From ef8474f0d2c5e2583c9588c59472e3929a6c7fc9 Mon Sep 17 00:00:00 2001 From: weishen Date: Sat, 25 Apr 2026 02:20:58 +0800 Subject: [PATCH] feat: ingest sales-outbound-strategist agent - Source: Agent/agency-agents/sales/sales-outbound-strategist.md - Add wiki/sources/sales-outbound-strategist.md (source page) - Add 4 new concept pages: Signal-Based-Selling-Framework, ICP-Ideal-Customer-Profile, Multi-Channel-Sequence-Architecture, Account-Tiering-Model - Update overview.md: add Sales Outbound Methodology section - Update index.md: add source entry + concept entries - Update existing concepts: Challenger-Sales-Model, Land-and-Expand - Append log.md entry --- wiki/concepts/Account-Tiering-Model.md | 73 +++++++++++++++ wiki/concepts/Challenger-Sales-Model.md | 58 ++++++++++++ wiki/concepts/ICP-Ideal-Customer-Profile.md | 60 +++++++++++++ wiki/concepts/Land-and-Expand.md | 48 ++++++++++ .../Multi-Channel-Sequence-Architecture.md | 88 +++++++++++++++++++ .../Signal-Based-Selling-Framework.md | 49 +++++++++++ wiki/index.md | 45 ++++++++-- wiki/log.md | 86 ++++++++++++++++-- wiki/overview.md | 30 ++++++- wiki/sources/sales-outbound-strategist.md | 50 +++++++++++ 10 files changed, 571 insertions(+), 16 deletions(-) create mode 100644 wiki/concepts/Account-Tiering-Model.md create mode 100644 wiki/concepts/Challenger-Sales-Model.md create mode 100644 wiki/concepts/ICP-Ideal-Customer-Profile.md create mode 100644 wiki/concepts/Land-and-Expand.md create mode 100644 wiki/concepts/Multi-Channel-Sequence-Architecture.md create mode 100644 wiki/concepts/Signal-Based-Selling-Framework.md create mode 100644 wiki/sources/sales-outbound-strategist.md diff --git a/wiki/concepts/Account-Tiering-Model.md b/wiki/concepts/Account-Tiering-Model.md new file mode 100644 index 00000000..edbecb70 --- /dev/null +++ b/wiki/concepts/Account-Tiering-Model.md @@ -0,0 +1,73 @@ +--- +title: "Account Tiering Model" +type: concept +tags: [sales, outbound, account-based] +sources: [sales-outbound-strategist] +last_updated: 2026-04-25 +--- + +## Definition + +三层账户分级模型——根据 ICP 匹配度和战略价值将目标账户分为三个层级,每个层级采用不同的出站深度和个性化程度。 + +## Three Tiers + +### Tier 1: Top 50-100 Accounts — Deep, Multi-Threaded, Highly Personalized + +**目标**:最高价值账户的深度渗透 + +**策略**: +- 全账户研究:10-K/年报、财报电话会议、战略举措 +- 多线程渗透:每账户 3-5 个联系人(经济决策者/Champion/影响者/终端用户/教练) +- 每个 persona 定制消息,引用账户特定举措 +- 整合触达:直邮、热情引荐、活动触达 +- 专属销售拥有权,每周账户策略审查 + +### Tier 2: Next 200-500 Accounts — Semi-Personalized Sequences + +**目标**:规模化与个性化的平衡 + +**策略**: +- 行业特定消息 + 开场白账户级个性化 +- 每账户 2-3 个联系人(主要买家 + 一位额外利益相关者) +- 信号触发的序列注册 + persona 匹配消息 +- 季度重新评估:根据互动情况晋升 Tier 1 或降级 Tier 3 + +### Tier 3: Remaining ICP-fit — Automated with Light Personalization + +**目标**:最大化 ICP 覆盖率 + +**策略**: +- 行业和角色级别序列 + 动态个性化 token +- 每账户单一主要联系人 +- **仅信号触发注册**——无手动出站 +- 自动互动评分以识别晋升账户 + +## Tiering Criteria + +| Criteria | Tier 1 | Tier 2 | Tier 3 | +|----------|--------|--------|--------| +| ACV 预期 | 最高 | 中 | 低-中 | +| 战略契合度 | 完全匹配 | 高匹配 | 基本匹配 | +| 联系人数量 | 3-5 | 2-3 | 1 | +| 消息定制 | 完全定制 | 行业+账户 | 行业+角色 | +| 手动出站 | ✅ | ✅ | ❌ | +| 评估频率 | 每周 | 每月 | 每季度 | + +## Tiering Dynamics + +- Tier 1 和 Tier 2 是**手动管理**的 +- Tier 3 账户通过**自动化**运营 +- Tier 3 中互动达到阈值的账户自动**晋升**到 Tier 2 +- Tier 2 中持续无互动的账户降级到 Tier 3 + +## Key Metric: Pipeline per Rep + +Tier 1 账户需要更多销售时间,但产生更高 ACV。销售需要深度拥有 50-80 个账户(Tier 1 + Tier 2),而非浅层拥有 500 个账户。 + +## Connections + +- [[sales-outbound-strategist]] — 账户分级模型来源 +- [[ICP (Ideal Customer Profile)]] — 分级依据的匹配度判断 +- [[Signal-Based Selling Framework]] — 账户触发的信号来源 +- [[Multi-Channel Sequence Architecture]] — 不同层级对应不同序列深度 diff --git a/wiki/concepts/Challenger-Sales-Model.md b/wiki/concepts/Challenger-Sales-Model.md new file mode 100644 index 00000000..96d3fef8 --- /dev/null +++ b/wiki/concepts/Challenger-Sales-Model.md @@ -0,0 +1,58 @@ +--- +title: "Challenger Sales Model" +type: concept +tags: ["sales", "methodology", "coaching"] +sources: ["sales-coach", "sales-deal-strategist", "sales-outbound-strategist"] +last_updated: 2026-04-25 +--- + +## Definition + +Challenger Sales Model 是由 CEB(现 Gartner)开发的高绩效销售方法论,核心洞察是:**最优秀的销售代表通过商业洞察重新构建买家的思考方式**,而不是简单回应买家的已知需求。 + +## Core Principle + +**"Teach, Tailor, Take Control"** + +- **Teach for differentiation**: 通过独特的商业洞察引发买家对问题的重新思考 +- **Tailor for value**: 根据买家的具体情境定制信息 +- **Take Control of the sale**: 主动控制销售节奏和对话方向 + +## vs Traditional Selling + +| 传统销售 | Challenger 销售 | +|---------|----------------| +| 倾听买家需求 | **重构**买家对问题的理解 | +| 以产品功能回应 | 以商业洞察引领 | +| 被动跟随买家节奏 | 主动控制销售过程 | +| 提供解决方案 | 创造新的思考框架 | + +## Application in Sales Coaching + +[[sales-coach]] 使用 Challenger 模型作为辅导工具: + +- 教导销售代表"以商业洞察引领对话",而非"回应已知需求" +- 核心辅导问题:"你能提供什么买家还不知道的洞察?" +- 区分"响应式销售"(买家的思路)和"重构式销售"(改变买家的思路) + +## Key Insight + +买家通常在接触销售之前已经对解决方案有了初步想法。Challenger 销售不是否定买家的想法,而是在买家思考的基础上添加新的维度,让他们以不同的方式看待自己的业务。 + +## Deal-Level Application([[sales-deal-strategist]]) + +[[sales-deal-strategist]] 将 Challenger 框架延伸为 **Commercial Teaching(商业教学)六步序列**: + +1. **The Warmer**:展示对买方世界的理解,引用行业通用挑战作为信号 +2. **The Reframe**:引入挑战买方当前假设的洞察,"大多数公司用X方式处理这个问题,但数据显示为什么规模化后会失败" +3. **Rational Drowning**:量化现状成本,堆叠证据直到当前方法变得不可持续 +4. **Emotional Impact**:让痛点个人化。谁每天承受这个痛苦?如果这事没解决,VP 的数字会怎样? +5. **A New Way**:提出替代方法——还不是产品,而是方法论 +6. **Your Solution**:此时才连接到产品。"产品"应感觉像是必然结论而非销售话术 + +核心原则:**永远先重构理解,再展示方案**;决策在理性层面被论证,在感性层面被做出。 + +## Connections +- [[sales-coach]] ← uses ← [[Challenger Sales Model]] +- [[sales-deal-strategist]] ← uses ← [[Challenger Sales Model]](Commercial Teaching 六步序列) +- [[MEDDPICC]] ← often used alongside ← [[Challenger Sales Model]] diff --git a/wiki/concepts/ICP-Ideal-Customer-Profile.md b/wiki/concepts/ICP-Ideal-Customer-Profile.md new file mode 100644 index 00000000..8a7cf584 --- /dev/null +++ b/wiki/concepts/ICP-Ideal-Customer-Profile.md @@ -0,0 +1,60 @@ +--- +title: "ICP (Ideal Customer Profile)" +type: concept +tags: [sales, outbound, targeting] +sources: [sales-outbound-strategist] +last_updated: 2026-04-25 +--- + +## Definition + +ICP 是可证伪的理想客户画像——一个能够**明确排除**不符合条件的公司的定义,而非泛泛的目标市场总地址(TAM)。 + +> "如果你的 ICP 不能排除任何公司,它就不是 ICP,而是 TAM 幻灯片。" + +## ICP 三层结构 + +### 1. Firmographic Filters(公司特征) +``` +- 行业垂直(2-4 个具体行业,而非"企业") +- 收入范围或员工规模区间 +- 地理区域(如与 go-to-market 相关) +- 技术栈要求(他们必须已经使用什么?) +``` + +### 2. Behavioral Qualifiers(行为限定) +``` +- 什么业务事件使他们成为"现在的买家"? +- 你的产品解决的痛点是什么,他们无法忽视? +- 组织内部谁最强烈地感受这个痛点? +- 他们当前的替代方案是什么? +``` + +### 3. Disqualifiers(排除条件)——同等重要 +``` +- 什么样的账户看起来很好但永远不会成交? +- 哪些行业或细分市场你的赢率低于 15%? +- 哪些公司阶段你的产品还为时过早或过于复杂? +``` + +## Why Disqualifiers Matter + +大多数销售团队只定义"谁是我的目标",但: +- 错误客户消耗最多资源 +- 错误客户有最低赢率和最高流失率 +- 明确的排除条件节省销售时间用于正确客户 + +## ICP vs TAM + +| | ICP | TAM | +|--|-----|-----| +| 目的 | 指导销售执行和资源配置 | 投资者/管理层展示市场规模 | +| 可证伪性 | ✅ 必须能排除公司 | ❌ 通常是"越大越好" | +| 销售使用 | 日常决策(路由、优先排序) | 年度汇报 | + +## Connections + +- [[sales-outbound-strategist]] — ICP 框架来源 +- [[Signal-Based Selling Framework]] — ICP 定义触发信号路由 +- [[Account Tiering Model]] — ICP 匹配决定账户层级 +- [[Land-and-Expand]] — ICP 内现有客户的扩张策略 diff --git a/wiki/concepts/Land-and-Expand.md b/wiki/concepts/Land-and-Expand.md new file mode 100644 index 00000000..763004d7 --- /dev/null +++ b/wiki/concepts/Land-and-Expand.md @@ -0,0 +1,48 @@ +--- +title: "Land-and-Expand" +type: concept +tags: [] +sources: [sales-account-strategist, sales-outbound-strategist] +last_updated: 2026-04-25 +--- + +## Definition + +Land-and-Expand 是一种 SaaS/企业软件公司的核心增长策略,指在赢得初始合同(land deal)后,通过系统性方法将单点解决方案逐步扩展为企业级平台关系,最大化每个客户账户的收入潜力。 + +## Core Principles + +### The Land Phase +- 以低风险切入点进入客户组织——通常是一个部门、一个用例或一个产品模块 +- 目标是建立可衡量的成功证据(ROI 数据、用户数、效率提升) +- 目标是培养至少一个内部冠军(champion)来推动内部推广 + +### The Expand Phase +- 基于已验证的成功,向相邻用例、额外用户、新产品模块扩展 +- 时机信号:容量使用率 >80%、特征采纳速度加快、部门级使用不对称 +- 永远在客户成功之后才推扩张——在尚未成功的账户上销售更多会加速流失 + +## Key Metrics + +| Metric | Description | Target | +|--------|-------------|--------| +| NRR (Net Revenue Retention) | 扩张收入 - 流失收入 - 收缩收入 | >100%,优秀 >120% | +| Expansion Ratio | 扩张收入 / 总 ARR | >1.2x | +| Time to Expand | 首次成交到首次扩张的时间 | <12 个月 | +| Land Deal Size | 初始合同规模 | 因细分市场而异 | + +## Signals for Expansion + +每个扩张信号必须同时具备三个维度: +1. **信号(Signal)**:使用率上升、用户增长、特征采纳 +2. **情境(Context)**:为什么发生?业务背景是什么? +3. **时机(Timing)**:为什么是现在?客户即将做出什么决策? +4. **利益相关者对齐(Stakeholder Alignment)**:谁关心这个机会? + +**没有同时满足四个维度的,只能算"观察",不是"机会"。** + +## Connection +- [[Net Revenue Retention (NRR)]] — Land-and-Expand 的终极目标是最大化 NRR +- [[Account Strategist Agent]] — 执行 Land-and-Expand 的核心角色 +- [[sales-account-strategist]] +- [[Churn Prevention Playbook]] — Land-and-Expand 的对立面是流失,两者都需要积极管理 diff --git a/wiki/concepts/Multi-Channel-Sequence-Architecture.md b/wiki/concepts/Multi-Channel-Sequence-Architecture.md new file mode 100644 index 00000000..e470bacd --- /dev/null +++ b/wiki/concepts/Multi-Channel-Sequence-Architecture.md @@ -0,0 +1,88 @@ +--- +title: "Multi-Channel Sequence Architecture" +type: concept +tags: [sales, outbound, engagement] +sources: [sales-outbound-strategist] +last_updated: 2026-04-25 +--- + +## Definition + +多渠道触达序列架构——在 3-4 周内通过 8-12 次触点跨越多个渠道(Email/LinkedIn/Phone/Video)的出站序列,每次触达必须提供新的价值角度。 + +> "Each touch must add a new value angle. Repeating the same ask with different words is not a sequence — it is nagging." + +## Core Architecture + +**结构:8-12 次触点 / 3-4 周 / 多渠道变化** + +每次触点必须: +1. 使用不同渠道 +2. 提供新的信息角度 +3. 包含一个软性 CTA(永远不重复同样诉求) + +## Channel Selection by Persona + +| Persona | Primary | Secondary | Tertiary | +|---------|---------|-----------|----------| +| C-Suite | LinkedIn InMail | Warm intro/referral | Short direct email | +| VP-level | Email | LinkedIn | Phone | +| Director | Email | Phone | LinkedIn | +| Manager/IC | Email | LinkedIn | Video (Loom) | +| Technical buyers | Email (technical content) | Community/Slack | LinkedIn | + +## Reference Sequence Template (10 Touches) + +``` +Touch 1 (Day 1, Email): Signal-based opening + specific value prop + soft CTA +Touch 2 (Day 3, LinkedIn): Connection request with personalized note (no pitch) +Touch 3 (Day 5, Email): Share relevant insight/data point tied to their situation +Touch 4 (Day 8, Phone): Call with voicemail drop referencing email thread +Touch 5 (Day 10, LinkedIn): Engage with their content or share relevant content +Touch 6 (Day 14, Email): Case study from similar company/situation + clear CTA +Touch 7 (Day 17, Video): 60-second personalized Loom showing something specific to them +Touch 8 (Day 21, Email): New angle — different pain point or stakeholder perspective +Touch 9 (Day 24, Phone): Final call attempt +Touch 10 (Day 28, Email): Breakup email — honest, brief, leave the door open +``` + +## Cold Email Anatomy + +### Subject Line +- 3-5 words, lowercase, looks like internal email +- Reference signal or specificity: "re: the new data team" +- Never clickbait, never ALL CAPS, never emoji + +### Opening Line (Signal-Based) +``` +Bad: "I hope this email finds you well." +Bad: "I'm reaching out because [company] helps companies like yours..." +Good: "Saw you just hired 4 data engineers — scaling the analytics team + usually means the current tooling is hitting its ceiling." +``` + +### Value Proposition +- One sentence connecting their situation to an outcome they care about +- Use their vocabulary, not your marketing copy +- Specificity beats cleverness: numbers, timeframes, concrete outcomes + +### CTA (Single, Clear, Low Friction) +``` +Bad: "Would love to set up a 30-minute call to walk you through a demo" +Good: "Worth a 15-minute conversation to see if this applies to your team?" +Good: "Open to hearing how [similar company] handled this?" +``` + +## Rules of Sequence Design + +1. **Never send without a reason the buyer should care right now** +2. **If you cannot articulate why you are contacting this specific person at this specific company at this specific moment, you are not ready to send** +3. **Do not automate what should be personal, and do not personalize what should be automated** +4. **Test one variable at a time** — changing subject + opening + CTA simultaneously learns nothing +5. **Document what works** — a playbook that lives in one rep's head is not a playbook + +## Connections + +- [[sales-outbound-strategist]] — 序列架构来源 +- [[Signal-Based Selling Framework]] — 序列触发信号来源 +- [[Account Tiering Model]] — 不同层级账户的序列定制程度不同 diff --git a/wiki/concepts/Signal-Based-Selling-Framework.md b/wiki/concepts/Signal-Based-Selling-Framework.md new file mode 100644 index 00000000..e2857edf --- /dev/null +++ b/wiki/concepts/Signal-Based-Selling-Framework.md @@ -0,0 +1,49 @@ +--- +title: "Signal-Based Selling Framework" +type: concept +tags: [sales, outbound, intent-data] +sources: [sales-outbound-strategist] +last_updated: 2026-04-25 +--- + +## Definition + +信号驱动型销售框架——出站销售由买家行为信号触发,而非销售配额或时间表驱动。相比无触发的批量冷出站,信号驱动的出站转化率高出 **4-8 倍**。 + +## Core Principle + +> "Outreach should be triggered by evidence, not quotas." + +出站序列应在买家信号最强烈的时刻启动,而非按照固定日历或活动目标。 + +## Signal Tiers + +| Tier | Type | Intent Strength | Examples | +|------|------|----------------|----------| +| **Tier 1** | Active Buying Signals | 最高 | G2/定价页访问、竞品对比搜索、RFP公告、招聘特定技术 | +| **Tier 2** | Organizational Change | 高 | 领导层变动、融资事件(B轮+增长目标)、部门招聘激增、M&A活动 | +| **Tier 3** | Technographic & Behavioral | 中 | 技术栈变化、会议出席/演讲、内容下载/网络研讨会参与、竞品合同续约时间 | + +## Speed-to-Signal + +信号半衰期极短: +- **< 30 分钟**:信号新鲜,必须立即路由到正确销售 +- **24 小时后**:信号失效 +- **72 小时后**:竞争对手已成交 + +路由规则必须匹配信号类型 → 销售专业领域 → 区域,不允许信号在共享队列中等待。 + +## Reply Rate Benchmarks + +| Outreach Type | Reply Rate | +|---------------|-----------| +| 泛化型(无定向) | 1-3% | +| 角色/行业定制 | 5-8% | +| **信号驱动 + 账户研究** | **12-25%** | +| 推荐/引入型 | 30-50% | + +## Connections + +- [[sales-outbound-strategist]] — 框架来源 +- [[ICP (Ideal Customer Profile)]] — 信号触发的目标定义 +- [[Account Tiering Model]] — 信号的接收方账户分层处理 diff --git a/wiki/index.md b/wiki/index.md index 4facec2e..ab77a4eb 100644 --- a/wiki/index.md +++ b/wiki/index.md @@ -4,6 +4,15 @@ - [Overview](overview.md) — living synthesis ## Sources +- [2026-04-25] [Outbound Strategist Agent](sources/sales-outbound-strategist.md) +- [2026-04-24] [Deal Strategist Agent](sources/sales-deal-strategist.md) +- [2026-04-24] [Account Strategist Agent](sources/sales-account-strategist.md) +- [2026-04-24] [Sales Proposal Strategist](sources/sales-proposal-strategist.md) +- [2026-04-24] [Sales Coach Agent](sources/sales-coach.md) +- [2026-04-24] [Discovery Coach Agent](sources/sales-discovery-coach.md) +- [2026-04-24] [Paid Media Tracking & Measurement Specialist Agent](sources/paid-media-tracking-specialist.md) +- [2026-04-24] [Paid Media Ad Creative Strategist Agent](sources/paid-media-creative-strategist.md) +- [2026-04-24] [Paid Social Strategist](sources/paid-media-paid-social-strategist.md) - [2026-04-24] [Paid Media Search Query Analyst Agent](sources/paid-media-search-query-analyst.md) - [2026-04-24] [Paid Media Auditor Agent](sources/paid-media-auditor.md) - [2026-04-24] [Paid Media PPC Campaign Strategist Agent](sources/paid-media-ppc-strategist.md) @@ -379,7 +388,6 @@ - [2026-04-20] [corporate-training-designer](sources/corporate-training-designer.md) — (expected: wiki/sources/corporate-training-designer.md — source missing) - [2026-04-20] [specialized-civil-engineer](sources/specialized-civil-engineer.md) — (expected: wiki/sources/specialized-civil-engineer.md — source missing) - [2026-04-20] [project-management-experiment-tracker](sources/project-management-experiment-tracker.md) — (expected: wiki/sources/project-management-experiment-tracker.md — source missing) -- [2026-04-20] [paid-media-paid-social-strategist](sources/paid-media-paid-social-strategist.md) — (expected: wiki/sources/paid-media-paid-social-strategist.md — source missing) - [2026-04-20] [automation-governance-architect](sources/automation-governance-architect.md) — (expected: wiki/sources/automation-governance-architect.md — source missing) - [2026-04-20] [project-manager-senior](sources/project-manager-senior.md) — (expected: wiki/sources/project-manager-senior.md — source missing) - [2026-04-20] [project-management-jira-workflow-steward](sources/project-management-jira-workflow-steward.md) — (expected: wiki/sources/project-management-jira-workflow-steward.md — source missing) @@ -395,20 +403,13 @@ - [2026-04-20] [specialized-model-qa](sources/specialized-model-qa.md) — (expected: wiki/sources/specialized-model-qa.md — source missing) - [2026-04-20] [sales-pipeline-analyst](sources/sales-pipeline-analyst.md) — (expected: wiki/sources/sales-pipeline-analyst.md — source missing) - [2026-04-20] [sales-outbound-strategist](sources/sales-outbound-strategist.md) — (expected: wiki/sources/sales-outbound-strategist.md — source missing) -- [2026-04-20] [sales-deal-strategist](sources/sales-deal-strategist.md) — (expected: wiki/sources/sales-deal-strategist.md — source missing) - [2026-04-20] [specialized-cultural-intelligence-strategist](sources/specialized-cultural-intelligence-strategist.md) — (expected: wiki/sources/specialized-cultural-intelligence-strategist.md — source missing) -- [2026-04-20] [sales-account-strategist](sources/sales-account-strategist.md) — (expected: wiki/sources/sales-account-strategist.md — source missing) -- [2026-04-20] [sales-proposal-strategist](sources/sales-proposal-strategist.md) — (expected: wiki/sources/sales-proposal-strategist.md — source missing) - [2026-04-20] [healthcare-marketing-compliance](sources/healthcare-marketing-compliance.md) — (expected: wiki/sources/healthcare-marketing-compliance.md — source missing) - [2026-04-20] [llm-wiki](sources/llm-wiki.md) — (expected: wiki/sources/llm-wiki.md — source missing) -- [2026-04-20] [sales-coach](sources/sales-coach.md) — (expected: wiki/sources/sales-coach.md — source missing) - [2026-04-20] [specialized-workflow-architect](sources/specialized-workflow-architect.md) — (expected: wiki/sources/specialized-workflow-architect.md — source missing) -- [2026-04-20] [sales-discovery-coach](sources/sales-discovery-coach.md) — (expected: wiki/sources/sales-discovery-coach.md — source missing) - [2026-04-20] [government-digital-presales-consultant](sources/government-digital-presales-consultant.md) — (expected: wiki/sources/government-digital-presales-consultant.md — source missing) -- [2026-04-20] [paid-media-tracking-specialist](sources/paid-media-tracking-specialist.md) — (expected: wiki/sources/paid-media-tracking-specialist.md — source missing) - [2026-04-20] [agentic-identity-trust](sources/agentic-identity-trust.md) — (expected: wiki/sources/agentic-identity-trust.md — source missing) - [2026-04-20] [specialized-document-generator](sources/specialized-document-generator.md) — (expected: wiki/sources/specialized-document-generator.md — source missing) -- [2026-04-20] [paid-media-creative-strategist](sources/paid-media-creative-strategist.md) — (expected: wiki/sources/paid-media-creative-strategist.md — source missing) - [2026-04-20] [identity-graph-operator](sources/identity-graph-operator.md) — (expected: wiki/sources/identity-graph-operator.md — source missing) - [2026-04-20] [accounts-payable-agent](sources/accounts-payable-agent.md) — (expected: wiki/sources/accounts-payable-agent.md — source missing) - [2026-04-20] [recruitment-specialist](sources/recruitment-specialist.md) — (expected: wiki/sources/recruitment-specialist.md — source missing) @@ -661,6 +662,7 @@ - [LaunchDarkly](entities/LaunchDarkly.md) - [LeonardoDaVinci](entities/LeonardoDaVinci.md) - [Linear](entities/Linear.md) +- [LinkedIn-Campaign-Manager](entities/LinkedIn-Campaign-Manager.md) - [LinuxServer.io](entities/LinuxServer.io.md) - [Mac-Mini-M4](entities/Mac-Mini-M4.md) - [Manus](entities/Manus.md) @@ -670,6 +672,7 @@ - [Mem0](entities/Mem0.md) - [Memsearch](entities/Memsearch.md) - [MerlinClash插件](entities/MerlinClash插件.md) +- [Meta-Ads-Manager](entities/Meta-Ads-Manager.md) - [Micro-Focus](entities/Micro-Focus.md) - [Micro-Focus-IGA](entities/Micro-Focus-IGA.md) - [Microsoft-Planner](entities/Microsoft-Planner.md) @@ -742,6 +745,7 @@ - [Terraform](entities/Terraform.md) - [Terragrunt](entities/Terragrunt.md) - [Tiago-Forte](entities/Tiago-Forte.md) +- [TikTok-Ads](entities/TikTok-Ads.md) - [tini](entities/tini.md) - [Todoist](entities/Todoist.md) - [Trae](entities/Trae.md) @@ -773,10 +777,16 @@ ## Concepts - [14种UML图](concepts/14种UML图.md) - [7种视觉风格系统](concepts/7种视觉风格系统.md) +- [ABTesting](concepts/ABTesting.md) +- [Account-Health-Score](concepts/Account-Health-Score.md) +- [Account-Tiering-Model](concepts/Account-Tiering-Model.md) - [AccountArchitecture](concepts/AccountArchitecture.md) - [ActionItemTracking](concepts/ActionItemTracking.md) - [Active-Accountability](concepts/Active-Accountability.md) - [Adaptive-Tone](concepts/Adaptive-Tone.md) +- [AdExtensions](concepts/AdExtensions.md) +- [AdStrength](concepts/AdStrength.md) +- [Advantage+-Campaigns](concepts/Advantage+-Campaigns.md) - [Adversarial-Debate-Pattern](concepts/Adversarial-Debate-Pattern.md) - [Agent-Build-Gate](concepts/Agent-Build-Gate.md) - [Agent-Design-Principles](concepts/Agent-Design-Principles.md) @@ -842,6 +852,7 @@ - [Centralized-Logging](concepts/Centralized-Logging.md) - [CEOPattern](concepts/CEOPattern.md) - [Chained Agents](concepts/Chained Agents.md) +- [Challenger-Sales-Model](concepts/Challenger-Sales-Model.md) - [Change-Failure-Rate](concepts/Change-Failure-Rate.md) - [Change-Management](concepts/Change-Management.md) - [Channel-Based-Monitoring](concepts/Channel-Based-Monitoring.md) @@ -885,15 +896,18 @@ - [Continuous-Deployment](concepts/Continuous-Deployment.md) - [Continuous-Integration](concepts/Continuous-Integration.md) - [Conversational-Interface](concepts/Conversational-Interface.md) +- [Conversions-API](concepts/Conversions-API.md) - [Cost-Optimization](concepts/Cost-Optimization.md) - [CoworkWorkspace](concepts/CoworkWorkspace.md) - [Coze-Workflow](concepts/Coze-Workflow.md) +- [CreativeFatigue](concepts/CreativeFatigue.md) - [Credential-Isolation](concepts/Credential-Isolation.md) - [Credit-Efficient-Processing](concepts/Credit-Efficient-Processing.md) - [Cron定时任务](concepts/Cron定时任务.md) - [Cross-Account-Monitoring](concepts/Cross-Account-Monitoring.md) - [Cross-account-Terraform-Modules](concepts/Cross-account-Terraform-Modules.md) - [Cumulative-Memory](concepts/Cumulative-Memory.md) +- [Custom-Audience-Engineering](concepts/Custom-Audience-Engineering.md) - [Custom-Instructions](concepts/Custom-Instructions.md) - [Daily-Digest](concepts/Daily-Digest.md) - [DAST](concepts/DAST.md) @@ -957,6 +971,7 @@ - [Fixed-Point-Semantics](concepts/Fixed-Point-Semantics.md) - [Food-Sensitivity-Tracking](concepts/Food-Sensitivity-Tracking.md) - [Full-Draft-Generation](concepts/Full-Draft-Generation.md) +- [Full-Funnel-Campaign-Architecture](concepts/Full-Funnel-Campaign-Architecture.md) - [Gatekeeper](concepts/Gatekeeper.md) - [GDM3](concepts/GDM3.md) - [Generalist](concepts/Generalist.md) @@ -975,6 +990,7 @@ - [Hidden-Failure-Paths](concepts/Hidden-Failure-Paths.md) - [Hierarchy-Agent-Pattern](concepts/Hierarchy-Agent-Pattern.md) - [high-availability](concepts/high-availability.md) +- [HookBodyCTA](concepts/HookBodyCTA.md) - [HouseholdInventoryTracking](concepts/HouseholdInventoryTracking.md) - [HTTPS自动化证书](concepts/HTTPS自动化证书.md) - [Human-Handoff](concepts/Human-Handoff.md) @@ -983,6 +999,7 @@ - [HybridDnsResolution](concepts/HybridDnsResolution.md) - [Hyperautomation](concepts/Hyperautomation.md) - [IAST](concepts/IAST.md) +- [ICP (Ideal Customer Profile)](concepts/ICP-Ideal-Customer-Profile.md) - [Idea-Density](concepts/Idea-Density.md) - [Idea-Museum](concepts/Idea-Museum.md) - [Identity-Governance](concepts/Identity-Governance.md) @@ -992,6 +1009,7 @@ - [Immutable-Root-Filesystem](concepts/Immutable-Root-Filesystem.md) - [Incident-Management](concepts/Incident-Management.md) - [InclusiveVisuals](concepts/InclusiveVisuals.md) +- [Incrementality-Testing](concepts/Incrementality-Testing.md) - [Indexing](concepts/Indexing.md) - [Infrastructure-as-Code](concepts/Infrastructure-as-Code.md) - [Intent-Classification](concepts/Intent-Classification.md) @@ -1008,6 +1026,7 @@ - [Knock-out-Pattern](concepts/Knock-out-Pattern.md) - [Knowledge-Base-RAG](concepts/Knowledge-Base-RAG.md) - [Kubernetes](concepts/Kubernetes.md) +- [Land-and-Expand](concepts/Land-and-Expand.md) - [Landing-Zone-Architecture](concepts/Landing-Zone-Architecture.md) - [LangChain](concepts/LangChain.md) - [Language-Detection](concepts/Language-Detection.md) @@ -1027,9 +1046,12 @@ - [Log-Driven-Debugging](concepts/Log-Driven-Debugging.md) - [Management-Pack](concepts/Management-Pack.md) - [MCPOnceAllAgents](concepts/MCPOnceAllAgents.md) +- [MEDDPICC](concepts/MEDDPICC.md) - [MeetingNotes](concepts/MeetingNotes.md) - [Memory-Backend](concepts/Memory-Backend.md) - [MEMORY.md](concepts/MEMORY.md.md) +- [MessageMatch](concepts/MessageMatch.md) +- [Multi-Channel-Sequence-Architecture](concepts/Multi-Channel-Sequence-Architecture.md) - [Micro-Recovery](concepts/Micro-Recovery.md) - [Model-Context-Protocol](concepts/Model-Context-Protocol.md) - [Model-Fallback](concepts/Model-Fallback.md) @@ -1048,6 +1070,7 @@ - [Multi-Tenancy](concepts/Multi-Tenancy.md) - [nas套件管理](concepts/nas套件管理.md) - [NegativePromptingLibrary](concepts/NegativePromptingLibrary.md) +- [Net-Revenue-Retention](concepts/Net-Revenue-Retention.md) - [NFS网络备份](concepts/NFS网络备份.md) - [Nitro-System](concepts/Nitro-System.md) - [Normal-Change](concepts/Normal-Change.md) @@ -1069,6 +1092,7 @@ - [PerformanceMax](concepts/PerformanceMax.md) - [Personal-CRM](concepts/Personal-CRM.md) - [Personalization](concepts/Personalization.md) +- [PersuasionArchitecture](concepts/PersuasionArchitecture.md) - [Pipeline](concepts/Pipeline.md) - [Pivot-Strategy](concepts/Pivot-Strategy.md) - [Plan-Mode](concepts/Plan-Mode.md) @@ -1108,6 +1132,7 @@ - [RemoteDevelopment](concepts/RemoteDevelopment.md) - [RemoteRescuePattern](concepts/RemoteRescuePattern.md) - [Renovate-Bot](concepts/Renovate-Bot.md) +- [ResponsiveSearchAds](concepts/ResponsiveSearchAds.md) - [Retrieval](concepts/Retrieval.md) - [Reviewer](concepts/Reviewer.md) - [Rightsizing](concepts/Rightsizing.md) @@ -1141,6 +1166,7 @@ - [Self-Interest](concepts/Self-Interest.md) - [Self-Referential-Computation](concepts/Self-Referential-Computation.md) - [Self-Sufficiency](concepts/Self-Sufficiency.md) +- [Signal-Based-Selling-Framework](concepts/Signal-Based-Selling-Framework.md) - [Semantic-Deduplication](concepts/Semantic-Deduplication.md) - [Semantic-Search](concepts/Semantic-Search.md) - [Semantic-Versioning](concepts/Semantic-Versioning.md) @@ -1154,6 +1180,7 @@ - [Shift-Left-Security](concepts/Shift-Left-Security.md) - [Shift-Right-Security](concepts/Shift-Right-Security.md) - [Single-Control-Plane](concepts/Single-Control-Plane.md) +- [SKAdNetwork](concepts/SKAdNetwork.md) - [SmartBidding](concepts/SmartBidding.md) - [SnapMirror](concepts/SnapMirror.md) - [Social-Media-Monitoring](concepts/Social-Media-Monitoring.md) @@ -1189,6 +1216,7 @@ - [Test-Mode](concepts/Test-Mode.md) - [Text-and-Search](concepts/Text-and-Search.md) - [Threat-Modeling](concepts/Threat-Modeling.md) +- [ThreeActProposalNarrative](concepts/ThreeActProposalNarrative.md) - [TieredCampaignArchitecture](concepts/TieredCampaignArchitecture.md) - [Time-to-Market](concepts/Time-to-Market.md) - [Todoist-API](concepts/Todoist-API.md) @@ -1227,6 +1255,7 @@ - [WEBHOOK_URL](concepts/WEBHOOK_URL.md) - [Weekly-Pattern-Analysis](concepts/Weekly-Pattern-Analysis.md) - [What-If-Simulation](concepts/What-If-Simulation.md) +- [WinThemes](concepts/WinThemes.md) - [Workflow-Engineering](concepts/Workflow-Engineering.md) - [Workspace](concepts/Workspace.md) - [X11](concepts/X11.md) diff --git a/wiki/log.md b/wiki/log.md index 85fdab0f..b7817438 100644 --- a/wiki/log.md +++ b/wiki/log.md @@ -1,3 +1,75 @@ +## [2026-04-25] ingest | Outbound Strategist Agent +- Source file: Agent/agency-agents/sales/sales-outbound-strategist.md +- Status: ✅ 成功摄入 +- Summary: Outbound Strategist Agent——信号型出站销售策略师,将出站从"批量轰炸"转变为"精准触发"。核心理念:信号驱动出站转化率比无触发出站高 4-8 倍;信号半衰期 30 分钟,24 小时后失效,72 小时后竞争对手已成交。核心框架:三层信号分级体系(主动购买/组织变化/技术行为)+ 可证伪 ICP 定义 + 三层账户分级(Tier 1 深度多线程 / Tier 2 半个性化 / Tier 3 自动化轻定制)+ 8-12 触点 3-4 周多渠道序列。冷邮件回复率基准:泛化 1-3%、角色定制 5-8%、信号驱动 12-25%、推荐引入 30-50%。SDR 角色演变:从批量操作员 → 深度账户专家。 +- Concepts created: [[Signal-Based-Selling-Framework]], [[ICP (Ideal Customer Profile)]], [[Multi-Channel-Sequence-Architecture]], [[Account-Tiering-Model]] +- Concepts updated: [[Challenger-Sales-Model]](sources 添加 sales-outbound-strategist)、[[Land-and-Expand]](sources 添加 sales-outbound-strategist) +- Entities linked: Outbound Strategist Agent, SDR +- Source page: wiki/sources/sales-outbound-strategist.md +- Notes: overview.md 新增"### Sales Outbound Methodology"章节(位于 Sales Discovery Methodology 之前);index.md Concepts 节新增 4 个概念条目;Entity 页面未创建(Outbound Strategist Agent 和 SDR 均仅出现 1 次,不足独立建页阈值);与 [[sales-deal-strategist]] 的漏斗互补关系已记录(出站=漏斗顶部,Deal=漏斗中部) + +## [2026-04-25] ingest | Deal Strategist Agent +- Source file: Agent/agency-agents/sales/sales-deal-strategist.md +- Status: ✅ 成功摄入 +- Summary: Deal Strategist Agent——高级deal策略师与管线架构师智能体,专注于MEDDPICC资质评分、竞争定位和复杂B2B销售周期的赢单规划。核心理念:每个deal都是战略问题而非关系练习;MEDDPICC全面推行的组织赢率提升18%、deal规模扩大24%;Commit deals预测准确率85%+;Qualified Pipeline(28/40+)赢率35%+;永远不做单线程账户。核心框架:MEDDPICC八维评分(每维度5分,满分40)+ Challenger商业教学六步序列 + 竞争三区定位(Winning/Battling/Losing)+ 地雷问题布局 + 交易检查方法论。 +- Concepts updated: [[MEDDPICC]](新增 Deal-Level Application 和 Deal Verdict Categories)、[[Challenger Sales Model]](新增 Commercial Teaching 六步序列) +- Entities linked: [[Sales Coach Agent]], [[Discovery Coach Agent]], [[Sales Proposal Strategist]], Deal Strategist Agent(均出现1次,不足独立Entity建页阈值) +- Source page: wiki/sources/sales-deal-strategist.md +- Notes: index.md 已替换占位符条目(2026-04-20 → 2026-04-25);overview.md 已新增独立段落(Sales Coaching Methodology 章节末尾);MEDDPICC 和 Challenger Sales Model 两个 Concept 页面均已更新 sources 列表 + 新增 sales-deal-strategist 专属内容;未创建新 Entity/Concept 页面(Deal Scoring/Competitive Positioning/Win Planning 等概念在 sales-deal-strategist 源文档中均仅出现1次,不足独立建页阈值);与 [[sales-discovery-coach]] 的"发现→策略"协同关系已记录;与 [[sales-proposal-strategist]] 在"策略分析 vs 叙事构建"上的互补关系已记录于 Contradictions + +## [2026-04-25] ingest | Account Strategist Agent +- Source file: Agent/agency-agents/sales/sales-account-strategist.md +- Status: ✅ 成功摄入 +- Summary: Account Strategist Agent——售后账户扩张策略师智能体,专门负责 Land-and-Expand 执行、QBR 设计、利益相关者映射和净收入留存(NRR)最大化。核心理念:最佳销售时机是客户成功时;永远不做单线程账户;NRR 是终极指标。核心框架:扩张信号四维度(信号+情境+时机+利益相关者对齐)、账户健康三色评分(绿扩张/黄稳定/红救流失)、多线程关系建设(每账户至少三条独立关系线)。 +- Concepts created: [[Land-and-Expand]], [[Net Revenue Retention (NRR)]], [[Account Health Score]] +- Entities linked: Account Executive (AE), Customer Success (CS), Product Team, Executive Sponsor +- Source page: wiki/sources/sales-account-strategist.md +- Notes: 与 [[sales-proposal-strategist]] 的"赢单叙事"互补(前者构建叙事,后者交付超越叙事);与 [[sales-coach]] 协同(后者辅导卖方,前者辅导买方冠军);与 [[sales-discovery-coach]] 形成完整销售生命周期覆盖(发现→赢单→扩张);overview.md 新增"Sales Account Expansion Methodology"主题节;创建 3 个独立 Concept 页面(Land-and-Expand、NRR、Account Health Score) + +## [2026-04-25] ingest | Sales Proposal Strategist +- Status: ✅ 成功摄入 +- Summary: Sales Proposal Strategist——将 RFP 响应转化为赢单叙事的系统化提案方法论。核心框架:三幕提案叙事结构(理解挑战→解决方案旅程→转变状态)+ 3-5 个赢标主题矩阵 + 执行摘要五步模板 + 说服架构(首因/近因效应、认知负荷管理、社会认同排序、损失厌恶框架)。核心理念:提案在开篇100词决定胜负;叙事是差异化核心;永远不直接批评竞争对手;定价在价值之后;内容库按赢标主题而非章节组织。 +- Concepts created: [[WinThemes]], [[ThreeActProposalNarrative]], [[PersuasionArchitecture]] +- Entities linked: 无特定命名实体 +- Source page: wiki/sources/sales-proposal-strategist.md +- Notes: 与 [[sales-coach]] 在"辅导行为 vs 撰写结构"上形成 Sales 体系互补关系;与 [[sales-discovery-coach]] 的发现阶段输入为提案策略提供买方情境;无冲突发现;overview.md 暂不需要更新 + +## [2026-04-25] ingest | Sales Coach Agent +- Source file: Agent/agency-agents/sales/sales-coach.md +- Status: ✅ 成功摄入 +- Summary: Sales Coach Agent——AI 销售教练 Agent,通过苏格拉底式提问驱动销售代表成长。核心辅导框架:Richardson Sales Performance(四维能力)、Challenger 辅导模型、MEDDPICC 资质诊断。关键方法论:辅导行为而非结果;一次只做一件事;管道质量是管理工具;挑战"happy ears"要求可验证的承诺。数据支撑:正式辅导项目配额完成率91.2%,vs 非正式辅导84.7%;每周2小时辅导赢单率56%,vs 少于30分钟43%。 +- Concepts created: MEDDPICC, Challenger Sales Model +- Entities linked: Discovery Coach Agent(已有)、Sales Pipeline Analyst Agent(已有)、Sales Deal Strategist Agent(已有) +- Source page: wiki/sources/sales-coach.md +- Notes: 与 Discovery Coach Agent 的辅导焦点层次差异已记录于 Contradictions;source页面内 Key Concepts 详细记录了 MEDDPICC、Challenger、Richardson Sales Performance 等框架;overview.md 新增"Sales Coaching Methodology"主题节,置于"Sales Discovery Methodology"之后,两者协同关系已明确 + +## [2026-04-25] ingest | Discovery Coach Agent +- Source file: Agent/agency-agents/sales/sales-discovery-coach.md +- Status: ✅ 成功摄入 +- Summary: Discovery Coach Agent——销售发现访谈方法论教练智能体,坚信发现是交易成败的真正战场。整合三大发现框架(SPIN Selling / Gap Selling / Sandler Pain Funnel)+ 标准30分钟发现电话结构(开场2分钟 / 发现18分钟 / 定向pitch 6分钟 / 下一步4分钟)+ AECR异议处理框架(Acknowledg/Empathize/Clarify/Reframe)。核心原则:发现不是审讯,Implication问题通过激活损失厌恶推动成交,60/40规则(买家说话60%以上),最优秀销售多问一个问题。 +- Concepts created: SPIN Selling(作为wikilink保留于source页面内)、Gap Selling(同)、Sandler Pain Funnel(同)、AECR Framework(同)、Upfront Contract(同)、Discovery Call Structure(同) +- Entities linked: Neil Rackham(同)、Keenan(同)、Sandler(同) +- Source page: wiki/sources/sales-discovery-coach.md +- Notes: Entity/Concept页面未单独创建(均首次出现且可抽象为独立概念,建议在后续摄入相关源文件时再评估);未发现与现有Wiki内容的冲突;overview.md新增"Sales Discovery Methodology"主题节;source页面内详细记录了各框架的定义和引用 + +## [2026-04-25] ingest | Paid Media Ad Creative Strategist Agent +- Source file: Agent/agency-agents/paid-media/paid-media-creative-strategist.md +- Status: ✅ 成功摄入 +- Summary: 付费媒体广告创意策略 Agent——由 John Williams(@itallstartedwithaidea)设计,专注于 Google、Meta、Microsoft 及程序化平台的全渠道广告文案创作、响应式搜索广告(RSA)架构设计和系统性创意测试框架。核心理念:创意是自动化竞价环境中最大的可控杠杆,当算法接管了出价、预算和定向时,每一条标题、描述、图片和视频都是一个待验证的假设。 +- Concepts created: [[ResponsiveSearchAds]], [[AdStrength]], [[CreativeFatigue]], [[HookBodyCTA]], [[ABTesting]], [[MessageMatch]], [[AdExtensions]] +- Entities linked: [[GoogleAds]], [[MetaAdsManager]], [[MicrosoftAdvertising]], [[PerformanceMax]], [[JohnWilliams]](已存在) +- Source page: wiki/sources/paid-media-creative-strategist.md +- Notes: 与 [[paid-media-ppc-strategist]] 在"自动化 vs 创意质量"权衡上的张力已记录于 Contradictions;与 [[paid-media-programmatic-buyer]] 在"创意新鲜度"上的潜在冲突已记录;与 [[paid-media-paid-social-strategist]] 协同关系已记录(受众洞察→平台原生创意执行);overview.md 中 paid-media-creative-strategist 条目已从简略描述更新为完整条目,Key Concepts 行已更新 + +## [2026-04-25] ingest | Paid Social Strategist +- Source file: Agent/agency-agents/paid-media/paid-media-paid-social-strategist.md +- Status: ✅ 成功摄入 +- Summary: 跨平台付费社交广告专家 Agent,覆盖 Meta(Facebook/Instagram)、LinkedIn、TikTok、Pinterest、X 和 Snapchat,设计从引流到再营销的全漏斗社交广告项目。核心理念:社交广告本质是"打断"而非"回答",必须构建平台原生体验而非跨平台复用创意。 +- Concepts created: [[Full-Funnel-Campaign-Architecture]], [[Custom-Audience-Engineering]], [[Conversions-API]], [[Advantage+-Campaigns]], [[Incrementality-Testing]], [[SKAdNetwork]] +- Entities created: [[Meta-Ads-Manager]], [[LinkedIn-Campaign-Manager]], [[TikTok-Ads]]; [[JohnWilliams]] 已更新 +- Source page: wiki/sources/paid-media-paid-social-strategist.md +- Notes: 与 [[paid-media-programmatic-buyer]] 在"自动化 vs. 控制"权衡上存在张力已记录于 Contradictions;与 [[paid-media-ppc-strategist]] 在跨渠道预算分配验证原则上有协同关系;与 [[paid-media-creative-strategist]] 在受众策略→创意方向上有依赖关系已记录 + ## [2026-05-06] ingest | Paid Media Search Query Analyst Agent - Source file: Agent/agency-agents/paid-media/paid-media-search-query-analyst.md - Status: ✅ 成功摄入 @@ -2753,9 +2825,11 @@ - Concepts linked: [[Infrastructure-as-Code]], [[DRY Principle]], [[GitOps]], [[CloudWatch-Alarms]], [[KMS-Encryption]] - Entities linked: [[Gruntwork]], [[Atlantis]], [[Terraform]], [[Terragrunt]], [[DBRE]], [[CloudWatch]] - Source page: wiki/sources/learning-sessions-cloud-transformation-programme-deploying-rds-via-terraform.md -- Notes: - - index.md 已替换 expected placeholder 条目,补充中文摘要 - - overview.md 已新增独立段落(置于 CTP Topic 16 后),与 Terragrunt/Terraform/Gruntwork/Atlantis 等相关来源建立知识链路 - - DBRE/Greg 提及 1 次,不足 Entity 建页阈值,以 wikilink 形式记录于 Source page - - CloudWatch/KMS 在 wiki 中已存在关联页面,以 wikilink 形式记录无需新建 - - 冲突检测:与 ctp-topic-48-terraform-vs-terragrunt 一致(推荐 Terragrunt);与 ctp-topic-9-ci-cd-with-gruntwork 互补(Gruntwork CI/CD 基础);与 ctp-topic-16-cross-account-terraform-modules 共享 Terraform 生态,CI/CD 载体不同无冲突 \ No newline at end of file +## [2026-04-25] ingest | Paid Media Tracking & Measurement Specialist Agent +- Source file: Agent/agency-agents/paid-media/paid-media-tracking-specialist.md +- Status: ✅ 成功摄入 +- Summary: 付费媒体追踪与归因专家 Agent——由 John Williams(@itallstartedwithaidea)设计,负责构建跨平台(GTM、GA4、Google Ads、Meta CAPI、LinkedIn Insight Tag)的事件追踪架构,确保每一次转化都被正确计数,每一分广告投入都可衡量。核心理念:错误追踪比无追踪更糟糕,错误计数的转化会主动误导出价算法向错误方向优化。 +- Concepts linked: [[GoogleTagManager]], [[GoogleAnalytics4]], [[MetaConversionsAPI]], [[ServerSideTagging]], [[ConversionTracking]], [[AttributionModeling]], [[ConsentModeV2]], [[DataLayerArchitecture]] +- Entities linked: [[JohnWilliams]], [[TheAgency]] +- Source page: wiki/sources/paid-media-tracking-specialist.md +- Notes: 该 Agent 为其他所有 Paid Media Agent 提供数据基础设施;与 paid-media-creative-strategist/paid-social-strategist/ppc-strategist/programmatic-buyer/search-query-analyst/auditor 均存在 depends_on 关系(协同关系已记录于 Connections);index.md 已插入于 paid-media-programmatic-buyer 之后;Concepts 均为工具/框架类概念,当前仅出现 1 次,不足独立建页阈值,以 wikilink 形式记录于 Source page diff --git a/wiki/overview.md b/wiki/overview.md index 5028a96b..41214c31 100644 --- a/wiki/overview.md +++ b/wiki/overview.md @@ -56,7 +56,7 @@ The Agency 的 Paid Media 部门专注于企业级付费媒体策略与运营, **[[paid-media-programmatic-buyer]]**(Programmatic & Display Buyer):程序化购买与展示广告策略 Agent——专注于程序化广告购买和展示广告策略执行,覆盖 DSP 平台操作、受众定向、创意优化和效果分析。与 [[paid-media-ppc-strategist]] 协同:前者定义全渠道预算分配和策略框架,后者执行具体程序化购买操作。 -**[[paid-media-creative-strategist]]**(Creative Strategist):付费媒体创意策略 Agent——专注于广告创意资产策略,为 Performance Max 和 Display 广告提供创意方向和优化建议。与 [[paid-media-ppc-strategist]] 协同:后者提供投放策略,前者提供创意资产支撑。 +**[[paid-media-creative-strategist]]**(Creative Strategist):付费媒体广告创意策略 Agent——由 John Williams(@itallstartedwithaidea)设计,专注于 Google、Meta、Microsoft 及程序化平台的全渠道广告文案创作、响应式搜索广告(RSA)架构设计和系统性创意测试框架。核心理念:**创意是自动化竞价环境中最大的可控杠杆**,当算法接管了出价、预算和定向时,每一条标题、描述、图片和视频都是一个待验证的假设。核心能力:15-headline RSA 策略设计(全品牌/利益/功能/CTA/社会证明分类,确保所有可能组合语法和逻辑上都能成立);Hook-Body-CTA 视频广告叙事结构;资产组(Asset Group)组合策略;A/B 测试框架与统计显著性标准(2-4 周内达到);广告强度(Ad Strength)优化(90%+ 达到 "Good" 或 "Excellent");创意疲劳(Creative Fatigue)监测与快速迭代(每 2 周一次创意测试)。成功指标:CTR 提升 15-25%、转化率提升 5-10%、测试后 2-4 周内达成统计显著性。与 [[paid-media-ppc-strategist]] 协同:PPC 策略师定义账户架构和竞价策略,创意策略师提供素材支撑,两者共同制定 Performance Max 和 Display 投放方案;与 [[paid-media-paid-social-strategist]] 协同:社交策略师提供受众洞察和平台选择,创意策略师据此定制平台原生创意执行。与 [[ResponsiveSearchAds]](RSA 架构)、[[PerformanceMax]](Asset Group 设计)、[[AdStrength]](广告强度评分)、[[CreativeFatigue]](创意疲劳监测)和 [[HookBodyCTA]](视频广告叙事框架)共同构成付费媒体创意优化的完整方法论。 **[[paid-media-tracking-specialist]]**(Tracking Specialist):付费媒体追踪专家——负责转化追踪配置、数据归因建模和跨平台效果归因。与 [[paid-media-ppc-strategist]] 协同:为竞价策略优化提供可靠的数据基础。 @@ -64,7 +64,9 @@ The Agency 的 Paid Media 部门专注于企业级付费媒体策略与运营, **[[paid-media-auditor]]**(Auditor):付费媒体账户审计专家——系统化评估 Google Ads、Microsoft Ads 和 Meta Ads 账户,覆盖 200+ 检查点(账号结构/追踪配置/竞价策略/创意/受众/竞争定位),每项发现附严重程度和预估业务影响。与 [[paid-media-ppc-strategist]] 协同:基于后者定义的基准进行效果诊断。成功指标:审计通常识别 15-30% 效率提升机会,80%+ 高优先级建议 30 天内落地。 -Key concepts: [[PerformanceMax]], [[SmartBidding]], [[AccountArchitecture]], [[TieredCampaignArchitecture]], [[IncrementalityTesting]], [[ConversionActionHierarchy]], [[CustomerMatch]], [[BudgetPacing]] +**[[paid-media-paid-social-strategist]]**(Paid Social Strategist):跨平台付费社交广告专家——覆盖 Meta(Facebook/Instagram)、LinkedIn、TikTok、Pinterest、X 和 Snapchat,设计从引流到再营销的全漏斗社交广告项目。核心理念:社交广告本质是"打断"而非"回答",必须构建平台原生体验而非跨平台复用创意。核心能力:全漏斗架构(引流→互动→再营销→留存)、平台差异化创意策略、像素/CRM 受众工程、Conversions API 实施、SKAdNetwork 应对 iOS 隐私变化。与 [[paid-media-ppc-strategist]] 和 [[paid-media-programmatic-buyer]] 同属付费媒体体系,但专注社交渠道而非搜索或程序化展示。关键决策原则:跨渠道预算分配必须基于搜索+展示+社交综合数据验证,而非单一渠道数据。 + +Key concepts: [[PerformanceMax]], [[SmartBidding]], [[AccountArchitecture]], [[TieredCampaignArchitecture]], [[IncrementalityTesting]], [[ConversionActionHierarchy]], [[CustomerMatch]], [[BudgetPacing]], [[ResponsiveSearchAds]], [[AdStrength]], [[CreativeFatigue]], [[HookBodyCTA]], [[MessageMatch]], [[ABTesting]], [[AdExtensions]] ### Multi-Agent Monitoring & Automation **Dynamic Dashboard**:基于 [[OpenClaw]] 的多数据源实时监控仪表盘——通过子代理并行抓取 GitHub/Twitter/Polymarket/系统健康等多数据源,定时聚合结果推送 Discord,支持告警阈值和历史趋势存储。用对话式指令替代数周前端开发,立即获得实时洞察。[[polymarket-autopilot]] 是 Polymarket 市场监控的具体实现——AI Agent 24/7 自动监控预测市场、分析概率变化、自动执行交易策略。与 [[self-healing-home-server]] 的系统监控场景关联,[[earnings-tracker]] 的市场数据监控场景扩展,[[content-factory]] 共享子代理并行执行模式。 @@ -619,6 +621,30 @@ Key concepts: [[Django ORM]], [[Django REST Framework]], [[Django Admin 定制]] - **[[UEFI Only]]** — HP ZBook 终极启动修复方案,切换后消除 Legacy BBS 项干扰 - **[[NVMe硬盘分区]]** — Ubuntu 24.04 自动识别并优化 NVMe 分区对齐 +### Sales Outbound Methodology +**[[sales-outbound-strategist]]**(Outbound Strategist Agent):信号型出站销售策略师,将出站销售从"批量轰炸"转变为"精准触发"——核心信念:出站应由证据驱动,而非配额驱动。核心理念:**信号驱动出站转化率比无触发出站高 4-8 倍**;信号的半衰期极短(30 分钟内必须路由到正确销售),24 小时后信号失效,72 小时后竞争对手已成交。核心框架:三层信号分级体系(Tier 1 主动购买信号如 G2 访问/竞品对比 → Tier 2 组织变化信号如融资/招聘/领导层变动 → Tier 3 技术/行为信号如技术栈变化/内容互动)+ 可证伪 ICP 定义(含排除条件,否则是 TAM 幻灯片)+ 三层账户分级(Tier 1 深度多线程个性化 / Tier 2 半个性化序列 / Tier 3 自动化轻定制)+ 8-12 触点 3-4 周多渠道序列(每次触达必须提供新的价值角度)。冷邮件回复率基准:泛化型 1-3%、角色定制 5-8%、信号驱动 12-25%、推荐引入型 30-50%。SDR 角色演变:从每天 100 次活动的批量操作员 → 拥有 50-80 个深度账户的信号监控管线专家。与 [[sales-discovery-coach]] 协同——发现阶段收集的 ICP 信号直接驱动出站序列启动;与 [[sales-deal-strategist]] 形成漏斗互补——出站负责漏斗顶部(Signal → Contact),Deal Strategist 负责漏斗中部(Qualified → Commit);与 [[sales-account-strategist]] 形成客户生命周期互补——出站获取新客户,Account Strategist 负责 Land-and-Expand 扩张。 + +### Sales Discovery Methodology +**[[sales-discovery-coach]]**(Discovery Coach Agent):销售发现访谈(Discovery)方法论与教练框架,帮助销售代表和SDR成为更优秀的买家访谈者——坚信发现阶段才是交易成败的真正战场,而非演示、提案或谈判阶段。 + +**三大发现框架:** +- **[[SPIN Selling]]**(Neil Rackham):四步提问法(Situation → Problem → Implication → Need-Payoff),核心洞察是 Implication 问题通过激活损失厌恶心理推动成交,是 SPIN 框架中最有力量但最常被跳过的一步 +- **[[Gap Selling]]**(Keenan):以当前状态与期望未来状态之间的差距为中心的销售方法论;差距越大紧迫感越强;根因问题(而非表面症状)才真正驱动购买决策 +- **[[Sandler Pain Funnel]]**:从表面症状 → 商业影响 → 个人/情感层面的三层漏斗;第三层(情感层面)是大多数销售人员永远不会触及的区域,但购买决策本质上是情感决策 + +**标准发现电话结构(30分钟)**:开场2分钟(Upfront Contract,设定三种可能结果建立信任)→ 发现阶段18分钟(60-70%精力放在当前状态和痛点)→ 定向pitch 6分钟(仅展示直接对应买家痛点的能力)→ 下一步4分钟(明确谁做什么、什么时候做) + +**[[AECR Framework]]**(异议处理四步框架):Acknowledge → Empathize → Clarify → Reframe,将异议视为诊断信息而非攻击。核心洞察:预算异议几乎从不是真正的预算问题,本质是买家对价值是否超过成本的判断。 + +核心教练原则:发现不是审讯,而是帮助买家更清晰地看清自身处境;60/40规则(买家说话60%以上);最优秀的销售比竞争对手多问一个问题;资格筛选要快(没有真正痛点、无法触达决策者、无紧迫时间线就不是交易而是预测谎言)。 + +### Sales Coaching Methodology +**[[sales-coach]]**(Sales Coach Agent):AI 销售教练 Agent,通过苏格拉底式提问驱动销售代表成长——坚信过程纪律比结果运气更有价值,"一次失败的纪律分明的交易比一次幸运的赢单更有价值,因为过程会累积而运气不会"。核心辅导框架:Richardson Sales Performance(四维能力:辅导卓越/激励领导/销售管理纪律/战略规划)、Challenger 辅导模型(以商业洞察引领对话而非回应需求)、MEDDPICC 资质诊断(资质缺口是交易风险信号而非CRM问题)。每周2小时以上辅导的代理赢单率56%,vs 少于30分钟仅43%;正式辅导项目配额完成率91.2%,vs 非正式辅导84.7%。关键方法:辅导行为而非结果;一次只做一件事;管道质量是管理工具而非数量是虚荣指标;挑战"happy ears"要求可验证的承诺。[[sales-coach]] 与 [[sales-discovery-coach]] 协同——后者专注发现阶段深度辅导,前者覆盖全周期辅导规划与战略制定,共同构成完整销售能力发展体系。 + +**[[sales-account-strategist]]**(Account Strategist Agent):售后账户扩张策略师 Agent,专注于将成交客户从单点解决方案扩展为企业平台——核心理念:最佳销售时机是客户成功时("The best time to sell more is when the customer is winning")。核心框架:**Land-and-Expand**(从初始 land deal 扩展为七位数平台的系统性方法)+ QBR 前瞻性战略规划(永远不做回顾性状态报告)+ 利益相关者多线程关系建设(每账户至少三条独立关系线)+ NRR(净收入留存)作为终极指标。账户健康评分体系:绿色账户推扩张、黄色账户稳基础、红色账户救流失。关键纪律:永远不在未成功的账户上推扩张;扩张信号必须配合情境+时机+利益相关者对齐三个维度才算机会;单线程账户是最高风险状态。[[sales-account-strategist]] 与 [[sales-proposal-strategist]] 互补——前者构建赢单叙事,后者交付并超越叙事;与 [[sales-coach]] 协同——后者辅导卖方(代表成长),前者辅导买方(内部冠军培养)。 + +**[[sales-deal-strategist]]**(Deal Strategist Agent):高级deal策略师与管线架构师,将严谨的资质方法论应用于复杂B2B销售周期——坚信每个deal都是战略问题而非关系练习,"如果资质缺口没有尽早识别,失败就已经锁定了,只是你还没发现"。核心能力:**MEDDPICC资质评估**(八维度评分,每维度5分,满分40;全面推行MEDDPICC的组织赢率提升18%、deal规模扩大24%)+ **竞争定位**(Winning/Battling/Losing三区分析 + 地雷问题布局)+ **Challenger商业教学法**(六步序列:Warmer → Reframe → Rational Drowning → Emotional Impact → A New Way → Your Solution)+ **交易检查方法论**(系统探测风险信号:单线程/无紧迫事件/Champion不开放EB通道/决策标准完美匹配竞争对手)。核心原则:预测准确率Commit deals关闭率85%+;Qualified Pipeline(28/40+)赢率35%+;永远不做单线程账户;每条资质缺口必须附带具体下一步、责任人、和截止日期。与 [[sales-discovery-coach]] 协同——后者提供买方情境输入(发现阶段),前者构建交易策略(评估+定位+计划);与 [[sales-proposal-strategist]] 互补——Deal Strategist提供结构化deal分析和竞争定位,Proposal Strategist将其转化为说服性叙事,共同构成"发现→赢单策略→提案叙事"完整销售闭环。 + ## Conflict Areas 1. **Kanban vs Event Sourcing**: Kanban emphasizes visual team collaboration; Event Sourcing emphasizes auto-tracking and context preservation. **[[Project State Management]]**(事件驱动看板替代方案)vs 传统 PM 工具。核心差异:手动拖拽 vs 自然语言输入;静态快照 vs 全历史保留;无上下文 vs 完整决策链。**[[Event Sourcing]]** 在此上下文中指将项目变更存储为事件序列,每次 progress/blocker/decision/pivot 均持久化,保留完整决策上下文。 diff --git a/wiki/sources/sales-outbound-strategist.md b/wiki/sources/sales-outbound-strategist.md new file mode 100644 index 00000000..c00a79f3 --- /dev/null +++ b/wiki/sources/sales-outbound-strategist.md @@ -0,0 +1,50 @@ +--- +title: "Outbound Strategist Agent" +type: source +tags: [] +date: 2026-04-25 +--- + +## Source File +- [[Agent/agency-agents/sales/sales-outbound-strategist.md]] + +## Summary(用中文描述) +- 核心主题:信号驱动型出站销售策略与多渠道序列设计 +- 问题域:B2B 出站销售如何从"批量轰炸"转向"精准触发",在买家信号最强烈的时刻介入 +- 方法/机制:三层信号分级体系(主动购买信号→组织变化信号→技术/行为信号)+ ICP 可证伪定义 + 三层账户分级模型 + 8-12 触点 3-4 周多渠道序列架构 +- 结论/价值:信号驱动出站转化率比无触发出站高 4-8 倍;SDR 角色从批量操作员进化为信号监控专家 + +## Key Claims(用中文描述) +- 信号驱动出站转化率比无触发冷出站高 4-8 倍 +- 信号半衰期短:30 分钟内路由到正确销售,24 小时后信号失效,72 小时后竞争对手已成交 +- 可用 ICP 必须可证伪——不能排除任何公司的 ICP 不是 ICP,是 TAM 幻灯片 +- 序列中每次触达必须提供新的价值角度——重复同样诉求不是序列,是骚扰 +- 冷邮件回复率基准:泛化型 1-3%、角色定制 5-8%、信号驱动 12-25%、推荐引入型 30-50% +- SDR 角色转变:从每天 100 次活动操作员 → 拥有 50-80 个深度账户的管线专家 + +## Key Quotes +> "If you cannot articulate why you are contacting this specific person at this specific company at this specific moment, you are not ready to send." — Outbound Strategist Agent 核心原则 +> "Each touch must add a new value angle. Repeating the same ask with different words is not a sequence — it is nagging." — 序列设计原则 + +## Key Concepts +- [[Signal-Based Selling Framework]]:基于买家行为信号触发精准出站的方法论,转化率比传统冷出站高 4-8 倍 +- [[ICP (Ideal Customer Profile)]]:可证伪的理想客户画像定义框架,包含公司特征、行为限定和排除条件三层结构 +- [[Multi-Channel Sequence Architecture]]:8-12 次触点跨越 3-4 周的多渠道触达序列,每触点必须增加新的价值角度 +- [[Account Tiering Model]]:三层账户分级模型(Tier 1 深度多线程 / Tier 2 半个性化序列 / Tier 3 自动化轻定制) + +## Key Entities +- Outbound Strategist Agent:信号型出站策略师与序列架构师智能体,核心职责:设计多渠道触达序列、定义 ICP、按账户分层执行 +- SDR (Sales Development Representative):角色演变对象,从批量操作员进化为信号监控专家 + +## Connections +- [[sales-deal-strategist]] ← complements ← [[sales-outbound-strategist]]:出站负责发现和培育潜在机会,Deal Strategist 负责赢单策略 +- [[sales-discovery-coach]] ← feeds_into ← [[sales-outbound-strategist]]:发现阶段收集的 ICP 信号直接驱动出站序列的启动 +- [[sales-account-strategist]] ← extends ← [[sales-outbound-strategist]]:出站获取新客户后,Account Strategist 负责 Land-and-Expand 扩张 +- [[sales-proposal-strategist]] ← follows ← [[sales-outbound-strategist]]:出站触达后进入提案阶段,Proposal Strategist 构建赢单叙事 + +## Contradictions +- 与 [[sales-deal-strategist]] 的区域: + - 冲突点:出站策略以信号触发为唯一启动条件;Deal Strategist 以 MEDDPICC 资质评估为赢单框架,两者对"何时介入"的定义角度不同 + - 当前观点:出站必须在信号出现 30 分钟内行动,时机优先于资质评估 + - 对方观点:任何 deal 进入赢单阶段前必须通过 MEDDPICC 全面评估 + - 协调方式:两者处于销售漏斗的不同阶段——出站负责漏斗顶部(Signal → Contact),Deal Strategist 负责漏斗中部(Qualified → Commit)