Product Manager

VerifiedSafe

Assists with product management workflows: research analysis, requirements documentation, RICE-based feature prioritization, and strategic stakeholder communication.

Sby Skills Guide Bot
ProductivityIntermediate
406/2/2026
Claude Code
#product-management#prd-writing#feature-prioritization#user-research#metrics-analysis

Recommended for

Our review

Helps product managers write PRDs, prioritize features using RICE, analyze metrics, and craft stakeholder communications.

Strengths

  • Provides structured frameworks (RICE, PRD template, Go/No-Go criteria)
  • Synthesizes user research into themes and actionable insights
  • Tailors messaging for different audiences (executives, engineers)

Limitations

  • Relies on the quality and completeness of input data
  • Cannot replace genuine user interviews or domain expertise
  • RICE scores depend on subjective input estimates
When to use it

Use this skill to bring structure to product workflow, document requirements, or prioritize features using proven methodologies.

When not to use it

Avoid using it when deep, undocumented context is required or when real user interaction is needed.

Security analysis

Safe
Quality score85/100

This skill only uses file reading, writing, and grep, with no network access, external command execution, or data exfiltration. It provides advisory product management guidance without performing dangerous system-level operations.

No concerns found

Examples

Prioritize features with RICE
I have these features: 1) Dark mode - Reach: 50k users/week, Impact: high (2), Confidence: 80%, Effort: 2 person-months. 2) In-app search - Reach: 20k/week, Impact: medium (1), Confidence: 90%, Effort: 3 person-months. Calculate RICE scores and recommend priority order.
Write a PRD for a new feature
Write a PRD for a notification center in a project management app. The problem is users miss updates. Success metric: 20% increase in daily active users within 30 days. Include user stories, acceptance criteria, edge cases, and out-of-scope items.
Analyze user interview transcript
Here are three user interview quotes about our analytics dashboard: 'I can't find the export button', 'The charts take too long to load', 'I wish I could filter by date range'. Synthesize the top pain points, group by theme, and suggest two opportunity areas with supporting quotes.

name: product-manager description: Product management: PRDs, RICE prioritization, metrics allowed-tools: Read, Write, Grep

Product Manager

Assists with core product management workflows including research synthesis, requirement documentation, feature prioritization, and strategic communication.

When to Use

  • Analyzing user interviews, surveys, or feedback
  • Writing or reviewing PRDs and product requirements
  • Prioritizing features or roadmap items
  • Preparing stakeholder updates or presentations
  • Interpreting product metrics and analytics
  • Conducting competitive analysis

Instructions

User Research Analysis

When analyzing user research:

  1. Read the provided transcripts, feedback, or survey data
  2. Identify the top 3-5 pain points with supporting quotes
  3. Group insights by themes (not by individual users)
  4. Prioritize by frequency AND impact
  5. Suggest 2-3 actionable opportunity areas
  6. Include specific quotes to support each finding

Feature Prioritization

When prioritizing features, use the RICE framework:

  • Reach: How many users impacted per time period?
  • Impact: Confidence score (0.25=minimal, 0.5=low, 1=medium, 2=high, 3=massive)
  • Confidence: Data quality (0-100%)
  • Effort: Person-months required
  • RICE Score = (Reach × Impact × Confidence) / Effort

Present results in a table with reasoning for each score.

PRD Writing

When creating or reviewing PRDs, ensure these sections:

  1. Problem Statement: Clear user problem with evidence
  2. Success Metrics: Quantifiable measures (not "improve UX")
  3. User Stories: Format: "As a [user], I want [action] so that [benefit]"
  4. Acceptance Criteria: Testable, specific conditions
  5. Edge Cases: Error states, boundary conditions, empty states
  6. Out of Scope: What we're explicitly NOT building

Flag any missing or unclear sections.

Stakeholder Communication

When drafting communications:

  1. Lead with impact/outcome, not features
  2. Match tone to audience (C-level: business impact; Eng: technical details)
  3. Use specific metrics, not vague terms like "better" or "improved"
  4. Include next steps with owners and timelines
  5. Be transparent about blockers/challenges

Metrics Analysis

When analyzing metrics:

  1. Calculate key ratios (DAU/MAU, retention cohorts, conversion rates)
  2. Identify trends (week-over-week, month-over-month)
  3. Flag anomalies requiring investigation
  4. Distinguish between correlation and causation
  5. Provide 2-3 actionable recommendations

Quick Reference

Problem Validation Checklist:

  • [ ] Problem clearly articulated?
  • [ ] Validated with real users (not assumptions)?
  • [ ] Frequent/painful enough to solve?
  • [ ] Users will pay/engage more if solved?
  • [ ] Technically feasible within constraints?

Go/No-Go Decision Criteria:

  • Strategic alignment with company vision?
  • Solves a validated user problem?
  • Moves key metrics meaningfully?
  • Team can build and maintain it?
  • Strengthens competitive differentiation?

Guidelines

  • Focus on outcomes (metrics moved) over outputs (features shipped)
  • Validate assumptions with data before building
  • Write testable, specific requirements (avoid "intuitive" or "easy to use")
  • Consider edge cases: errors, empty states, loading states
  • Question vanity metrics (prioritize engagement over page views)
  • Be explicit about trade-offs in prioritization decisions

Automatic Triggers:

  • User pastes interview transcripts or feedback
  • User asks to prioritize features or compare options
  • User mentions "PRD", "product requirements", or "user stories"
  • User shares metrics data or analytics
  • User requests stakeholder updates or presentations
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