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LeoYeAI/openclaw-marketing-skills

当用户需要 Google Ads、Meta (Facebook/Instagram)、LinkedIn、Twitter/X 等广告平台的付费广告活动帮助时使用。也适用于提及 'PPC'、'付费媒体'、'ROAS'、'CPA'、'广告活动'、'再营销'、'受众定位'、'Google Ads'、'Facebook 广告'、'LinkedIn 广告'、'广告预算'、'每次点击费用'、'广告支出' 或 '我应该投放广告吗' 的情况。用于广告活动策略、受众定位、出价和优化。如需批量广告创意生成和迭代,请参阅 ad-creative。如需落地页优化,请参阅 page-cro。

openclaw-marketing-skills 是什么?

该技能为 AI 代理提供专业绩效营销能力,使其能够直接协助创建、优化和规模化付费广告活动。它支持 Google Ads、Meta、LinkedIn、Twitter/X 和 TikTok 等主流平台,涵盖从活动策略、受众定位、出价优化到创意制作的全链路。技能内置了平台选择指南、活动结构最佳实践、广告文案框架、创意测试层级以及再营销漏斗策略。它强调在开始前检查产品营销上下文文件,并通过系统化提问收集活动目标、产品信息、受众特征和当前状态等关键信息。

兼容平台~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/LeoYeAI/openclaw-marketing-skills/tree/HEAD/skills/paid-ads

在你喜欢的 AI 中提问

打开一个已预加载此 Agent Skill 的新对话。

文档

付费广告

你是一位可以直接访问广告平台账户的绩效营销专家。你的目标是帮助创建、优化和规模化付费广告活动,从而高效获取客户。

开始之前

首先检查产品营销上下文: 如果存在 .agents/product-marketing-context.md(或在旧版设置中的 .agents/product-marketing-context.md),请在提问前阅读它。使用该上下文,仅询问未涵盖或与本任务相关的信息。

收集以下上下文信息(如未提供则询问):

1. 广告活动目标

  • 主要目标是什么?(品牌认知、流量、潜在客户、销售、应用安装)
  • 目标 CPA 或 ROAS 是多少?
  • 每月/每周预算有多少?
  • 是否有任何限制?(品牌指南、合规要求、地理限制)

2. 产品与优惠

  • 你在推广什么?(产品、免费试用、引流磁铁、演示)
  • 落地页 URL 是什么?
  • 这个优惠的吸引力在哪里?

3. 受众

  • 理想客户是谁?
  • 你的产品为他们解决了什么问题?
  • 他们在搜索或对什么感兴趣?
  • 你是否有现有客户数据可用于创建类似受众?

4. 当前状态

  • 你之前投放过广告吗?哪些有效/无效?
  • 你是否有现有的像素/转化数据?
  • 你当前的漏斗转化率是多少?

平台选择指南

平台最适合使用场景
Google Ads高意向搜索流量人们主动搜索你的解决方案时
Meta需求生成、视觉类产品创造需求,拥有强有力的创意素材
LinkedInB2B、决策者需要按职位/公司定位,高客单价产品
Twitter/X技术受众、思想领导力受众活跃在 X 上,内容具有时效性
TikTok年轻受众、病毒式创意受众年龄在 18-34 岁之间,具备视频制作能力

广告活动结构最佳实践

账户组织

账户
├── 广告活动 1: [目标] - [受众/产品]
│   ├── 广告组 1: [定位变体]
│   │   ├── 广告 1: [创意变体 A]
│   │   ├── 广告 2: [创意变体 B]
│   │   └── 广告 3: [创意变体 C]
│   └── 广告组 2: [定位变体]
└── 广告活动 2...

命名约定

[平台]_[目标]_[受众]_[优惠]_[日期]

示例:
META_Conv_Lookalike-Customers_FreeTrial_2024Q1
GOOG_Search_Brand_Demo_Ongoing
LI_LeadGen_CMOs-SaaS_Whitepaper_Mar24

预算分配

测试阶段(前 2-4 周):

  • 70% 用于经过验证/安全的广告活动
  • 30% 用于测试新的受众/创意

规模化阶段:

  • 将预算集中到表现最佳的广告组合
  • 每次增加预算 20-30%
  • 每次增加后等待 3-5 天,以便算法学习

广告文案框架

关键公式

问题-激化-解决(PAS):

[问题] → [激化痛点] → [引入解决方案] → [行动号召]

之前-之后-桥梁(BAB):

[当前痛苦状态] → [期望的未来状态] → [你的产品作为桥梁]

社会证明引导:

[令人印象深刻的统计数据或推荐] → [你所做的] → [行动号召]

关于详细模板和标题公式:请参阅 references/ad-copy-templates.md


受众定位概述

各平台优势

平台关键定位方式最佳信号
Google关键词、搜索意图他们正在搜索什么
Meta兴趣、行为、类似受众参与模式
LinkedIn职位、公司、行业职业身份

关键概念

  • 类似受众:基于最佳客户(按用户生命周期价值),而非所有客户
  • 再营销:按漏斗阶段细分(访客 vs. 购物车放弃者)
  • 排除列表:排除现有客户和近期转化者——向已购买用户展示广告会浪费支出

关于各平台的详细定位策略:请参阅 references/audience-targeting.md


创意最佳实践

图片广告

  • 清晰的产品截图,展示用户界面
  • 之前/之后对比
  • 以统计数据和数字为焦点
  • 真人面孔(真实的,而非库存图片)
  • 粗体、可读的文字叠加(保持在 20% 以下)

视频广告结构(15-30 秒)

  1. 钩子(0-3 秒):模式中断、问题或大胆陈述
  2. 问题(3-8 秒):有代入感的痛点
  3. 解决方案(8-20 秒):展示产品/优势
  4. 行动号召(20-30 秒):清晰的下一步

制作技巧:

  • 始终添加字幕(85% 的用户在无声状态下观看)
  • 竖屏用于 Stories/Reels,横屏用于信息流
  • 原生感优于精致感
  • 前 3 秒决定用户是否继续观看

创意测试层级

  1. 概念/角度(影响最大)
  2. 钩子/标题
  3. 视觉风格
  4. 正文
  5. 行动号召

广告活动优化

按目标划分的关键指标

目标主要指标
品牌认知CPM、覆盖人数、视频观看率
考虑CTR、CPC、网站停留时间
转化CPA、ROAS、转化率

优化杠杆

如果 CPA 过高:

  1. 检查落地页(问题是否在点击后?)
  2. 收紧受众定位
  3. 测试新的创意角度
  4. 提高广告相关性/质量得分
  5. 调整出价策略

如果 CTR 过低:

  • 创意未产生共鸣 → 测试新的钩子/角度
  • 受众不匹配 → 优化定位
  • 广告疲劳 → 刷新创意

如果 CPM 过高:

  • 受众过于狭窄 → 扩大定位
  • 竞争激烈 → 尝试不同展示位置
  • 相关性得分低 → 改善创意契合度

出价策略演进

  1. 从手动出价或成本上限开始
  2. 收集转化数据(50+ 次转化)
  3. 根据历史数据切换到带目标的自动出价
  4. 根据结果监控和调整目标

再营销策略

基于漏斗的方法

漏斗阶段受众信息目标
顶部博客读者、视频观看者教育性、社会证明推向考虑阶段
中部定价/功能页面访客案例研究、演示推向决策阶段
底部购物车放弃者、试用用户紧迫感、消除疑虑转化

再营销窗口

阶段窗口频次上限
热门(购物车/试用)1-7 天可以更高
温暖(关键页面)7-30 天每周 3-5 次
冷淡(任意访问)30-90 天每周 1-2 次

需要设置的排除列表

  • 现有客户(除非是追加销售)
  • 近期转化者(7-14 天窗口)
  • 跳出访客(停留时间 <10 秒)
  • 无关页面(招聘、支持)

报告与分析

每周回顾

  • 支出与预算进度对比
  • CPA/ROAS 与目标对比
  • 表现最佳和最差的广告
  • 受众表现细分
  • 频次检查(疲劳风险)
  • 落地页转化率

归因考量

  • 平台归因数据偏高
  • 一致使用 UTM 参数
  • 将平台数据与 GA4 对比
  • 查看混合 CAC,而非仅平台 CPA

平台设置

在启动广告活动之前,确保正确的跟踪和账户设置。

关于各平台的完整设置清单:请参阅 references/platform-setup-checklists.md

通用启动前检查清单

  • 使用真实转化测试转化跟踪
  • 落地页加载速度快(<3 秒)
  • 落地页移动端友好
  • UTM 参数正常工作
  • 预算设置正确
  • 定位与目标受众匹配

常见错误避免指南

策略

  • 未设置转化跟踪就启动
  • 广告活动过多(预算分散)
  • 未给算法足够的学习时间
  • 为错误的指标进行优化

定位

  • 受众过于狭窄或过于宽泛
  • 未排除现有客户
  • 受众重叠导致相互竞争

创意

  • 每个广告组只有一个广告
  • 未刷新创意(疲劳)
  • 广告与落地页不匹配

预算

  • 预算在多个广告活动中过于分散
  • 大幅调整预算(干扰学习)
  • 在学习阶段停止广告活动

任务特定问题

  1. 你目前正在或希望从哪个/哪些平台开始?
  2. 你的月度广告预算是多少?
  3. 成功的转化是什么样的(价值多少)?
  4. 你是否有现成的创意素材,还是需要创建?
  5. 广告将指向哪个落地页?
  6. 你是否已设置像素/转化跟踪?

工具集成

有关实现,请参阅 工具注册表。主要广告平台:

平台最适合MCP指南
Google Ads搜索意图,高意向流量✓google-ads.md
Meta Ads需求生成,视觉类产品,B2C-meta-ads.md
LinkedIn AdsB2B,职位定位-linkedin-ads.md
TikTok Ads年轻受众,视频-tiktok-ads.md

有关跟踪,请参阅:ga4.md、segment.md


相关技能

  • ad-creative:用于大规模生成和迭代广告标题、描述和创意
  • copywriting:用于编写转化广告流量的落地页文案
  • analytics-tracking:用于正确设置转化跟踪
  • ab-test-setup:用于落地页测试以提升 ROAS
  • page-cro:用于优化点击后转化率

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

LeoYeAI/openclaw-marketing-skills

When the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "should I test this," "which version is better," "test two versions," "statistical significance," or "how long should I run this test." Use this whenever someone is comparing two approaches and wants to measure which performs better. For tracking implementation, see analytics-tra

LeoYeAI/openclaw-marketing-skills

When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad variations — for any paid advertising platform. Also use when the user mentions 'ad copy variations,' 'ad creative,' 'generate headlines,' 'RSA headlines,' 'bulk ad copy,' 'ad iterations,' 'creative testing,' 'ad performance optimization,' 'write me some ads,' 'Facebook ad copy,' 'Google ad headlines,' 'LinkedIn ad text,' or 'I need more ad variations.' Use this whenever someone needs to produce ad copy at scale or iterate on existing ads. For campaign strategy and targeting, see paid-ads. For landing page copy, see copywriting.

LeoYeAI/openclaw-marketing-skills

When the user wants to optimize content for AI search engines, get cited by LLMs, or appear in AI-generated answers. Also use when the user mentions 'AI SEO,' 'AEO,' 'GEO,' 'LLMO,' 'answer engine optimization,' 'generative engine optimization,' 'LLM optimization,' 'AI Overviews,' 'optimize for ChatGPT,' 'optimize for Perplexity,' 'AI citations,' 'AI visibility,' 'zero-click search,' 'how do I show up in AI answers,' 'LLM mentions,' or 'optimize for Claude/Gemini.' Use this whenever someone wants their content to be cited or surfaced by AI assistants and AI search engines. For traditional technical and on-page SEO audits, see seo-audit. For structured data implementation, see schema-markup.

LeoYeAI/openclaw-marketing-skills

When the user wants to set up, improve, or audit analytics tracking and measurement. Also use when the user mentions "set up tracking," "GA4," "Google Analytics," "conversion tracking," "event tracking," "UTM parameters," "tag manager," "GTM," "analytics implementation," "tracking plan," "how do I measure this," "track conversions," "attribution," "Mixpanel," "Segment," "are my events firing," or "analytics isn't working." Use this whenever someone asks how to know if something is working or wan

LeoYeAI/openclaw-marketing-skills

When the user wants to reduce churn, build cancellation flows, set up save offers, recover failed payments, or implement retention strategies. Also use when the user mentions 'churn,' 'cancel flow,' 'offboarding,' 'save offer,' 'dunning,' 'failed payment recovery,' 'win-back,' 'retention,' 'exit survey,' 'pause subscription,' 'involuntary churn,' 'people keep canceling,' 'churn rate is too high,' 'how do I keep users,' or 'customers are leaving.' Use this whenever someone is losing subscribers o

LeoYeAI/openclaw-marketing-skills

Write B2B cold emails and follow-up sequences that get replies. Use when the user wants to write cold outreach emails, prospecting emails, cold email campaigns, sales development emails, or SDR emails. Also use when the user mentions "cold outreach," "prospecting email," "outbound email," "email to leads," "reach out to prospects," "sales email," "follow-up email sequence," "nobody's replying to my emails," or "how do I write a cold email." Covers subject lines, opening lines, body copy, CTAs, p

LeoYeAI/openclaw-marketing-skills

When the user wants to create competitor comparison or alternative pages for SEO and sales enablement. Also use when the user mentions 'alternative page,' 'vs page,' 'competitor comparison,' 'comparison page,' '[Product] vs [Product],' '[Product] alternative,' 'competitive landing pages,' 'how do we compare to X,' 'battle card,' or 'competitor teardown.' Use this for any content that positions your product against competitors. Covers four formats: singular alternative, plural alternatives, you v

LeoYeAI/openclaw-marketing-skills

When the user wants to plan a content strategy, decide what content to create, or figure out what topics to cover. Also use when the user mentions "content strategy," "what should I write about," "content ideas," "blog strategy," "topic clusters," "content planning," "editorial calendar," "content marketing," "content roadmap," "what content should I create," "blog topics," "content pillars," or "I don't know what to write." Use this whenever someone needs help deciding what content to produce,

LeoYeAI/openclaw-marketing-skills

When the user wants to edit, review, or improve existing marketing copy. Also use when the user mentions 'edit this copy,' 'review my copy,' 'copy feedback,' 'proofread,' 'polish this,' 'make this better,' 'copy sweep,' 'tighten this up,' 'this reads awkwardly,' 'clean up this text,' 'too wordy,' or 'sharpen the messaging.' Use this when the user already has copy and wants it improved rather than rewritten from scratch. For writing new copy, see copywriting.

LeoYeAI/openclaw-marketing-skills

When the user wants to write, rewrite, or improve marketing copy for any page — including homepage, landing pages, pricing pages, feature pages, about pages, or product pages. Also use when the user says "write copy for," "improve this copy," "rewrite this page," "marketing copy," "headline help," "CTA copy," "value proposition," "tagline," "subheadline," "hero section copy," "above the fold," "this copy is weak," "make this more compelling," or "help me describe my product." Use this whenever s

LeoYeAI/openclaw-marketing-skills

When the user wants to create or optimize an email sequence, drip campaign, automated email flow, or lifecycle email program. Also use when the user mentions "email sequence," "drip campaign," "nurture sequence," "onboarding emails," "welcome sequence," "re-engagement emails," "email automation," "lifecycle emails," "trigger-based emails," "email funnel," "email workflow," "what emails should I send," "welcome series," or "email cadence." Use this for any multi-email automated flow. For cold out

LeoYeAI/openclaw-marketing-skills

When the user wants to optimize any form that is NOT signup/registration — including lead capture forms, contact forms, demo request forms, application forms, survey forms, or checkout forms. Also use when the user mentions "form optimization," "lead form conversions," "form friction," "form fields," "form completion rate," "contact form," "nobody fills out our form," "form abandonment," "too many fields," "demo request form," or "lead form isn't converting." Use this for any non-signup form tha

LeoYeAI/openclaw-marketing-skills

When the user wants to plan, evaluate, or build a free tool for marketing purposes — lead generation, SEO value, or brand awareness. Also use when the user mentions "engineering as marketing," "free tool," "marketing tool," "calculator," "generator," "interactive tool," "lead gen tool," "build a tool for leads," "free resource," "ROI calculator," "grader tool," "audit tool," "should I build a free tool," or "tools for lead gen." Use this whenever someone wants to build something useful and give

LeoYeAI/openclaw-marketing-skills

Connect GetXAPI to pull public X/Twitter marketing signals into OpenClaw workflows. Use when the user wants social listening, tweet search, reply search, user lookup, or monitor setup driven by a Bearer-auth search backend. Enhances social-content, paid-ads, ad-creative, content-strategy, launch-strategy, and competitor-alternatives with real public conversation data.

LeoYeAI/openclaw-marketing-skills

Connect to Google Ads API to pull real account data — campaign performance, keyword health, wasted spend, search terms, impression share. Use when the user wants to audit their Google Ads account, find wasted budget, optimize keywords, or get data-driven recommendations. Enhances paid-ads and ad-creative skills with real numbers instead of guesswork. Triggers on: 'audit my Google Ads', 'find wasted spend', 'why are my ads not converting', 'Google Ads performance', 'which keywords to pause', 'Goo

LeoYeAI/openclaw-marketing-skills

When the user wants to plan a product launch, feature announcement, or release strategy. Also use when the user mentions 'launch,' 'Product Hunt,' 'feature release,' 'announcement,' 'go-to-market,' 'beta launch,' 'early access,' 'waitlist,' 'product update,' 'how do I launch this,' 'launch checklist,' 'GTM plan,' or 'we're about to ship.' Use this whenever someone is preparing to release something publicly. For ongoing marketing after launch, see marketing-ideas.

LeoYeAI/openclaw-marketing-skills

When the user wants to create, plan, or optimize a lead magnet for email capture or lead generation. Also use when the user mentions "lead magnet," "gated content," "content upgrade," "downloadable," "ebook," "cheat sheet," "checklist," "template download," "opt-in," "freebie," "PDF download," "resource library," "content offer," "email capture content," "Notion template," "spreadsheet template," or "what should I give away for emails." Use this for planning what to create and how to distribute

LeoYeAI/openclaw-marketing-skills

When the user needs marketing ideas, inspiration, or strategies for their SaaS or software product. Also use when the user asks for 'marketing ideas,' 'growth ideas,' 'how to market,' 'marketing strategies,' 'marketing tactics,' 'ways to promote,' 'ideas to grow,' 'what else can I try,' 'I don't know how to market this,' 'brainstorm marketing,' or 'what marketing should I do.' Use this as a starting point whenever someone is stuck or looking for inspiration on how to grow. For specific channel execution, see the relevant skill (paid-ads, social-content, email-sequence, etc.).

LeoYeAI/openclaw-marketing-skills

When the user wants to apply psychological principles, mental models, or behavioral science to marketing. Also use when the user mentions 'psychology,' 'mental models,' 'cognitive bias,' 'persuasion,' 'behavioral science,' 'why people buy,' 'decision-making,' 'consumer behavior,' 'anchoring,' 'social proof,' 'scarcity,' 'loss aversion,' 'framing,' or 'nudge.' Use this whenever someone wants to understand or leverage how people think and make decisions in a marketing context.

LeoYeAI/openclaw-marketing-skills

Connect to Meta Marketing API to pull real Facebook and Instagram ad data — campaign performance, creative fatigue, audience saturation, ROAS by ad set, frequency analysis, and Learning Phase status. Use when the user wants to audit their Meta/Facebook/Instagram ads, diagnose creative fatigue, find wasted budget, or get data-driven optimization. Enhances paid-ads and ad-creative skills with real Meta data. Triggers on: 'audit my Facebook ads', 'Instagram ads performance', 'Meta ads not convertin

相关技能