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outbound-prospecting-engine

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Chinese

Outbound Prospecting Engine

外向型潜在客户开发引擎

Build and run a complete outbound prospecting system: signal detection → company research → contact finding → personalization → campaign launch.
搭建并运行完整的外向型潜在客户开发系统：信号检测 → 企业调研 → 联系人挖掘 → 内容个性化 → 活动启动。

When to Use

适用场景

  • "Set up outbound prospecting for [client]"
  • "Build a lead gen engine targeting [ICP]"
  • "Find and reach out to companies that need [solution]"
  • 为[客户]搭建外向型潜在客户开发体系
  • 针对[ICP（理想客户画像）]构建线索生成引擎
  • 找到并触达有[解决方案]需求的企业

Prerequisites

前置条件

  • Client context.md with ICP, value props, positioning
  • Signal keywords (what to monitor for intent)
  • Approved messaging / email sequences (or generate them)
  • 包含ICP、价值主张、定位的Client context.md文件
  • 意向信号关键词（需监控的意向指标）
  • 已获批的沟通话术/邮件序列（或生成新的内容）

Steps

步骤

1. Define Signal Sources

1. 定义信号来源

Based on the client's ICP and motion, select which signals to monitor:
Signal SourceBest ForSkill
Job postingsCompanies with allocated budgetjob-posting-intent
Funding announcementsCompanies with fresh capitalfunding-signal-monitor
LinkedIn posts/commentsPractitioners discussing the problemlinkedin-post-research + linkedin-commenter-extractor
Conference attendeesPeople actively engaged with the spaceluma-event-attendees
Competitor customersCompanies already buying similar solutionseightfold-customer-finder
根据客户的ICP和业务模式，选择需要监控的信号类型：
信号来源适用场景技能
招聘信息有预算分配的企业job-posting-intent
融资公告有新资金注入的企业funding-signal-monitor
LinkedIn帖子/评论正在讨论相关问题的从业者linkedin-post-research + linkedin-commenter-extractor
会议参会者积极关注该领域的人群luma-event-attendees
竞品客户已购买同类解决方案的企业eightfold-customer-finder

2. Run Signal Detection

2. 执行信号检测

Execute selected signal skills with client-specific keywords. Run in parallel.
Output: Raw signal list — companies + signal context.
使用客户专属关键词运行选定的信号检测技能，可并行执行。
输出结果：原始信号列表 —— 企业信息 + 信号背景。

3. Qualify & Score

3. 线索筛选与评分

Skill: lead-qualification
Filter against ICP criteria. Score each lead:
  • Multi-signal leads = highest priority
  • Job posting + funding = strongest intent
  • Single social mention = lowest (awareness only)
技能：lead-qualification
根据ICP标准过滤线索，并对每条线索评分：
  • 多信号线索 = 最高优先级
  • 招聘信息 + 融资公告 = 意向最强
  • 单一社交提及 = 优先级最低（仅为认知阶段）

4. Find Decision-Maker Contacts

4. 寻找决策者联系方式

Skill: company-contact-finder
For top qualified companies, find the specific decision-makers:
  • Target titles from client's ICP
  • Get email addresses and LinkedIn URLs
技能：company-contact-finder
针对高优先级合格企业，寻找特定决策者：
  • 匹配客户ICP中指定的职位头衔
  • 获取邮箱地址和LinkedIn链接

5. Deduplicate

5. 去重处理

Skill: contact-cache
Check all leads against the contact cache. Add new leads to cache. Skip any that have been contacted before.
技能：contact-cache
将所有线索与联系人缓存库进行比对。新增线索加入缓存库，跳过已联系过的线索。

6. Personalize Outreach

6. 定制个性化触达内容

For each lead, generate personalized email sequence using:
  • The signal that surfaced them (the "why now")
  • Their company context (what they do, their pain)
  • The client's value proposition (how it solves their pain)
为每条线索生成个性化邮件序列，需结合：
  • 触发线索的信号（即“为什么是现在”的理由）
  • 企业背景信息（业务范围、痛点）
  • 客户的价值主张（如何解决其痛点）

7. Launch Campaign

7. 启动营销活动

Skill: setup-outreach-campaign
Set up a Smartlead campaign:
  • Create campaign with name and schedule
  • Upload lead list
  • Configure 2-3 email sequence (personalized per lead or per segment)
  • Allocate mailboxes
  • Set sending schedule
技能：setup-outreach-campaign
搭建Smartlead营销活动：
  • 创建活动并设置名称与日程
  • 上传线索列表
  • 配置2-3轮个性化邮件序列（按线索或细分群体定制）
  • 分配发件邮箱
  • 设置发送日程

8. Monitor & Iterate

8. 监控与迭代

  • Track open rates, reply rates, meeting bookings
  • A/B test subject lines and messaging
  • Re-run signal detection weekly to add new leads
  • Update contact cache with outcomes
  • 追踪打开率、回复率、会议预约量
  • 对邮件主题和内容进行A/B测试
  • 每周重新运行信号检测以添加新线索
  • 根据结果更新联系人缓存库

Ongoing Cadence

持续运营节奏

  • Weekly: Re-run signal detection, qualify new leads, add to campaign
  • Bi-weekly: Review campaign metrics, adjust messaging
  • Monthly: Review overall pipeline contribution, adjust signal sources
  • 每周：重新运行信号检测，筛选新线索并加入活动
  • 每两周：复盘活动数据，调整沟通话术
  • 每月：评估整体 pipeline 贡献，调整信号来源

Human Checkpoints

人工审核节点

  • After Step 3: Review qualified lead list before finding contacts
  • After Step 6: Review personalized email copy before launching campaign
  • After Step 8: Review campaign performance metrics
  • 步骤3之后：在寻找联系人前审核合格线索列表
  • 步骤6之后：在启动活动前审核个性化邮件内容
  • 步骤8之后：审核活动表现数据