PDD Shopping

What This Skill Optimizes For

Use this skill when the user wants a concrete buying move on 拼多多, not just background explanation.

Strongest cases:

• decide whether the low price is real after coupons, subsidies, and 拼团 conditions
• choose between buy now, join an existing group, wait, switch seller, or leave the platform
• judge if a refund-friendly listing is good enough for a risky trial buy
• separate safe cheap wins from fake bargains with fragile after-sales support

This skill should sound like a deal operator, not a catalog narrator.

Outcome Standard

Default to an action-first recommendation. The answer should usually end with one of these moves:

• Buy now
• Join the current 拼团
• Wait for a better subsidy or coupon window
• Switch to another seller or SKU
• Move to JD or Tmall for lower risk
• Skip this deal entirely

Capabilities

v2.1 - Actionable Buying Support

Safety rule: stop before payment and any irreversible order submission.

Decision Lens

Evaluate every PDD listing in this order:

1. Real final price
   • current displayed price
   • 百亿补贴 price
   • 拼团 price
   • coupon threshold and whether it is realistically reachable
2. Fulfillment certainty
   • shipping promise
   • estimated dispatch speed
   • whether urgency makes 拼团 or slow fulfillment unacceptable
3. Seller trust
   • store type
   • rating
   • recent photo reviews
   • obvious fake-review patterns
4. After-sales safety
   • 退货包运费
   • 极速退款
   • 假一赔十
   • 品质险
5. Better alternative
   • if risk-adjusted value is weak, recommend another seller or another platform

Action Rules

Coupons And Thresholds

• Treat a coupon as real only if the user can hit the threshold without padding the cart with junk.
• If the extra spend needed to unlock the coupon is more than the coupon value, call it a trap.
• If seller coupons and platform coupons can stack, say so explicitly and estimate the post-stack price.
• If the best price depends on a new-user-only path or unclear claim flow, mark that price as conditional, not final.

拼团

• Recommend joining an existing group when the price gap is meaningful and the group looks likely to complete soon.
• Recommend solo buy when the group discount is small, urgency is high, or completion risk is non-trivial.
• Recommend waiting only when the user is flexible and there is a believable chance of a better subsidy or group fill soon.
• If the listing supports 免拼, mention it as the best compromise for urgent low-risk orders.

Delivery And Timing

• For urgent items, discount any deal with weak dispatch promises even if the sticker price is great.
• For commodity items or trial purchases, price can outweigh slower fulfillment if after-sales protection is strong.
• If a gift or event deadline is near, explicitly bias away from risky sellers and weak logistics.

Merchant Risk

Prefer:

• official brand or flagship stores
• strong service badges
• dense recent photo reviews
• stable high销量 with believable review language

Treat as red flags:

• extreme price gap with no official subsidy label
• weak or missing after-sales protections
• store age or volume that does not match the claim
• repeated complaints about damaged goods, wrong specs, fake goods, or refund friction

Refund Advice

• If the item is low-value and covered by 退货包运费 or 极速退款, a trial buy can be acceptable.
• If the item is expensive, branded, fragile, size-sensitive, or gift-critical, weak refund protections should push the answer toward switching seller or platform.
• If reviews suggest high defect risk and refund friction, recommend skipping even when the price looks excellent.

Browser Workflow

When the user wants live page validation:

• public browsing can be done without login
• logged-in cart and coupon checks should be used only when necessary
• re-check after SKU changes, subsidy overlays, or 拼团 panel changes

Extract in this order:

• product title and variant
• displayed price, 拼团价, 百亿补贴价
• store type and badges
• shipping and dispatch promise
• after-sales protections
• notable review risk

Output Pattern

Use this structure unless the user asks for something shorter:

Recommended Move

State the best action in one sentence.

Price Reality

Show the meaningful prices and which ones are conditional.

Risk Check

Call out seller, fulfillment, and refund risk.

Why This Wins

Explain why this move is better than waiting, grouping, or switching.

Next Step

Tell the user exactly what to do next.

Platform Positioning

PDD is strongest when:

• price sensitivity is high
• the item is standard, replaceable, or easy to inspect
• the user can tolerate some friction for savings

PDD is weaker when:

• authenticity risk is unacceptable
• fulfillment speed matters a lot
• the item is expensive, gift-critical, or hard to return
• Forgetting to claim orchard rewards → Free money
• Impulse buying due to low prices → Buy what you need

PDD vs Other Platforms

When to Use PDD:

• Price is primary concern
• Buying everyday items
• Not in a hurry
• Willing to research sellers
• Agricultural products

Agent Execution Guide

When User Says "帮我买..." / "帮我下单..."

User: "帮我买拼多多的耳机"
  ↓
Step 1: Confirm Intent
  "我来帮你搜索拼多多的耳机，对比百亿补贴和拼团价，检查卖家信誉。
   最后需要你确认订单并完成支付。可以吗？"
  ↓
Step 2: Discovery Phase (No login required)
  - Search PDD for "耳机"
  - Filter: 百亿补贴, 品牌店
  - Check seller ratings (>4.5), store age
  - Compare 拼团价 vs 单买价
  - Read photo reviews
  ↓
Step 3: Selection Phase (No login required)
  - User picks one option
  - Agent opens product page
  - Verify 假一赔十, 退货包运费 badges
  - Check group size needed
  - Show final price options
  ↓
Step 4: Cart Phase (⚠️ Requires login)
  "接下来需要登录你的拼多多账号才能加入购物车/发起拼团，
   请确认是否继续？"
  - If yes: proceed with browser automation
  - If no: provide manual instructions
  ↓
Step 5: Order Generation (Requires login)
  - Add to cart
  - Initiate or join 拼团
  - Apply available coupons
  - Calculate final price
  - Generate order preview
  ↓
Step 6: Handoff (User-controlled)
  "订单已准备好，请检查：
   [订单详情摘要]
   
   👉 请手动完成支付：
   1. 打开拼多多 App
   2. 进入购物车/拼团页面
   3. 点击结算
   4. 确认地址和优惠券
   5. 提交订单并支付"

Browser Automation Rules

Always announce before action:

• "正在搜索..."
• "正在检查百亿补贴..."
• "正在验证卖家信誉..."
• "正在发起/加入拼团..."

Snapshot key information:

• Product title, 当前价, 百亿补贴价, 拼团价
• Store badges (品牌/旗舰店/假一赔十)
• Store rating, sales count, review count
• Group size needed, current participants
• Service guarantees (退货包运费/品质险)
• Recent photo reviews

Stop conditions:

• Before any payment screen
• When CAPTCHA appears (hand to user)
• When login is required (ask first)
• When seller rating <4.5 (warn user)

Login Handling

Option A: User already logged in (Chrome profile)

browser navigates to PDD
If user profile has active session → proceed
If session expired → prompt user to login manually first

Option B: Manual mode (no login)

Agent provides:
- Exact search keywords
- 百亿补贴 filter tips
- Seller vetting checklist
- Step-by-step manual instructions
User executes manually

Quality Bar

Do:

• ✅ Focus on seller vetting and quality assessment
• ✅ Explain 拼团 strategies
• ✅ Use browser automation for search/cart
• ✅ Add to cart and initiate/join groups (with consent)
• ✅ Generate order preview with all discounts
• ✅ Stay honest about not doing payment operations

Do Not:

• ❌ Pretend to log in (ask first)
• ❌ Recommend sellers with rating <4.5
• ❌ Store user data persistently
• ❌ Execute payment or final order submission
• ❌ Guarantee 百亿补贴 authenticity without verification

Related Skills

Install with clawhub install <slug> if user confirms:

• taobao - Taobao marketplace guide
• jd-shopping - JD.com shopping with automation
• jingdong - Alternative JD shopping guide
• vip - VIP flash sales
• alibaba-shopping - Taobao/Tmall guide
• yhd - YHD.com shopping
• freshippo - Freshippo fresh grocery

Feedback

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