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affaan-m/product-lens

affaan-m

product-lens

Use this skill to validate the "why" before building, run product diagnostics, and pressure-test product direction before the request becomes an implementation contract.

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v1.1Saved May 11, 2026

Product Lens — Think Before You Build

This lane owns product diagnosis, not implementation-ready specification writing.

If the user needs a durable PRD-to-SRS or capability-contract artifact, hand off to product-capability.

When to Use

  • Before starting any feature — validate the "why"
  • Weekly product review — are we building the right thing?
  • When stuck choosing between features
  • Before a launch — sanity check the user journey
  • When converting a vague idea into a product brief before engineering planning starts

How It Works

Mode 1: Product Diagnostic

Like YC office hours but automated. Asks the hard questions:

1. Who is this for? (specific person, not "developers")
2. What's the pain? (quantify: how often, how bad, what do they do today?)
3. Why now? (what changed that makes this possible/necessary?)
4. What's the 10-star version? (if money/time were unlimited)
5. What's the MVP? (smallest thing that proves the thesis)
6. What's the anti-goal? (what are you explicitly NOT building?)
7. How do you know it's working? (metric, not vibes)

Output: a PRODUCT-BRIEF.md with answers, risks, and a go/no-go recommendation.

If the result is "yes, build this," the next lane is product-capability, not more founder-theater.

Mode 2: Founder Review

Reviews your current project through a founder lens:

1. Read README, CLAUDE.md, package.json, recent commits
2. Infer: what is this trying to be?
3. Score: product-market fit signals (0-10)
   - Usage growth trajectory
   - Retention indicators (repeat contributors, return users)
   - Revenue signals (pricing page, billing code, Stripe integration)
   - Competitive moat (what's hard to copy?)
4. Identify: the one thing that would 10x this
5. Flag: things you're building that don't matter

Mode 3: User Journey Audit

Maps the actual user experience:

1. Clone/install the product as a new user
2. Document every friction point (confusing steps, errors, missing docs)
3. Time each step
4. Compare to competitor onboarding
5. Score: time-to-value (how long until the user gets their first win?)
6. Recommend: top 3 fixes for onboarding

Mode 4: Feature Prioritization

When you have 10 ideas and need to pick 2:

1. List all candidate features
2. Score each on: impact (1-5) × confidence (1-5) ÷ effort (1-5)
3. Rank by ICE score
4. Apply constraints: runway, team size, dependencies
5. Output: prioritized roadmap with rationale

Output

All modes output actionable docs, not essays. Every recommendation has a specific next step.

Integration

Pair with:

  • /browser-qa to verify the user journey audit findings
  • /design-system audit for visual polish assessment
  • /canary-watch for post-launch monitoring
  • product-capability when the product brief needs to become an implementation-ready capability plan
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Overall Score

82/100

Grade

B

Good

Safety

88

Quality

81

Clarity

85

Completeness

73

Summary

This skill guides AI agents through product diagnostics and validation before implementation. It provides four modes: diagnostic questioning (validating product ideas against market fit criteria), founder review (assessing existing projects for signals of success), user journey audit (mapping onboarding friction), and feature prioritization (ranking candidate work by impact/effort). The skill is deliberately scoped to product strategy and discovery—not specification writing or implementation.

Detected Capabilities

product analysisdocumentation readingcompetitive researchuser flow mappingquantitative scoringmarkdown document generationproject assessment

Trigger Keywords

Phrases that MCP clients use to match this skill to user intent.

validate product ideaproduct health checkfeature prioritizationuser journey auditproduct-market fitproduct diagnosticsimprove onboarding

Use Cases

  • Validate a new feature idea before engineering planning begins
  • Run a weekly product health check on an existing project
  • Map and improve user onboarding experience to reduce friction
  • Prioritize competing feature requests using impact/effort scoring
  • Pressure-test product direction and identify strategic gaps before launch
  • Assess product-market fit signals and growth potential of a project

Quality Notes

  • Skill is well-scoped to product discovery and validation, not implementation—clear boundary reduces ambiguity
  • Four distinct modes provide flexibility for different product scenarios (diagnostics, review, audit, prioritization)
  • Mode 1 uses a structured questioning framework (7 hard questions) with clear diagnostic intent
  • Mode 4 provides a quantifiable scoring formula (ICE: impact × confidence ÷ effort), reducing subjectivity
  • Documentation explicitly names integration points with other skills, showing awareness of workflow handoffs
  • Skill does not create file system modifications or execute shell commands—read-only analysis and question-asking
  • Output is always actionable documents with next steps, not open-ended essays
  • Clear guidance on handoff to `product-capability` when product brief is ready for implementation planning
Model: claude-haiku-4-5-20251001Analyzed: May 11, 2026

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Version History

v1.1

Content updated

2026-04-20

Latest
v1.0

No changelog

2026-04-12

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