cyberneticlibrary

Generate personalized cold email sequences

sales-outreachskillsetup L2591
zubair-trabzada/ai-sales-team-claude

Causal-lift measurements

cold-email-generation-20pp vs no-skill baselinewith-skill 57% · baseline 77%

Measured by running the task with and without this artifact, K=5, graded by deterministic checks — no LLM judging.

What it does

Generate personalized cold outreach email sequences with LinkedIn touchpoints

Best for

SDRs and outbound teams who need 3-5 email sequences where every email has a verifiable trigger event, not generic 'I saw your company' messages that destroy credibility.

Inputs
  • · Prospect URL OR company name / contact name
  • · Prior analysis files (PROSPECT-ANALYSIS.md, COMPANY-RESEARCH.md, etc., optional)
  • · Trigger event research queries (auto-generated)
Outputs
  • · OUTREACH-SEQUENCE.md with:
  • · 3-5 email sequence (each with subject line, body, LinkedIn message variant)
  • · Personal trigger research (company news, funding, hiring, leadership change, expansion)
  • · Company trigger research (recent events mapped to outreach angle)
  • · Outreach Readiness Score 0-100 (personalization quality)
  • · LinkedIn touchpoint cadence (where to add DM in sequence)
  • · Follow-up logic (when to reach out again vs archive)
Requires
  • · WebFetch (for company homepage and news)
  • · WebSearch (for trigger events, company news, leadership updates, funding)
Preconditions
  • · Prospect URL must be reachable OR company/contact names provided
  • · At least one trigger event should exist (company news, funding, hiring, expansion)
  • · Personalization research must happen BEFORE writing any email
Failure modes
  • · Generic email without trigger events gets ignored
  • · Personalization research skipped → copy becomes templated
  • · No LinkedIn variant → loses channel opportunity
  • · Missing follow-up logic → sequence stalls or annoyers prospect
Trust signals
  • · Personalization research happens BEFORE writing (trigger event search queries defined)
  • · 6 trigger categories (funding, product launch, hiring, leadership, expansion, partnership, award)
  • · Freshness requirements per trigger (last 30 days is hot, <90 days is warm)
  • · LinkedIn variant for each email (extends channel reach)
  • · Outreach Readiness Score (0-100) tied to personalization depth