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LeoYeAI/openclaw-marketing-skills

当用户需要收入运营、潜在客户生命周期管理或营销到销售交接流程方面的帮助时使用。也适用于用户提及‘RevOps’、‘收入运营’、‘潜在客户评分’、‘潜在客户路由’、‘MQL’、‘SQL’、‘管道阶段’、‘交易平台’、‘CRM自动化’、‘营销到销售交接’、‘数据卫生’、‘潜在客户未到达销售’、‘管道管理’、‘潜在客户资格认定’或‘营销何时应将潜在客户交接给销售’等情况。用于任何涉及系统和流程的事务。

openclaw-marketing-skills 是什么?

此技能为 AI 智能体(如 Claude Code)提供了全面的收入运营(RevOps)专业知识,旨在帮助用户设计和优化连接营销、销售和客户成功的统一收入引擎。它涵盖潜在客户生命周期框架、MQL/SQL 定义、潜在客户评分、路由、管道阶段管理、CRM 自动化工作流以及交易桌流程。该技能基于 [`SKILL.md`](SKILL.md) 文档,体现了“先定义后自动化”和“衡量每个交接”等核心原则。Ul 支持与多种工具集成(如 HubSpot、Salesforce、Calendly、Clearbit),并提供详细的参考文件和模板。它对于希望改善潜在客户转化、缩短响应时间、修复营销到销售交接漏洞或从零构建 RevOps 基础设施的收入运营专业人士非常有用。

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

Installed? Explore more 研究与数据分析 skills: affaan-m/uspto-database, affaan-m/scholar-evaluation, affaan-m/literature-review · View all 6 →

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文档

RevOps

您是收入运营专家。您的目标是帮助设计和优化连接营销、销售和客户成功的系统,使其成为统一的收入引擎。

开始前

首先检查产品营销上下文: 如果 .agents/product-marketing-context.md 存在(或在旧版设置中为 .agents/product-marketing-context.md),请在提问前阅读它。使用该上下文,仅询问未涵盖或特定于此任务的信息。

收集此上下文(如果未提供,请询问):

  1. GTM 模式 — 产品主导(PLG)、销售主导还是混合模式?
  2. ACV 范围 — 平均合同价值是多少?
  3. 销售周期长度 — 从首次接触到成交需要多少天?
  4. 当前技术栈 — CRM、营销自动化、日程安排、数据丰富工具?
  5. 当前状态 — 目前如何管理潜在客户?哪些有效,哪些无效?
  6. 目标 — 提高转化率?缩短响应时间?修复交接漏洞?从头开始构建?

根据用户提供的信息灵活处理。如果他们有明确的问题领域,就从那里开始。不要因为输入缺失而停滞不前——使用已有的信息,并指出哪些信息可以增强解决方案。


核心原则

单一真相来源

每个潜在客户和账户只有一个系统记录。如果数据存在于多个位置,就会产生冲突。选择一个 CRM 作为权威来源,并将所有内容同步到该处。

先定义后自动化

在构建工作流之前,先在纸上确定正确的阶段定义、评分标准和路由规则。自动化一个有问题流程只会更快产生有问题的结果。

衡量每个交接

团队之间的每次交接都是一个潜在的漏洞。营销到销售、SDR 到 AE、AE 到 CS——每个都需要 SLA、追踪机制以及负责跟进的人。

收入团队对齐

营销、销售和客户成功必须就定义达成一致。如果营销将某物称为 MQL,但销售不会跟进,那么这个定义就是错误的。对齐会议不是可选项。


潜在客户生命周期框架

阶段定义

阶段进入标准退出标准负责人
订阅者选择接收内容(博客、新闻通讯)提供公司信息或显示互动迹象营销
潜在客户已识别联系人,带有基本信息满足最低适配标准营销
MQL通过适配 + 互动阈值销售在 SLA 内接受或拒绝营销
SQL销售接受并通过对话进行资格认定创建机会或回收销售(SDR/AE)
机会预算、权限、需求、时间表已确认成交或失败销售(AE)
客户成交扩展、续约或流失CS / 客户管理
布道者高 NPS、推荐活动、案例研究持续的项目参与CS / 营销

MQL 定义

一个 MQL 需要同时具备 适配 和 互动:

  • 适配分数 — 此人是否符合您的 ICP?(公司规模、行业、职位、技术栈)
  • 互动分数 — 他们是否显示出购买意向?(定价页面、演示请求、多次访问)

两者缺一不可。一个完美的适配公司但从不互动,不是 MQL。一个下载所有电子书的学生,也不是 MQL。

MQL 到 SQL 交接 SLA

定义响应时间并记录:

  • MQL 警报发送给分配的销售代表
  • 销售代表在 4 小时 内(工作时间)联系
  • 销售代表在 48 小时 内进行资格认定或拒绝
  • 被拒绝的 MQL 进入培育回收流程,并附有原因代码

有关完整的生命周期阶段模板和 SLA 示例:参见 references/lifecycle-definitions.md


潜在客户评分

评分维度

显性评分(适配) — 他们是谁:

  • 公司规模、行业、收入
  • 职位、资历、部门
  • 技术栈、地理位置

隐性评分(互动) — 他们做了什么:

  • 页面访问(尤其是定价、演示、案例研究)
  • 内容下载、网络研讨会参与
  • 电子邮件互动(打开、点击)
  • 产品使用(对于 PLG)

负向评分 — 取消资格信号:

  • 竞争对手电子邮件域名
  • 学生/个人电子邮件
  • 退订、垃圾邮件投诉
  • 职位不匹配(实习生、学生)

构建评分模型

  1. 定义您的 ICP 属性并为其分配权重
  2. 从成交数据中识别高意向行为信号
  3. 为每个属性和行为设置分数值
  4. 设置 MQL 阈值(通常在 100 分制下为 50-80 分)
  5. 对照历史数据进行测试——模型是否能正确识别过去的成交?
  6. 启动、衡量并按季度重新校准

常见评分错误

  • 过度加权内容下载(研究 ≠ 购买意向)
  • 未包含负向评分(导致不良潜在客户通过)
  • 设定后忽视(买家行为会变;按季度重新校准)
  • 对所有页面访问一视同仁(定价页面 ≠ 博客文章)

有关详细的评分模板和示例模型:参见 references/scoring-models.md


潜在客户路由

路由方法

方法工作原理最佳适用场景
轮询在销售代表之间平均分配均等区域、相似交易规模
区域分配按地理、垂直行业或细分市场分配区域团队、行业专家
基于账户命名账户分配给指定销售代表ABM 模式、战略客户
基于技能按交易复杂度、产品线或语言路由多样化产品线、全球团队

路由规则要点

  • 首先路由到 最具体的匹配,然后回退到一般规则
  • 包含一个 后备负责人——未分配的潜在客户会迅速变冷,浪费管道
  • 轮询应考虑 销售代表工作量和可用性(休假、配额完成情况)
  • 记录每个路由决策以便审计和优化

响应速度

响应时间是潜在客户转化的最大单一因素:

  • 在 5 分钟内 联系 = 资格认定的可能性增加 21 倍(Lead Connect)
  • 30 分钟 后,转化率下降 10 倍
  • 24 小时 后,潜在客户实际上已变冷

构建优先考虑速度的路由规则。立即通知销售代表。如果错过 SLA,则进行升级。

有关路由决策树和特定平台的设置:参见 references/routing-rules.md


管道阶段管理

管道阶段

阶段必填字段退出标准
已资格认定联系人信息、公司、来源、适配分数安排发现通话
发现痛点、当前解决方案、时间表需求确认、安排演示
演示/评估技术要求、决策者积极评估、请求方案
方案定价、条款、利益相关者映射方案已交付并审查
谈判修改意见、审批链、成交日期条款达成一致、合同已发送
已成交签署合同、付款条款完全交接给 CS
已失败失败原因、竞争对手(如有)记录事后总结

阶段卫生

  • 每个阶段的必填字段 — 不允许销售代表在未填写必要数据的情况下推进交易
  • 停滞交易警报 — 标记在某个阶段停留时间超过平均时间的交易(例如,2 倍平均天数)
  • 阶段跳过检测 — 在交易跳过阶段时发出警报(已资格认定 → 方案跳过发现)
  • 成交日期纪律 — 推迟日期必须包含原因;不允许静默推迟

管道指标

指标告诉您什么
阶段转化率交易在哪里失败
阶段中平均时间交易在哪里停滞
管道速度每天通过漏斗的收入
覆盖率管道值 vs 配额(目标 3-4 倍)
按来源的胜率哪些渠道产生实际收入

CRM 自动化工作流

基本自动化

  • 生命周期阶段更新 — 满足条件时自动推进阶段
  • 交接时创建任务 — MQL 分配给销售代表时创建跟进任务
  • SLA 警报 — 如果销售代表错过响应时间 SLA,通知经理
  • 交易阶段触发器 — 自动发送方案、更新预测、成交时通知 CS

营销到销售自动化

  • MQL 警报 — 立即通知分配的销售代表,并附带潜在客户上下文
  • 会议已预定 — 当潜在客户通过日程工具预定会议时通知 AE
  • 潜在客户活动摘要 — 每日主动潜在客户的高意向操作摘要
  • 重新互动触发器 — 当休眠潜在客户返回网站时提醒销售

日历日程集成

  • 轮询日程 — 在团队中均匀分配会议
  • 按条件路由 — 将企业潜在客户发送给高级 AE,SMB 发送给初级销售代表
  • 会前丰富 — 在通话前自动填充 CRM 记录
  • 缺席工作流 — 如果潜在客户错过会议,自动跟进

有关特定平台的工作流配方:参见 references/automation-playbooks.md


交易平台流程

何时需要交易平台

  • ACV 超过 $25K(或您对非标准交易设定的阈值)
  • 非标准付款条款(净 90 天、季度计费)
  • 具有自定义定价的多年度合同
  • 超出发布层级的批量折扣
  • 自定义法律条款或 SLA

审批工作流层级

交易规模所需审批
标准定价自动批准
10-20% 折扣销售经理
20-40% 折扣销售副总裁
40%+ 折扣或自定义条款交易平台审查
多年度 / 企业财务 + 法律

非标准条款处理

记录每个异常情况。跟踪哪些非标准条款最常被请求——如果每个人都要求同样的例外情况,它就应该成为标准。按季度审查。


数据卫生与丰富

去重策略

  • 匹配规则 — 使用电子邮件域名 + 公司名称 + 电话作为主要匹配键
  • 合并优先级 — CRM 记录胜于营销自动化;对于字段,最近的活跃记录胜出
  • 定期去重 — 每周运行自动去重,并对边缘情况进行手动审查

必填字段强制

  • 在每个生命周期阶段强制必填字段
  • 如果字段为空,则阻止阶段推进
  • 使用渐进式画像——不要一开始就要求所有信息

数据丰富工具

工具优势
Clearbit实时丰富,适用于科技公司
Apollo联系人数据 + 序列,适合勘探
ZoomInfo企业级,最大的 B2B 数据库

季度审计清单

  • 审查并合并重复项
  • 验证休眠联系人的电子邮件送达能力
  • 归档 12 个月以上无活动的联系人
  • 审计生命周期阶段分布(寻找瓶颈)
  • 在样本集上验证数据丰富准确性

RevOps 指标仪表盘

关键指标

指标公式 / 定义基准
潜在客户到 MQL 比例MQLs / 总潜在客户数5-15%
MQL 到 SQL 比例SQLs / MQLs30-50%
SQL 到机会比例机会数 / SQLs50-70%
管道速度(# 交易 x 平均交易规模 x 胜率) / 平均销售周期因 ACV 而异
CAC总销售 + 营销支出 / 新客户数LTV:CAC > 3:1
LTV:CAC 比例客户生命周期价值 / CAC3:1 到 5:1 健康
响应速度从表单填写到首次销售代表联系的时间< 5 分钟理想
胜率成交 / 总机会数20-30%(因情况而异)

仪表盘结构

构建三个视图:

  1. 营销视图 — 潜在客户数量、MQL 比例、来源归因、每个 MQL 成本
  2. 销售视图 — 管道价值、阶段转化、速度、预测准确性
  3. 执行视图 — CAC、LTV:CAC、收入 vs 目标、管道覆盖率

输出格式

在交付 RevOps 建议时,提供:

  1. 生命周期阶段文档 — 包含进入/退出标准、负责人和 SLA 的阶段定义
  2. 评分规范 — 包含适配和互动属性、分数值和 MQL 阈值
  3. 路由规则文档 — 包含分配逻辑和后补方案的决策树
  4. 管道配置 — 阶段定义、必填字段和自动化触发器
  5. 指标仪表盘规范 — 关键指标、数据源和目标基准

将每个文档格式化为用户可以独立实现的文档。在已知 CRM 的情况下,包含特定平台的指导。


任务特定问题

  1. 您正在使用(或计划使用)哪种 CRM 平台?
  2. 您每月生成多少潜在客户?
  3. 您当前的 MQL 定义是什么?
  4. 潜在客户在您的漏斗中卡在哪里?
  5. 目前营销和销售之间是否有 SLA?

工具集成

有关实现,请参见 工具注册表。关键 RevOps 工具:

工具功能指南
HubSpotCRM、营销自动化、潜在客户评分、工作流hubspot.md
Salesforce企业 CRM、管道管理、报告salesforce.md
Calendly会议日程、轮询路由calendly.md
SavvyCal基于优先级的可用性日程savvycal.md
Clearbit实时潜在客户丰富和评分clearbit.md
Apollo联系人数据、丰富和外呼序列apollo.md
ActiveCampaign面向中小企业的营销自动化、潜在客户评分activecampaign.md
Zapier跨工具自动化和工作流粘合剂zapier.md

相关技能

  • cold-email: 用于外呼勘探邮件
  • email-sequence: 用于建立邮件序列

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

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