mcpField
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pricing-validation

pricing-validation

github.com/guia-matthieu营销与增长150219 次安装4 周前更新
代码仓库

关于 pricing-validation

pricing-validation 是用于研究用户支付意愿的营销技能,适用于产品发布前、调整价格或分析不同客群。它结合问卷方法与行为信号,帮助评估价格点和定价模式。

主要功能

  1. 01Van Westendorp 价格区间研究
  2. 02Gabor-Granger 价格测试
  3. 03行为及间接验证方法
  4. 04按客群分析价格接受度
  5. 05评估定价模式

适用场景

  1. 01在产品发布前设定初始价格
  2. 02比较不同候选价格的需求
  3. 03评估某一客群的新价格
  4. 04测试订阅制与一次性定价

安装

复制下面的命令,在终端中运行。

$npx skills add https://github.com/guia-matthieu/clawfu-skills --skill pricing-validation

安装后在 Claude Code 中输入/pricing-validation确认已加载。

附带文件scripts/main.pyscripts/requirements.txt

详细介绍

定价验证

在发布前,使用经过验证的定价研究方法测试用户的付费意愿。结合 Van Westendorp、Gabor-Granger 和行为研究技术,找到最优价格点。

何时使用此技能

  • 解决方案验证后,测试用户的付费意愿
  • 发布前,确定初始定价
  • 调整定价时,测试新的价格点
  • 拓展新细分市场时,了解各细分市场的价格敏感度
  • 进行竞争定位时,以替代方案为参照制定价格
  • 为功能定价时,了解附加功能的价值

方法论基础

方面详情
来源Van Westendorp PSM(1976)、Gabor-Granger 方法、行为经济学
核心原则“人们无法准确预测自己愿意支付多少。使用结构化方法综合研判,并通过真实购买行为验证。”
重要性定价错误会让你失去客户(定价过高)或收入(定价过低)。平均而言,价格每提升 1%,利润就会提升 11%。

Claude 负责什么,你负责什么

Claude 负责你负责
构建分析框架确定战略优先级
综合市场数据进行竞争定位
识别机会分配资源
制定战略方案选择最终策略
提出实施方法做出执行决策

此技能的功能

  1. 确定价格范围 - 识别可接受的定价边界
  2. 测试价格点 - 衡量特定价格下的需求
  3. 识别最优价格 - 平衡收入与转化率
  4. 按付费意愿细分 - 区分愿意支付更多和更少的人群
  5. 验证定价模式 - 订阅制、一次性付费还是按用量付费
  6. 揭示价值认知 - 了解哪些因素会影响用户对定价的接受度

使用方法

开展 Van Westendorp 分析
I want to find the optimal price range for [product].
Run me through Van Westendorp Price Sensitivity Meter.
Provide the questions and analysis framework.
测试特定价格点
I'm considering pricing at [$X, $Y, $Z].
Help me design a Gabor-Granger test to measure demand at each price.
无需直接询问即可验证定价
I want to validate my $99/month pricing without asking "would you pay?"
What behavioral and indirect methods can I use?

说明

步骤 1:选择定价研究方法
## Pricing Research Methods

### Method Selection Guide

| Method | Best For | Sample Size | Complexity |
|--------|----------|-------------|------------|
| Van Westendorp PSM | Finding price range | 100-200+ | Medium |
| Gabor-Granger | Testing specific prices | 50-100 | Low |
| Conjoint Analysis | Feature/price trade-offs | 200+ | High |
| A/B Testing | Final validation | 500+ visitors | Medium |
| Behavioral Signals | Qualitative insights | 10-30 | Low |

### When to Use Each

**Van Westendorp (Price Sensitivity Meter):**
- You don't know where to start
- Want to find acceptable price range
- Have access to survey respondents

**Gabor-Granger:**
- You have candidate price points
- Want to test specific prices
- Need demand curve

**Conjoint Analysis:**
- Multiple features and price levels
- Need to understand trade-offs
- Have resources for complex analysis

**A/B Testing:**
- Already have traffic/users
- Testing final price decisions
- Want real conversion data

**Behavioral Signals:**
- Early stage, small sample
- Qualitative validation
- Can't run formal surveys

步骤 2:Van Westendorp 价格敏感度计
## Van Westendorp PSM

### The Four Questions

Ask respondents all four questions about the product:

1. **TOO EXPENSIVE:**
   "At what price would you consider this product to be so expensive
   that you would not consider buying it?"

2. **TOO CHEAP:**
   "At what price would you consider this product to be priced so low
   that you would question its quality?"

3. **EXPENSIVE BUT WORTH IT:**
   "At what price would you consider this product starting to get expensive—
   it's not out of the question, but you'd have to think about buying it?"

4. **GOOD VALUE:**
   "At what price would you consider this product to be a bargain—
   a great buy for the money?"

### Analysis

Plot cumulative distribution curves for each response:
- "Too Expensive" (cumulative from low to high)
- "Too Cheap" (cumulative from high to low)
- "Expensive" (cumulative from low to high)
- "Good Value" (cumulative from high to low)

### Key Price Points

| Point | Definition | Meaning |
|-------|------------|---------|
| **PMC** (Point of Marginal Cheapness) | Where "Too Cheap" intersects "Expensive" | Below this, quality concerns emerge |
| **PME** (Point of Marginal Expensiveness) | Where "Too Expensive" intersects "Good Value" | Above this, significant resistance |
| **OPP** (Optimal Price Point) | Where "Too Expensive" intersects "Too Cheap" | Best price for adoption |
| **IDP** (Indifference Price Point) | Where "Expensive" intersects "Good Value" | What people expect to pay |

### Acceptable Price Range
PMC to PME = your acceptable pricing range

### Interpretation Guide

**Narrow range (PMC close to PME):**
- Price sensitive market
- Commodity perceptions
- Strong competitor reference prices

**Wide range (PMC far from PME):**
- Price flexibility
- Differentiated product
- Segmentation opportunity

步骤 3:Gabor-Granger 方法
## Gabor-Granger Price Testing

### How It Works

Show product, then ask purchase intent at specific price points.
Start high or low, adjust based on response.

### Question Format

**Monadic (one price per person):**
Show each respondent only ONE price:
"Would you buy this product at $X?"
- Definitely would buy
- Probably would buy
- Might or might not buy
- Probably would not buy
- Definitely would not buy

**Sequential (multiple prices per person):**
If "Yes" → show higher price
If "No" → show lower price
Continue until you find their threshold

### Analysis

**Purchase Intent Translation:**
| Response | Probability |
|----------|-------------|
| Definitely | 90% |
| Probably | 70% |
| Might | 30% |
| Probably not | 10% |
| Definitely not | 0% |

**Demand Curve:**
| Price | Purchase Intent | Weighted % | Expected Revenue |
|-------|-----------------|------------|------------------|
| $49 | 80% | 68% | $49 × 68% = $33.32 |
| $79 | 60% | 48% | $79 × 48% = $37.92 |
| $99 | 40% | 32% | $99 × 32% = $31.68 |
| $149 | 20% | 14% | $149 × 14% = $20.86 |

**Optimal Price:** $79 (highest expected revenue)

### Sample Size Requirements

- 30-50 per price point (monadic)
- 50-100 total (sequential)
- Segment analysis requires more

步骤 4:行为/间接研究方法
## Pricing Validation Without Asking About Price

### Why Indirect Methods Matter
- People overestimate willingness to pay when hypothetical
- Real behavior differs from stated intent
- Indirect signals often more reliable

### Method 1: Reference Price Anchoring

**Questions to ask:**
- "What are you currently spending on [similar product/solution]?"
- "What's the most you've ever paid for [category]?"
- "What would you expect this to cost based on similar products?"

**Analysis:**
If they're spending $100/month on alternatives, $150 might be possible.
If they've never paid >$50 for similar, $200 is risky.

### Method 2: Value Quantification

**Questions to ask:**
- "How much time does this problem cost you per week?"
- "What's the cost of this problem not being solved?"
- "If this saved you X hours/week, what's that worth?"

**Analysis:**
If problem costs them $500/month in time, $100/month solution seems cheap.
Price relative to quantified value, not arbitrary numbers.

### Method 3: Trade-off Questions

**Instead of:** "Would you pay $X?"
**Ask:** "Which would you choose?"
- Option A: $79/month with features X, Y, Z
- Option B: $49/month with features X, Y only
- Option C: Free with feature X only

**Analysis:**
Distribution reveals price sensitivity and feature value.

### Method 4: Commitment Testing

**Real commitment signals:**
- "Would you put $50 down as a deposit for early access?"
- "Would you sign a letter of intent at $X?"
- "Would you pay for a paid pilot at $X/month?"

**Analysis:**
Real money > stated intent.
Even small commitment = strong signal.

### Method 5: Negotiation Simulation

**Questions to ask:**
- "If this was $X, would you push back? At what price would you push back?"
- "What price would make this an easy decision?"
- "What price would require significant justification internally?"

**Analysis:**
- "Easy decision" price = conservative but low-friction
- "Push back" price = ceiling

步骤 5:分析并做出决策
## Pricing Analysis Framework

### Data Synthesis

| Method | Finding | Confidence |
|--------|---------|------------|
| Van Westendorp | Range: $X - $Y, OPP: $Z | High/Med/Low |
| Gabor-Granger | Optimal: $X | High/Med/Low |
| Reference prices | Currently paying $X | High/Med/Low |
| Value quantification | Problem worth $X/month | High/Med/Low |
| Commitments | X people committed at $Y | High/Med/Low |

### Triangulation

**Look for convergence:**
- If Van Westendorp OPP = $89
- And Gabor-Granger optimal = $79
- And reference prices = $50-100
→ Price in $79-99 range is validated

**Red flags:**
- Wide divergence between methods
- Reference prices far below target
- No commitments at target price

### Price Setting Decision

| Factor | Weight | Your Finding | Score |
|--------|--------|--------------|-------|
| Research-based optimal | 30% | | |
| Competitive positioning | 25% | | |
| Value quantification | 25% | | |
| Commitment signals | 20% | | |

### Pricing Model Validation

Also validate the MODEL, not just the price:
- Subscription vs. one-time
- Per user vs. flat rate
- Monthly vs. annual
- Usage-based vs. fixed

**Questions to test model:**
- "How do you typically pay for software like this?"
- "Would you prefer monthly or annual billing?"
- "Does per-user pricing make sense for your team?"

### Risk Assessment

| Price Point | Upside | Downside | Risk Level |
|-------------|--------|----------|------------|
| $79 (low) | Faster adoption | Leave money on table | Low |
| $99 (mid) | Balanced | May need to discount | Medium |
| $129 (high) | Max revenue | Slower adoption | High |

**Recommendation format:**
"Launch at $[X] based on [evidence]. Plan to test $[Y] with segment [Z] within 90 days."

示例

示例 1:SaaS 定价验证

输入:

“我准备为营销团队推出一款项目管理工具,考虑定价为每位用户每月 49 美元。该如何验证这个价格?”

输出:

定价验证计划:营销项目管理工具

多方法定价法

步骤 1:参考价格调研

在客户访谈中询问:

  • “你们目前为项目管理支付多少费用?”
  • “你们在营销工具上的总支出是多少?”
  • “你使用的按席位收费工具中,最贵的是哪一个?”

这一领域的常见发现:

  • Asana:$10-30/用户
  • Monday:$8-24/用户
  • Notion:$10-15/用户

初步洞察:$49/用户是竞争对手价格的 2-3 倍。需要有力的差异化说法。

步骤 2:Van Westendorp 调查

调查 100 位以上的目标客户:

“想象一下,有一款专为营销团队设计的项目管理工具,具备营销活动日历、创意工作流和 ROI 跟踪功能。”

  1. 每用户每月价格达到多少时,你会觉得太贵?
  2. 每用户每月价格达到多少时,你会开始质疑产品质量?
  3. 每用户每月价格达到多少时,你会觉得贵,但仍愿意考虑?
  4. 每用户每月价格达到多少时,你会觉得物超所值?

步骤 3:量化价值

在访谈中计算价值:

  • “你的团队每周花多少时间处理项目管理的日常事务?” → 5 小时/周
  • 5 人团队 × 5 小时 × $50/小时 × 4 周 = $5,000/月
  • 如果节省 50% 时间 = 每月价值 $2,500
  • $49 × 5 位用户 = $245/月 = 节省价值的 10%

**价值比:**10:1 → 有提价空间

步骤 4:承诺测试

“我们即将推出。只需预付 $199/年(优惠 40%),即可享受终身早期采用者价格,并参与路线图制定。你有兴趣吗?”

跟踪:

  • 有多少人答应?
  • 出现了哪些异议?
假设结果
方法发现
参考价格竞争对手:$10-30/用户。你的产品需要有差异化说法。
Van Westendorp价格区间:$29-79。OPP:$49。IDP:$39。
价值量化$49 时价值比为 10:1。有提高价格的空间。
承诺测试10 人中有 4 人以 $199 预付(相当于 $50/用户)
建议

以 $39/用户/月的价格推出(年付:$29/用户)

理由:

  • 位于有竞争力的高端区间(最贵的竞争对手为 $30)
  • 处于 Van Westendorp 的舒适区间内
  • 之后可以针对营销领域细分客户测试 $49 的价格
  • 在打造品牌期间锁定早期客户

定价层级:

  • 入门版:$39/用户/月(1-10 位用户)
  • 团队版:$29/用户/月(11-50 位用户)
  • 企业版:定制

测试计划:

  • 以 $39 的价格推出
  • 在第 2 个月针对“营销机构”细分客户进行 $49 的 A/B 测试
  • 让早期客户继续享受推出时的价格

示例 2:消费类产品定价

输入:

“我即将推出每周 $150 的备餐配送服务。这个价格经过验证了吗?访谈显示,人们每周在杂货上花 $100。”

输出:

定价分析:每周 $150 的备餐服务

参考价格问题

**当前支出:**每周在杂货上花 $100
**你的价格:**每周 $150

**差距:**比他们的参考价格高出 50%

**这是一道很高的心理门槛。**你的竞争对手不是备餐服务,而是杂货。

需要重新构建价值认知

错误的表述:“每周花 $150 买食物”
正确的表述:“每周花 $150,获得健康饮食,并省下 5 小时”

价值计算:

  • 节省时间:每周 5 小时 × $30/小时 = 每周价值 $150
  • 更健康的饮食:降低医疗成本、提升精力等
  • 总价值:超过每周 $200

**价格与价值:**花 $150 获得价值 $200 以上的服务 = 价格合理

验证方法

问题 1:参考价格 “你每周在食物上的花费是多少?包括杂货和外卖。” → 如果把外出就餐也算上,大多数人每周花费 $150-250

问题 2:时间价值 “一小时的时间对你来说值多少钱?” “你愿意花 $30 换回一小时吗?” → 如果愿意,那么 $150 还有提价空间

问题 3:承诺测试 “我们会推出为期 2 周的试用,每周 $125(之后不必继续)。你愿意试试吗?” → 转化率 = 验证信号

Gabor-Granger 测试设计

测试三种价格:

  • $99/周(引流价,用于测试需求曲线)
  • $125/周(折中价)
  • $150/周(目标价)

每种情况调查 30 人以上。

预期结果假设:

价格意向加权需求
$9960%48%
$12545%34%
$15030%22%

收入优化:

  • $99 × 48% = 每人预期收入 $47.52
  • $125 × 34% = 每人预期收入 $42.50
  • $150 × 22% = 每人预期收入 $33.00

如果这一趋势成立 → 定价为 $99-125,而不是 $150。

其他验证信号

有力支持 $150 定价的信号:

  • 他们目前在食品和外卖上的总支出已达 $150 以上
  • 他们为类似服务(HelloFresh 等)支付过 $100 以上
  • 他们愿意预付试用费用
  • 高收入且时间紧张的人群

支持力度较弱的信号:

  • 大多数人的食品杂货支出低于 $100
  • 从未为餐食服务付费
  • “看起来很贵”
  • 对节省时间没有紧迫感
建议

以 $125/周起步,并提供试用优惠

  • 降低入门门槛
  • 培养使用习惯并积累评价
  • 建立价值后涨至 $150
  • 提供 $175 的高级版,支持饮食定制

示例 3:通过决策者验证 B2B 定价

输入:

“我以每年 $50K 的价格向企业销售。买家不是使用者时,我该如何验证定价?”

输出:

企业定价验证

挑战
  • 使用者认为产品有价值,但无权控制预算
  • 买家控制预算,但不使用产品
  • $50K 需要经过采购流程或审批
多方利益相关者验证

步骤 1:验证使用者价值 与终端使用者一起验证:

  • 问题严重程度(8+/10)
  • 解决方案匹配度(愿意使用)
  • 价值阐述(能够说明投资回报率)

他们会成为内部倡导者,向买家推介产品。

步骤 2:验证买家对价格的接受度

向预算负责人提问:

  • “您为这类工具安排的预算是多少?”
  • “您为类似软件支付过的最高金额是多少?”
  • “与您的预期相比,$50K 如何?”
  • “要在内部证明 $50K 合理,需要满足什么条件?”

步骤 3:核查采购实际情况

  • “$50K 的采购需要谁审批?”
  • “采购流程是怎样的?”
  • “标准合同条款有哪些?”
  • “怎样做能让审批更容易?”
企业定价锚定

锚定成本,而非功能:

“您的团队每周在这个流程上花费 20 小时。按每小时 $100 的综合成本计算,每年就是 $100K。这个工具可将耗时减少 50%,为您节省 $50K,并让团队腾出时间投入更高价值的工作。投资金额为每年 $50K。”

投资回报率说明: 第 1 年投资回报率为 100%。

承诺阶梯
承诺级别询问内容验证力度
兴趣“我们可以向您的团队演示吗?”弱
倡导者“您愿意在内部为我们争取支持吗?”中
试点“您愿意开展付费试点吗?”强
意向书“您愿意签署意向书吗?”强
预付“您愿意预付第 1 季度的费用吗?”很强
$50K 的验证信号

已验证的情况:

  • 有 3 份以上金额为 $50K 的意向书或付费试点
  • 买家认为价格“在预算范围内”或“符合预期”
  • 他们能清晰阐述投资回报,并在内部说明
  • 采购周期合理(不是“要等到下一个财年”)

未验证的情况:

  • “这比我们预期高得多”
  • “这需要董事会批准”
  • “我们从未为这类工具花过这么多钱”
  • 没有人愿意签署意向书
价格测试方法

不要问:“您愿意支付 $50K 吗?” 而要问:“根据我们讨论的价值,我们考虑定价为每年 $50K。您对此有何看法?”

留意以下反应:

  • “看起来合理” → 已验证
  • “嗯,比我预期的高” → 追问他们原本的预期
  • “我们需要看到明确的投资回报” → 他们需要商业论证
  • “超出我们的预算” → 测试更低的价格或其他细分市场

清单与模板

定价验证计划模板
## Pricing Validation Plan

**Product:** _______________
**Target price:** _______________
**Launch date:** _______________

### Methods to Use
- [ ] Van Westendorp PSM (n=100+)
- [ ] Gabor-Granger (n=50+)
- [ ] Reference price research
- [ ] Value quantification
- [ ] Commitment testing
- [ ] A/B testing (if traffic available)

### Timeline
- Week 1-2: Customer interviews (reference prices, value)
- Week 3-4: Survey (Van Westendorp/Gabor-Granger)
- Week 5: Analysis and decision
- Week 6: Commitment testing

### Decision Criteria
Price validated if:
- Within Van Westendorp acceptable range
- Gabor-Granger shows >30% intent
- Reference prices support
- 3+ commitments obtained

Van Westendorp 调查模板
## Van Westendorp Price Sensitivity Survey

**Product Description:**
[Clear description of product and value proposition]

**Screening:**
1. Are you a [target customer]? Y/N
2. Do you currently experience [problem]? Y/N

**Price Questions:**

Q1: At what price would you consider [product] to be so expensive
that you would NOT consider buying it?
$_______________

Q2: At what price would you consider [product] to be priced so low
that you would question its quality?
$_______________

Q3: At what price would you consider [product] starting to get expensive—
it's not out of the question, but you'd have to think about buying it?
$_______________

Q4: At what price would you consider [product] to be a bargain—
a great buy for the money?
$_______________

**Additional Context:**
Q5: What do you currently pay for [similar/alternative]?
$_______________

Q6: What would you expect a product like this to cost?
$_______________

技能边界

此技能擅长的内容
  • 构建战略分析框架
  • 识别市场机会
  • 创建战略框架
  • 综合竞争数据
此技能无法做到的事
  • 取代市场调研
  • 保证战略成功
  • 了解竞争对手的专有信息
  • 做出高管决策

参考资料

  • Van Westendorp, P.《NSS Price Sensitivity Meter》(1976)
  • Gabor, A. & Granger, C.《Price as an Indicator of Quality》(1966)
  • Simon, H. & Fassnacht, M.《Price Management》(2019)
  • Ramanujam, M. & Tacke, G.《Monetizing Innovation》(2016)
  • Poundstone, W.《Priceless: The Myth of Fair Value》(2010)

相关技能


技能元数据

  • Mode:centaur
name: pricing-validation
category: validation
subcategory: pricing-research
version: 1.0
author: MKTG Skills
source_expert: Van Westendorp, Gabor-Granger
source_work: Price Sensitivity Meter, Price Management
difficulty: intermediate
estimated_value: $5,000 pricing research project
tags: [pricing, validation, research, Van-Westendorp, willingness-to-pay, YC]
created: 2026-01-25
updated: 2026-01-25

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