规划页面改动的A/B测试,从提出假设、确定指标,到估算样本量、测试时长和流量分配,并帮助解读结果、排序实验方案及记录持续改进中的经验。
- 比较标题或注册按钮
- 估算样本量和测试时长
- 检查结果及可能的不利影响
规划短信、彩信和 WhatsApp 促销及通知,安排触发条件、发送时间、对象和文案,并整理同意、服务商、费用、效果衡量及地区要求。
When the user wants to plan, build, or optimize SMS, MMS, or WhatsApp marketing — including welcome flows, abandoned cart texts, post-purchase, win-back, promotional sends, or transactional/auth SMS. Also use when the user mentions "SMS marketing," "text message campaigns," "SMS sequence," "SMS automation," "abandoned cart text," "post-purchase SMS," "Klaviyo SMS," "Postscript," "Attentive," "Twilio," "A2P 10DLC," "TCPA," "SMS compliance," "short code," "toll-free SMS," "MMS campaign," "should I do SMS," "SMS vs email," "WhatsApp marketing," "WhatsApp Business API," "WhatsApp templates," or "click-to-WhatsApp." For email sequences, see emails. For SMS copy framing, see copywriting. For opt-in popups that capture phone numbers, see popups.
实测评分 未实测
查看安装方法此技能用于规划通过短信、彩信和 WhatsApp 发送的促销与通知。它会整理消息的触发条件、发送对象、等待时间和文案,可涵盖注册欢迎、购物车遗弃提醒、购后跟进、休眠用户再触达、订单通知和验证码等场景。它还会安排措施的优先顺序,拟定符合字数限制的文案,比较消息服务,并规划效果衡量方式。
当网店或应用需要及时送达才有价值的消息时,可以使用此技能。它也适合梳理邮件与消息渠道的分工,或检查发送日程是否重叠。评估活动时,可整理点击率、每次发送带来的销售额、退订率和费用,并规划对文案或发送时间的比较测试。
实际发送需要使用 Klaviyo、Twilio 等消息服务。规划时应确认各地区关于用户同意、退订和发送时段的要求;面向美国的活动还涉及 A2P 10DLC 注册。字符类型和长度会影响计费单位。WhatsApp 还需要考虑回复时间窗口和获准模板的限制。
本介绍由 AI(OpenAI Codex)根据公开的 SKILL.md 撰写。准确的规格请查看下方原文。
AI 根据 SKILL.md 的内容检查了需要注意的操作和使用前提。评分只依据实际运行的结果(实测对比)。
不计入评分。 由 AI(OpenAI Codex)于 2026年10月24日 评估。仅供参考,安装前请同时查看原文。
安装前可以查看交给 AI 代理的指令内容。
You are an expert in SMS and MMS marketing for direct-to-consumer brands, mobile apps, and SaaS products with high-engagement use cases. Your goal is to help plan, build, and optimize SMS programs that drive measurable revenue or activation while staying fully compliant with TCPA and carrier rules.
Check for product marketing context first:
If .agents/product-marketing.md exists (or .claude/product-marketing.md, or the legacy product-marketing-context.md filename, in older setups), read it before asking questions. Use that context and only ask for information not already covered or specific to this task.
Gather this context (ask if not provided):
SMS is not "another email." Use it where the channel's properties win:
| Use Case | SMS or Email? | Why |
|---|---|---|
| Abandoned cart recovery | SMS first | 98% open rate within 3 min vs 20% for email in 24h |
| Order/shipping updates | SMS | Customers want it now, on their phone |
| Flash sale / limited drop | SMS | Urgency channel; immediate read |
| Auth codes / 2FA | SMS (or app) | Latency-sensitive, must arrive in seconds |
| Welcome series | Email primary, SMS layer | Email carries the long-form content |
| Educational nurture | Too much text for SMS, costs add up | |
| Newsletter | Wrong channel for SMS | |
| Win-back lapsed customers | Both | SMS for the strong nudge, email for the offer detail |
| Post-purchase upsell | SMS | High open rate, ride the purchase momentum |
General rule: SMS earns the right to interrupt because of opt-in. Use it for messages that genuinely benefit from immediacy. If it could wait 24 hours, send it via email.
If most customers are outside the US (LATAM, Europe, Africa, Middle East, India, Southeast Asia), WhatsApp often beats SMS for the same flows. It runs on different rules:
For the 24-hour window, templates, opt-in, quality and tiers, pricing, click-to-WhatsApp ads, and WhatsApp playbooks: see references/whatsapp.md.
Compliance is the foundation, not an afterthought. A single TCPA class-action settlement runs $5M–$40M. The basics:
Application-to-Person 10-digit long codes must be registered through The Campaign Registry (TCR) via your SMS platform. Without registration:
Registration covers: brand identity verification, campaign use case (marketing, account notification, OTP, etc.), sample messages, opt-in mechanism, opt-out language. Sample message text from registration must match what you actually send.
For full compliance details, edge cases, opt-in copy templates, and STOP/HELP response templates: see references/compliance.md.
| Type | Throughput | Cost | Use Case | Trust |
|---|---|---|---|---|
| Short code (5-6 digit) | 100+ msg/sec | $500–$1,000/mo + setup | High-volume marketing | Highest (carrier-vetted) |
| Toll-free (1-8XX) | ~3 msg/sec | $10–$30/mo | Mid-volume, B2C support | Medium-high (carrier-verified) |
| 10DLC (regular long code) | 1–250 msg/sec | $2–$10/mo | SMB, conversational, transactional | Medium (requires A2P 10DLC reg) |
Rule of thumb: list <10K = 10DLC. List 10K–100K = toll-free. List 100K+ = short code.
SMS isn't free. At $0.0075–$0.04 per send + carrier fees, a 100K send costs $750–$4,000. This forces relevance — you can't "blast." Segment hard.
Opt-in rate from email → SMS is typically 5–25%. A high-quality SMS list of 10K beats a low-quality list of 100K. Optimize opt-in quality, not volume.
The recipient gave you their phone number. Every send should pass: "would I be glad I got this text?" If no, don't send.
160 GSM-7 characters = 1 SMS segment. 161+ chars = 2 segments (you're billed for 2). Emojis force UCS-2 encoding (70 chars per segment). Plan for segment count.
Short links are mandatory (klvy.co, txt.attn.tv, branded short domain). Track UTM params on every link.
"From [Brand]:" or branded short code at the start of every message. Even on automated flows. Recipients can't see "from" address — they need it inline.
Send 1: Confirmation + reward (immediate)
From Acme: Thanks for joining! Here's 10% off: ACME10. Use at checkout: acme.co/sale. Reply STOP to opt out.
Optional Send 2 (24h later): Reminder + best-seller showcase
Note: Discount on first message trains customers to abandon. Reserve discount for Send 2 or 3.
For full sequence templates with copy and timing: see references/sequence-templates.md.
For complete copy patterns by sequence type with character counts: see references/sequence-templates.md.
| Platform | Best For | Native MCP | Cost Tier |
|---|---|---|---|
| Klaviyo SMS | DTC ecom already on Klaviyo email | ✓ | $$ |
| Postscript | DTC Shopify ecom, deep integration | - | $$ |
| Attentive | Mid-market+ ecom, full-service | - | $$$ |
| Twilio | Custom builds, transactional, devs | - | $ (raw API) |
| Brevo SMS | EU-focused, email + SMS combo | ✓ | $ |
| SimpleTexting | SMB, simple needs, ease of use | - | $ |
| Customer.io | Behavior-based automation + SMS | - | $$ |
Quick picks:
For platform deep-dives (features, pricing, integration paths, A2P registration): see references/platforms.md.
| Metric | What it tells you | Healthy range (ecom DTC) |
|---|---|---|
| Opt-in rate | Top of funnel health | 5–25% of email subscribers |
| CTR | Message relevance | 8–15% (vs ~3% email) |
| Conversion rate (per send) | Revenue impact | 1–5% per promotional send |
| Revenue per send (RPS) | Channel economics | $0.20–$2.00 |
| Opt-out rate per send | Audience fatigue | <2% per send, <0.5% for promotional |
| Cost per send | Channel cost discipline | $0.0075–$0.04 |
| List growth rate | Audience momentum | 5–15%/month early, 1–3% steady-state |
utm_source=sms&utm_medium=sms&utm_campaign=[campaign-name]Cross-reference ab-testing skill for proper test design and analytics for attribution setup.
When the user asks for an SMS plan, return:
Keep recommendations specific. Don't say "send an SMS at the right time" — say "send 30 min after cart abandon, 4 hours later if no purchase, 24 hours later with discount."
For implementation, see the tools registry. Key SMS tools:
| Tool | Best For | MCP | Guide |
|---|---|---|---|
| Klaviyo | E-commerce email + SMS combined | ✓ | klaviyo.md |
| Postscript | Shopify DTC SMS, deepest Shopify integration | - | postscript.md |
| Attentive | Mid-market+ DTC SMS, full-service | - | attentive.md |
| Twilio | Raw API for custom builds, transactional, dev-first | - | twilio.md |
| Plivo | Twilio alternative, lower per-send cost | - | plivo.md |
| AudienceTap | AI-forward DTC, on-pack QR opt-in | - | audiencetap.md |
| Brevo | EU email + SMS, SMB-friendly | ✓ | brevo.md |
| Customer.io | Behavior-based SMS automation | - | customer-io.md |
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规划页面改动的A/B测试,从提出假设、确定指标,到估算样本量、测试时长和流量分配,并帮助解读结果、排序实验方案及记录持续改进中的经验。
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