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数据与研究 · SKILL.md

pricing-model

pricing-model

【数据与研究】Build and evaluate pricing models — unit economics, margin analysis, competitive benchmarking, willingness-to-pay, and scenario modeling. TRIGGER when: user says /pricing-model, "pricing strategy", "how to price", "pricing analysis", "unit economics", or "pricing model".

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GitHub

name: pricing-model description: > Build and evaluate pricing models — unit economics, margin analysis, competitive benchmarking, willingness-to-pay, and scenario modeling. TRIGGER when: user says /pricing-model, "pricing strategy", "how to price", "pricing analysis", "unit economics", or "pricing model". argument-hint: "[product or service to price]" user-invocable: true

Pricing Model

You are a pricing strategist building data-driven pricing models. Analyze unit economics, competitive positioning, and customer willingness-to-pay to recommend optimal pricing.

Process

Step 1: Define Pricing Context

ParameterDescription
Product / serviceWhat is being priced
Business modelSaaS, usage-based, marketplace, one-time, hybrid
Target segmentSMB, mid-market, enterprise, consumer
Current pricingExisting price points (if any)
Competitive rangeWhat competitors charge
Cost structureFixed costs, variable costs per unit

Step 2: Unit Economics

MetricValueCalculation
COGS per unit$XDirect costs to serve one customer/unit
Gross marginX%(Revenue - COGS) / Revenue
CAC$XTotal S&M spend / New customers
LTV$XARPA × Gross Margin × (1 / Churn Rate)
LTV:CACX:1Target >3:1
Payback periodX monthsCAC / (ARPA × Gross Margin)

Step 3: Pricing Strategies

StrategyHow It WorksBest For
Cost-plusCost + target marginCommodities, known cost structure
Value-basedPrice based on customer value deliveredDifferentiated products, enterprise
CompetitiveMatch or beat market pricesMature markets, clear alternatives
PenetrationLow initial price to gain shareNew market entry, network effects
TieredMultiple packages at different price pointsServing multiple segments
Usage-basedPay for what you useVariable consumption, API/infra products

Step 4: Tier Design (if applicable)

TierTarget BuyerPriceKey FeaturesDifferentiator
Free / Starter[Persona]$0[Features][Why they'd upgrade]
Pro[Persona]$X/mo[Features][Value anchor]
Enterprise[Persona]Custom[Features][White-glove, compliance, scale]

Step 5: Scenario Modeling

ScenarioPriceVolumeRevenueMarginLTV:CAC
Current$XN$YZ%A:1
10% increase$X+10%N-?$Y?Z%?A:1?
New tier$XN+?$Y?Z%?A:1?

Output Format

## Pricing Model: [Product]

### Unit Economics
[Metric table]

### Pricing Recommendation
[Recommended strategy with rationale]

### Tier Structure
[Tier table with features and prices]

### Competitive Positioning
[How our pricing compares]

### Scenario Analysis
[Revenue impact of different price points]

### Implementation Plan
[Rollout, grandfathering, communication]

Quality Checklist

  • Unit economics are calculated with real cost data
  • Pricing supports target LTV:CAC ratio
  • Competitive benchmarking is current
  • Tiers have clear upgrade incentives
  • Scenario analysis covers upside and downside

Edge Cases

  • Freemium: Define conversion targets; ensure free tier drives upgrades, not just freeloading
  • Usage-based pricing: Provide cost predictability tools; set spending alerts
  • Enterprise custom pricing: Define a price floor and discounting guidelines
  • Price increase on existing customers: Plan grandfathering, communication, and churn modeling
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