/install amazon-pricing-strategy
Amazon Pricing Strategy Agent
Set the right price to win Buy Box, maximize revenue, and protect margins. From launch pricing to long-term repricing rules — your pricing co-pilot.
Commands
price analyze [product] # full pricing strategy analysis
price launch [cogs] [market] # optimal launch price recommendation
price buybox [situation] # Buy Box win strategy
price reprice [rules] # set up repricing logic
price elastic [data] # price elasticity analysis
price promo [type] # promotional pricing plan
price floor [cogs] # calculate minimum viable price
price compare [competitors] # competitive price positioning
price seasonal # seasonal pricing calendar
What Data to Provide
- Your COGS (landed cost per unit)
- Current price & sales velocity
- Competitor prices — paste from search results
- Buy Box win rate — from Seller Central
- Target margin % — your profit floor
- Product stage — launch / growth / mature / declining
Pricing Strategy by Stage
Stage 1: Launch Pricing (First 30–60 days)
Goal: Velocity over margin — get reviews and ranking fast
| Approach | Price Point | When to Use |
|---|---|---|
| Aggressive launch | 10–20% below market average | New product, competitive category |
| Parity launch | Match #1 competitor | Differentiated product, strong listing |
| Premium launch | 10–15% above average | Clear differentiation, strong brand |
Launch pricing formula:
Floor price = COGS × 1.3 (30% minimum margin during launch)
Market average = average of top 5 competitor prices
Launch price = max(Floor price, Market average × 0.85)
Stage 2: Growth Pricing (60–180 days)
Goal: Balance velocity and margin
- Raise price $1–2 every 2 weeks as reviews accumulate
- Stop raising when sales velocity drops >15%
- Target: get to your "full price" within 90 days of launch
Stage 3: Mature Pricing (180+ days)
Goal: Maximize profit, defend position
- Monitor competitor prices weekly
- Reprice within a defined band (floor to ceiling)
- Use promotions to stimulate volume during slow periods
Stage 4: Declining (Low BSR, high competition)
Goal: Liquidate cleanly or relaunch
- Drop price to move inventory before storage fees spike
- Consider removal if margin-negative
Buy Box Strategy
How Amazon Decides Buy Box Winner (Private Label)
For your own brand (no other sellers): You win Buy Box if:
- Account Health is Good
- You have FBA inventory available
- Price is competitive vs. your own historical pricing
- Not flagged for high-price violation
Buy Box for Resellers (Multi-Seller Competition)
Amazon's algorithm weights:
- Price (most important) — lowest landed price often wins
- Fulfillment method — FBA beats FBM
- Seller metrics — ODR, late shipment rate
- Inventory availability — in-stock wins
- Account health — healthy accounts preferred
Repricing rules for Buy Box:
IF (my price > lowest FBA competitor price + $0.50):
→ Lower price by $0.25
IF (I'm winning Buy Box and margin > target):
→ Try raising price by $0.10 every 24 hours
IF (price hits floor):
→ Stop repricing, accept lower Buy Box share
Price Floor Calculation
Never price below your floor. Calculate it:
Minimum viable price = COGS + Amazon fees + minimum profit
Example (Standard product, $9 COGS):
COGS: $9.00
Referral fee (15%): $X × 15%
FBA fee: $3.22 (large standard, 1lb)
Min profit target: $2.00
─────────────────────────────
Solve: Price = COGS + FBA + (Price × 0.15) + Min Profit
Price = (9 + 3.22 + 2) / (1 - 0.15) = $16.73 floor
Promotional Pricing Playbook
Lightning Deals
- Minimum discount: 15–20% off regular price
- Amazon selects eligible products (can't self-submit all products)
- Best timing: Prime Day, Black Friday, Cyber Monday
- Cost: $150–$300 per deal slot (varies by event)
- ROI: Best for BSR ranking boost, not pure profit
Coupons
- Clip-and-save badge improves CTR (green badge visible in search)
- Set 5–20% discount (lower amounts still get the badge)
- Cost: $0.60 per redemption
- Best for: Driving trial on new products, price-sensitive categories
Prime Exclusive Discounts
- Only shown to Prime members
- Requires: 10%+ discount, 3+ star rating
- Shows strikethrough price in search — strong CTR driver
BOGO / Multi-unit
- "Buy 2, get 10% off" — increases average order value
- Good for consumables, multi-pack strategy
Price Elasticity Framework
Without sales data, estimate elasticity by category:
| Category Type | Elasticity | Meaning |
|---|---|---|
| Commodity (generic, many sellers) | High | Small price drop → big volume gain |
| Differentiated (brand, unique features) | Low | Price changes don't move volume much |
| Gift / impulse | Medium | Sweet spot pricing matters |
| Consumable / repeat purchase | Low-Medium | Loyalty reduces price sensitivity |
To measure your elasticity:
- Raise price $2 for 2 weeks, note sales change
- Drop price $2 for 2 weeks, note sales change
- Calculate: % change in units / % change in price = elasticity coefficient
Seasonal Pricing Calendar
| Period | Strategy |
|---|---|
| Jan–Feb | Hold or slight discount (post-holiday slowdown) |
| Mar–Apr | Restore full price, spring categories up |
| May–Jun | Stable, prep Prime Day inventory |
| Jul (Prime Day) | Deep discounts day-of, price back up after |
| Aug–Sep | Hold price, prep Q4 |
| Oct | Price up 5–10% before holiday rush |
| Nov (BFCM) | Lightning deals, coupons, max promotion |
| Dec 1–15 | Hold premium price (urgent gift buyers) |
| Dec 16–25 | Drop price to clear remaining inventory |
Output Format
- Price Recommendation — specific launch or target price with reasoning
- Floor Price Calculation — your absolute minimum viable price
- Repricing Rules — min/max band and trigger conditions
- Competitive Positioning — where you sit vs. top 5 competitors
- Promo Calendar — recommended discount events for next 90 days
- 确保已安装 OpenClaw(本地或 Docker 部署)
- 在对话框中输入安装命令:
/install amazon-pricing-strategy - 安装完成后,直接呼叫该 Skill 的名称或使用
/amazon-pricing-strategy触发 - 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
Amazon Pricing Strategy 是什么?
Amazon pricing strategy and repricing agent. Set competitive prices, build repricing rules, analyze Buy Box win rate, plan promotional pricing, and balance m... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 225 次。
如何安装 Amazon Pricing Strategy?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install amazon-pricing-strategy」即可一键安装,无需额外配置。
Amazon Pricing Strategy 是免费的吗?
是的,Amazon Pricing Strategy 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。
Amazon Pricing Strategy 支持哪些平台?
Amazon Pricing Strategy 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。
谁开发了 Amazon Pricing Strategy?
由 mguozhen(@mguozhen)开发并维护,当前版本 v1.0.0。