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affaan-m/product-lens

affaan-m

product-lens

Validate the why before building through four product diagnostics — a YC-style product diagnostic that produces PRODUCT-BRIEF.md with a go/no-go recommendation, a founder review scoring product-market-fit signals, a user journey audit measuring time-to-value, and ICE feature prioritization. Use when pressure-testing product direction, choosing between features, sanity-checking a launch, or converting a vague idea into a product brief.

NewUpdated Sep 27, 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

74/100

Grade

B

Good

Grades are signals, not a certification. Always review a skill yourself before use.

Safety

82

Quality

68

Clarity

78

Completeness

62

Summary

This skill guides AI agents through four product diagnostic modes: (1) structured product ideation producing a PRODUCT-BRIEF.md with go/no-go recommendation, (2) founder-lens review scoring product-market-fit signals from existing projects, (3) user journey auditing measuring onboarding friction and time-to-value, and (4) ICE-based feature prioritization. The skill is positioned as a discovery and validation tool before engineering planning, not a specification-writing artifact.

Detected Capabilities

Read existing project files (README, package.json, CLAUDE.md)Clone and install products as new userDocument and time user workflowsScore product health against defined signals (growth, retention, revenue, moat)Generate structured analysis documents (PRODUCT-BRIEF.md)Compare against competitor productsSynthesize prioritization frameworks (ICE scoring)

Trigger Keywords

Phrases that agents use to match this skill to user intent.

validate product directionscore product-market fitprioritize features icelaunch readiness checkuser onboarding auditproduct briefconvert idea to specfounder lens review

Use Cases

  • Validate product-market fit before committing engineering resources to a feature
  • Convert a vague idea or customer request into a structured product brief with clear success metrics
  • Conduct weekly product health review across retention, growth, and competitive positioning
  • Break tie-breaking deadlock when prioritizing between competing features with limited runway
  • Pre-launch sanity check ensuring user onboarding is optimized and time-to-value is minimized

Quality Notes

  • Strength: Excellent scope clarity — four discrete modes with clear entry conditions (when to use each)
  • Strength: Output-focused documentation — each mode specifies concrete deliverables (PRODUCT-BRIEF.md, scores, prioritized roadmap)
  • Strength: Clear integration points — skill explicitly defers to other lanes (product-capability for PRD writing, browser-qa for verification, canary-watch for monitoring)
  • Strength: Practical example questions — the 7-question diagnostic in Mode 1 provides concrete prompts an agent can execute immediately
  • Gap: Mode 2 (Founder Review) lacks concrete scoring rubric — 'score 0-10 for product-market fit signals' needs explicit definition of what 0, 5, and 10 actually look like
  • Gap: Mode 3 (User Journey Audit) does not document how to handle authentication flows, subscription walls, or closed-source products — assumes public or easily-testable products
  • Gap: No documented error handling — what should the agent do if README is missing, product fails to install, or no commit history exists?
  • Gap: Feature Prioritization (Mode 4) references 'constraints: runway, team size, dependencies' but does not show how to weight these against ICE scores when they conflict
  • Observation: Skill appropriately avoids writing implementation specs — clear boundary at 'hand off to product-capability for PRD-to-SRS work' is strong design
Model: claude-haiku-4-5-20251001Analyzed: Sep 27, 2026

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Version History

  1. v2.0

    Contract changed: description

    ✦ AIRefines activation trigger and lists four diagnostic workflows: YC-style PRODUCT-BRIEF.md generation with go/no-go call, founder product-market-fit scoring, user journey audit, and ICE prioritization.

    triggering2026-09-27

    LATEST
  2. v1.2

    Content updated

    ✦ AINo observable behavior or instruction changes between versions.

    2026-07-14

    View This Version
  3. v1.1

    Content updated

    ✦ AIAdds LICENSE file.

    2026-04-20

    View This Version
  4. v1.0

    2026-04-12

    View This VersionInitial version

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