SKILL_TEMPLATE
[1-2 sentence description of what this skill does]. Triggers on [specific phrases/contexts that should activate this skill]. Outputs [what the skill produces].
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",
$ npx -y skills add mattgierhart/PRD-driven-context-engineering --skill prd-v01-user-value-articulation --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/prd-v01-user-value-articulationContext preview
The summary Claude sees to decide when to auto-load this skill.
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",
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. context: fork allowed-tools: - Read - Write - Edit - Glob - Grep - WebSearch - WebFetch
Transform validated pain points into evidence-anchored value statements.
Problem Framing → User Value Articulation → v0.2 Market Definition
(pain) (value) (who cares most)This skill requires prior work from v0.1:
This skill assumes v0.1 Problem Framing is complete.
This skill creates/updates:
All CFD value hypothesis entries should include:
Example value hypothesis entry:
CFD-015: Value Hypothesis — Eliminate manual reconciliation workflow Source Pain: CFD-001 (sales teams waste 5+ hours/week) Evidence Tier: 2-3 (workaround + quantified cost) Confidence: 3/5 (source: 3-customer-interviews-jan-2026) Value Statement: "Reclaim 5 hours/week for strategic pipeline management" Transformation: [5 hours wasted] → [5 hours available for growth] Framing Type: Negative Removal (acute quantified loss) Quantification: 5 hours/week = ~250 hours/year = $12,500 (at $50/hr) Next Target: "Would move to 4/5 if we observe beta cohort using this feature"
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
| Element | Definition | |---------|------------| | **Pain (source)** | CFD-ID from Problem Framing | | **Value Statement** | One sentence: what user gains | | **Value Unit** | Time / Money / Risk / Capability | | **Quantification** | Number with unit | | **Framing Type** | Negative Removal / Positive Gain / Capability Unlock / Risk Reduction | | **Evidence Tier** | 1-5 per hierarchy | | **Supporting CFD** | New CFD-ID for value hypothesis |
See `assets/value-statement.md` for copy-paste template.
| Pain Pattern | Value 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" |
| Type | When to Use | |------|-------------| | **Negative Removal** | Pain is acute, quantified loss; "hate", "wasting", "losing" | | **Positive Gain** | Opportunity cost clear; "I wish I could..." | | **Capability Unlock** | Something impossible, not just hard; "We can't..." | | **Risk Reduction** | Regulatory/compliance; penalty amounts cited |
| Tier | Description | Weight | |------|-------------|--------| | **1** | User already paying for this value elsewhere | ✅ Highest | | **2** | User actively trying to achieve this outcome | ✅ Strong | | **3** | User articulates wanting this (unprompted) | ✅ Acceptable | | **4** | User agrees when prompted | ⚠️ Weak | | **5** | Builder assumes value | ❌ Reject |
**Gate rule:** ≥1 value statement must have Tier 1-3 evidence before v0.2.
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.
| Pattern | Signal | Fix | |---------|--------|-----| | Feature as value | "Dashboard", "tool", "feature" in statement | Rewrite as outcome | | Unmeasurable | "Better", "improved" without number | Add quantity | | Disconnected | Pain unit ≠ value unit | Match units | | Round inflation | "Save 10 hours" no source | Require calculation | | No evidence | No CFD-ID for user desire | Downgrade tier | | Solution creep | HOW (feature) not WHAT (outcome) | Remove implementation |
PRD-Led Context Engineering — Memory as Infrastructure. An ontology layer for product teams building products that solve real problems — with AI agents that remember. Gated PRD, typed IDs, markdown knowledge graph, Claude Code skills & hooks.
Repo: mattgierhart/PRD-driven-context-engineering
[1-2 sentence description of what this skill does]. Triggers on [specific phrases/contexts that should activate this skill]. Outputs [what the skill produces].
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