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mattgierhart

prd-v01-user-value-articulation

by mattgierhart

PRD-driven Context Engineering: A systematic approach to building AI-powered products using progressive documentation and context-aware development workflows

9🍴 2📅 Jan 24, 2026

SKILL.md


name: prd-v01-user-value-articulation description: > Transform validated pain points into articulated user value statements for PRD v0.1 Spark. Triggers on completing problem framing, defining user outcomes, articulating value propositions, or requests like "what value do users get", "define outcomes", "articulate the benefit", "finish v0.1", "pain to value", "what do they gain". Outputs CFD- entries tagged as value hypotheses with evidence tiers. Follows Problem Framing skill in workflow.

User Value Articulation Skill

Transform validated pain points into evidence-anchored value statements.

Workflow Position

Problem Framing → User Value Articulation → v0.2 Market Definition
     (pain)              (value)                  (who cares most)

Input: CFD-IDs from Problem Framing (pain points) Output: CFD-IDs tagged as value hypotheses

Workflow Overview

  1. Receive pain points → Read CFD-IDs from Problem Framing
  2. Identify value unit → Time / Money / Risk / Capability
  3. Transform pain → value → Apply transformation pattern
  4. Anchor to evidence → What proof users want this outcome?
  5. Create CFD entry → Tag as value hypothesis with tier

Core Output Template

ElementDefinition
Pain (source)CFD-ID from Problem Framing
Value StatementOne sentence: what user gains
Value UnitTime / Money / Risk / Capability
QuantificationNumber with unit
Framing TypeNegative Removal / Positive Gain / Capability Unlock / Risk Reduction
Evidence Tier1-5 per hierarchy
Supporting CFDNew CFD-ID for value hypothesis

See assets/value-statement.md for copy-paste template.

Pain → Value Transformation

Pain PatternValue Pattern
"Costs X time""Reclaim X time for [higher-value work]"
"Costs $X""Save $X [or redirect to growth]"
"Risks $X penalty""Eliminate $X exposure"
"Cannot do X""Now able to X when [trigger]"
"Takes X steps""Complete in Y steps"
"Manual process""Automatic + verifiable"

Framing Type Selection

TypeWhen to Use
Negative RemovalPain is acute, quantified loss; "hate", "wasting", "losing"
Positive GainOpportunity cost clear; "I wish I could..."
Capability UnlockSomething impossible, not just hard; "We can't..."
Risk ReductionRegulatory/compliance; penalty amounts cited

Value Evidence Tier Hierarchy

TierDescriptionWeight
1User already paying for this value elsewhere✅ Highest
2User actively trying to achieve this outcome✅ Strong
3User articulates wanting this (unprompted)✅ Acceptable
4User agrees when prompted⚠️ Weak
5Builder assumes value❌ Reject

Gate rule: ≥1 value statement must have Tier 1-3 evidence before v0.2.

CFD Entry Format

CFD-###: Value Hypothesis — [Title]
Type: Value Hypothesis
Source Pain: CFD-###
Evidence Tier: [1-5]

Value Statement: "[User gains X measured in Y]"
Transformation: [Pain] → [Value]
Framing Type: [Type]
Quantification: [Number with unit]

See references/transformation-examples.md for worked examples.

Quality Gates

Pass Checklist

  • Every pain point has corresponding value statement
  • ≥1 value statement has Tier 1-3 evidence
  • All values quantified (time, money, risk, capability)
  • No feature-as-value statements
  • Value unit matches pain unit

Testability Check

  • Can explain value in <10 seconds to prospect?
  • Can test with landing page headline?
  • Value statement contains no features (no "dashboard", "tool")?

Anti-Patterns

PatternSignalFix
Feature as value"Dashboard", "tool", "feature" in statementRewrite as outcome
Unmeasurable"Better", "improved" without numberAdd quantity
DisconnectedPain unit ≠ value unitMatch units
Round inflation"Save 10 hours" no sourceRequire calculation
No evidenceNo CFD-ID for user desireDowngrade tier
Solution creepHOW (feature) not WHAT (outcome)Remove implementation

Bundled Resources

  • references/transformation-examples.md — 3 worked examples from real PRDs with step-by-step transformation process.
  • references/research-prompts.md — Deep research templates when value evidence is Tier 4-5.
  • assets/value-statement.md — Copy-paste template for value tables and CFD entries.

Handoff

Value articulation complete when quality gates pass. Combined with Problem Framing, v0.1 Spark is ready.

Next: v0.2 Market Definition (Who cares MOST about this value? Who pays FIRST?)

Score

Total Score

75/100

Based on repository quality metrics

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