripts, synthesizing discovery interviews, or creating interview summaries.

Create comprehensive test scenarios from user stories with test objectives, starting conditions, user roles, step-by-step actions, and expected outcomes. Use when writing QA test cases, creating test plans, defining acceptance tests, or preparing for feature validation.

Create refined user personas for Autostay subscribers from research data — with pre-built archetypes, JTBD, pains, gains, and unexpected insights. Use when building subscriber personas from survey data, creating user profiles from research, or segmenting users for product decisions.

Create dual-sided user stories for Autostay's O2O car wash subscription service — subscriber stories and partner car wash stories — following the 3 C's (Card, Conversation, Confirmation) and INVEST criteria with descriptions, design links, and acceptance criteria. Use when writing user stories, breaking down features into backlog items, or defining acceptance criteria.