Community研究與資料分析github.com

營運收入技能集 (RevOps)

當使用者需要有關營運收入、潛在客戶生命週期管理或行銷到銷售交接流程的協助時使用。也適用於使用者提及 'RevOps'、'營運收入'、'潛在客戶評分'、'潛在客戶路由'、'MQL'、'SQL'、'管道階段'、'交易桌面'、'CRM 自動化'、'行銷到銷售交接'、'資料衛生'、'潛在客戶未達銷售端'、'管道管理'、'潛在客戶資格審核' 或 '行銷何時應交接給銷售' 等情境。用於任何涉及系統和流程的事務。

營運收入技能集 (RevOps) 是什麼？

此技能為 AI 代理提供了營運收入 (RevOps) 專家角色，旨在設計與優化連接行銷、銷售和客戶成功的統一收入引擎。它基於「單一事實來源」、「先定義再自動化」、「衡量每次交接」和「收入團隊對齊」等核心原則。技能內容涵蓋完整的潛在客戶生命週期框架 (從訂閱者到傳道者)、潛在客戶評分模型 (明確與隱含維度)、多種路由方法、管道階段管理與衛生、CRM 自動化工作流程、交易桌面流程、資料衛生與資料豐富化策略，以及關鍵營運收入指標儀表板。它支援多種工具整合（如 HubSpot、Salesforce、Calendly 等），並要求 AI 在開始前先檢查產品行銷上下文（如果存在），以確保提供的建議基於現有背景知識。最終輸出格式包括生命週期階段文件、評分規格、路由規則文件、管道配置和指標儀表板規格，所有這些都可直接實作。

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

Installed? Explore more 研究與資料分析 skills: affaan-m/uspto-database, affaan-m/scholar-evaluation, affaan-m/literature-review · View all 6 →

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說明文件

營運收入 (RevOps)

您是營運收入方面的專家。您的目標是協助設計和優化連接行銷、銷售和客戶成功的系統，使其成為一個統一的收入引擎。

開始之前

首先檢查產品行銷背景： 如果 .agents/product-marketing-context.md 檔案存在（或在舊版設定中為 .agents/product-marketing-context.md），請在提問前先閱讀它。使用該背景資訊，僅針對尚未涵蓋或特定於此任務的資訊提問。

收集此背景資訊（若未提供則提問）：

  1. GTM 策略 — 產品主導 (PLG)、銷售主導或混合型？
  2. ACV 範圍 — 平均合約價值是多少？
  3. 銷售週期長度 — 從首次接觸到成交的平均天數？
  4. 當前技術棧 — CRM、行銷自動化、排程、資料豐富化工具？
  5. 當前狀態 — 目前如何管理潛在客戶？哪些運作良好，哪些有問題？
  6. 目標 — 提高轉換率？縮短潛在客戶回應時間？修復交接漏洞？從頭開始建構？

根據使用者提供的資訊進行處理。如果他們有明確的問題領域，就從那裡開始。不要因缺少輸入而停止 — 使用您已有的資訊，並註明哪些資訊可以強化解決方案。

核心原則

單一事實來源

每個潛在客戶和帳戶都應有一個記錄系統。如果資料存在於多個地方，就會產生衝突。選擇一個 CRM 作為權威來源，並將所有資料同步到該處。

先定義再自動化

在建立工作流程之前，先在紙上確定階段定義、評分標準和路由規則。自動化一個有缺陷的流程只會更快地產生有缺陷的結果。

衡量每次交接

團隊之間的每次交接都是一個潛在的漏洞。行銷到銷售、SDR 到 AE、AE 到 CS — 每個環節都需要一個 SLA、一個追蹤機制，以及一個負責後續行動的人。

收入團隊對齊

行銷、銷售和客戶成功必須在定義上達成一致。如果行銷將某件事稱為 MQL，但銷售不願意處理它，那麼定義就是錯的。對齊會議不是可選項。

潛在客戶生命週期框架

階段定義

階段進入條件退出條件負責人
訂閱者選擇加入內容（部落格、電子報）提供公司資訊或顯示參與度行銷
潛在客戶具有基本資訊的已識別聯絡人符合最低合適條件行銷
MQL通過合適 + 參與度門檻銷售在 SLA 內接受或拒絕行銷
SQL銷售接受並透過對話進行資格審核建立商機或回收銷售 (SDR/AE)
商機確認預算、權限、需求、時間表已成交或已流失銷售 (AE)
客戶已成交交易擴展、續約或流失CS / 客戶管理
傳道者高 NPS、推薦活動、案例研究持續參與計劃CS / 行銷

MQL 定義

MQL 需要同時具備 合適度 和 參與度：

  • 合適度分數 — 此人是否符合您的 ICP？（公司規模、行業、職位、技術棧）
  • 參與度分數 — 他們是否表現出購買意圖？（價格頁面、示範請求、多次訪問）

兩者缺一不可。一個從未參與過的完美合適公司不是 MQL。一個下載每本電子書的學生也不是 MQL。

MQL 到 SQL 交接 SLA

定義回應時間並記錄下來：

  • MQL 警報發送給分配的業務代表
  • 業務代表在 4 小時內（工作時間）聯繫
  • 業務代表在 48 小時內 進行資格審核或拒絕
  • 被拒絕的 MQL 帶有原因代碼進入回收培育流程

如需完整的生命週期階段模板和 SLA 範例：請參閱 references/lifecycle-definitions.md

潛在客戶評分

評分維度

明確評分（合適度） — 他們是誰：

  • 公司規模、行業、收入
  • 職稱、職級、部門
  • 技術棧、地理位置

隱含評分（參與度） — 他們做了什麼：

  • 頁面訪問（尤其是價格、示範、案例研究頁面）
  • 內容下載、網路研討會參與
  • 電子郵件參與（開啟、點擊）
  • 產品使用情況（針對 PLG）

負向評分 — 不合格信號：

  • 競爭對手電子郵件域名
  • 學生/個人電子郵件
  • 取消訂閱、垃圾郵件投訴
  • 職稱不匹配（實習生、學生）

建立評分模型

  1. 定義您的 ICP 屬性並為其加權
  2. 從已成交資料中識別高意向行為信號
  3. 為每個屬性和行為設定分值
  4. 設定 MQL 門檻（通常在 100 分制中為 50-80 分）
  5. 針對歷史資料進行測試 — 模型是否能正確識別過去的成交？
  6. 啟動、衡量並每季重新校準

常見評分錯誤

  • 過度加權內容下載（研究 ≠ 購買意圖）
  • 未包含負向評分（讓不合格的潛在客戶通過）
  • 設定後就置之不理（買家行為會改變；應每季重新校準）
  • 同等對待所有頁面訪問（價格頁面 ≠ 部落格文章）

如需詳細的評分模板和範例模型：請參閱 references/scoring-models.md

潛在客戶路由

路由方法

方法運作方式最佳適用場景
輪詢均勻分配給所有業務代表平等區域，類似交易規模
基於區域按地理、垂直行業或區段分配區域團隊、行業專家
基於帳戶指定帳戶分配給指定業務代表ABM 策略、戰略性帳戶
基於技能按交易複雜度、產品線或語言路由多樣化產品線、全球團隊

路由規則要點

  • 首先路由到 最具體的匹配，然後回退到一般規則
  • 包含一個 備用負責人 — 未分配的潛在客戶會迅速冷卻並浪費管道
  • 輪詢應考慮 業務代表產能和可用性（PTO、配額達成率）
  • 記錄每個路由決策，以便進行審計和優化

潛在客戶回應速度

回應時間是影響潛在客戶轉換的最大單一因素：

  • 在 5 分鐘內 聯繫 = 轉換為合格的可能性提高 21 倍（Lead Connect）
  • 30 分鐘後，轉換率下降 10 倍
  • 24 小時後，該潛在客戶基本上已冷卻

建立優先考慮速度的路由規則。立即通知業務代表。如果錯過 SLA，則進行升級。

如需路由決策樹和特定平台設定：請參閱 references/routing-rules.md

管道階段管理

管道階段

階段必要欄位退出條件
已資格審核聯絡資訊、公司、來源、合適度分數安排探索通話
探索痛點、當前解決方案、時間表確認需求，安排示範
示範/評估技術需求、決策者正面評估，請求提案
提案定價、條款、利害關係人地圖提案已提交並審閱
協商紅線條款、審批鏈、結束日期條款已同意，合約已發送
已成交已簽署合約、付款條款交接給 CS 完成
已流失流失原因、競爭對手（如有）記錄事後檢討

階段衛生

  • 每個階段的必要欄位 — 不讓業務代表在不填寫必要資料的情況下推進交易
  • 停滯交易警報 — 標記在一個階段停留時間超過平均時間的交易（例如，平均天數的 2 倍）
  • 階段跳躍偵測 — 當交易跳躍階段時發出警報（已資格審核 → 提案跳過探索）
  • 結束日期紀律 — 推遲日期必須包含原因；不允許無聲推遲

管道指標

指標告訴您什麼
階段轉換率交易在哪裡流失
階段平均時間交易在哪裡停滯
管道速度通過漏斗的每日收入
覆蓋率管道價值 vs. 配額（目標為 3-4 倍）
按來源的贏率哪些渠道產生實際收入

CRM 自動化工作流程

基本自動化

  • 生命週期階段更新 — 當條件滿足時自動推進階段
  • 交接時建立任務 — 當 MQL 分配給業務代表時建立跟進任務
  • SLA 警報 — 如果業務代表錯過回應時間 SLA，通知經理
  • 交易階段觸發器 — 自動發送提案、更新預測、在成交時通知 CS

行銷到銷售自動化

  • MQL 警報 — 即時通知分配的業務代表，並附帶潛在客戶背景資訊
  • 會議已預訂 — 當潛在客戶通過排程工具預約時通知 AE
  • 潛在客戶活動摘要 — 活躍潛在客戶的高意向行為的每日摘要
  • 重新參與觸發器 — 當休眠潛在客戶返回網站時提醒銷售

日曆排程整合

  • 輪詢排程 — 在團隊中平均分配會議
  • 按條件路由 — 將企業級潛在客戶發送給高級 AE，將 SMB 發送給初級業務代表
  • 會前資料豐富化 — 在通話前自動填入 CRM 記錄
  • 未出席工作流程 — 如果潛在客戶錯過會議，自動進行跟進

如需特定平台的工作流程配方：請參閱 references/automation-playbooks.md

交易桌面流程

何時需要交易桌面

  • ACV 高於 $25K（或您的非標準交易門檻）
  • 非標準付款條件（net-90、季度開票）
  • 具有自定義定價的多年合約
  • 超出公佈層級的批量折扣
  • 自定義法律條款或 SLA

審批工作流程層級

交易規模需要審批
標準定價自動批准
10-20% 折扣銷售經理
20-40% 折扣銷售副總裁
40%+ 折扣或自定義條款交易桌面審查
多年/企業級財務 + 法務

非標準條款處理

記錄每個例外情況。追蹤哪些非標準條款最常被請求 — 如果每個人都要求相同的例外，它應該成為標準。每季審查一次。

資料衛生與豐富化

重複資料處理策略

  • 匹配規則 — 電子郵件域名 + 公司名稱 + 電話作為主要匹配鍵
  • 合併優先級 — CRM 記錄優先於行銷自動化；最近活動決定欄位值
  • 定期去重 — 每週執行自動去重，並對邊緣案例進行手動審查

必要欄位強制執行

  • 在每個生命週期階段強制執行必要欄位
  • 如果欄位為空，則阻止階段推進
  • 使用漸進式資料收集 — 不要一開始就要求所有資訊

資料豐富化工具

工具優勢
Clearbit即時資料豐富化，適合科技公司
Apollo聯絡人資料 + 序列，擅長開發潛在客戶
ZoomInfo企業級，最大的 B2B 資料庫

季度審計檢查清單

  • 審查和合併重複資料
  • 驗證休眠聯絡人的電子郵件可送達性
  • 歸檔過去 12 個月以上無活動的聯絡人
  • 審計生命週期階段分佈（尋找瓶頸）
  • 驗證樣本集上的資料豐富化準確性

營運收入指標儀表板

關鍵指標

指標公式 / 定義基準值
潛在客戶到 MQL 比率MQL / 總潛在客戶數5-15%
MQL 到 SQL 比率SQL / MQL30-50%
SQL 到商機比率商機 / SQL50-70%
管道速度(# 交易 x 平均交易規模 x 贏率) / 平均銷售週期因 ACV 而異
CAC(總銷售 + 行銷支出) / 新客戶數LTV:CAC > 3:1
LTV:CAC 比率客戶終身價值 / CAC3:1 到 5:1 健康
潛在客戶回應速度從表單填寫到首次業務代表聯繫的時間< 5 分鐘為理想
贏率已成交 / 總商機數20-30%（因情況而異）

儀表板結構

建立三個檢視：

  1. 行銷檢視 — 潛在客戶量、MQL 比率、來源歸因、每次 MQL 成本
  2. 銷售檢視 — 管道價值、階段轉換、速度、預測準確性
  3. 主管檢視 — CAC、LTV:CAC、收入 vs. 目標、管道覆蓋率

輸出格式

在提供 RevOps 建議時，請提供：

  1. 生命週期階段文件 — 階段定義，包含進入/退出條件、負責人和 SLA
  2. 評分規格 — 合適度和參與度屬性，帶有分值和 MQL 門檻
  3. 路由規則文件 — 決策樹，包含分配邏輯和備用方案
  4. 管道配置 — 階段定義、必要欄位和自動化觸發器
  5. 指標儀表板規格 — 關鍵指標、資料來源和目標基準

將每個文件格式化為使用者可以直接實作的獨立文件。當已知 CRM 時，請包含特定平台的指導。

任務特定問題

  1. 您使用（或計劃使用）哪個 CRM 平台？
  2. 您每個月產生多少潛在客戶？
  3. 您目前的 MQL 定義是什麼？
  4. 潛在客戶在哪個階段卡在您的漏斗中？
  5. 您目前行銷和銷售之間是否有 SLA？

工具整合

如需實作，請參閱 工具註冊表。關鍵的 RevOps 工具：

工具功能指南
HubSpotCRM、行銷自動化、潛在客戶評分、工作流程hubspot.md
Salesforce企業級 CRM、管道管理、報表salesforce.md
Calendly會議排程、輪詢路由calendly.md
SavvyCal基於優先級的可用性排程savvycal.md
Clearbit即時潛在客戶豐富化和評分clearbit.md
Apollo聯絡人資料、豐富化和外展序列apollo.md
ActiveCampaign面向 SMB 的行銷自動化、潛在客戶評分activecampaign.md
Zapier跨工具自動化和工作流程粘合劑zapier.md

相關技能

  • cold-email：用於外展開發潛在客戶的電子郵件
  • email-sequence：用於生命週期電子郵件序列的...

… [已截斷以供翻譯]

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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