Systems Lab

Agent skill

sequence-architecture

Design multi-step outbound sequences that convert.

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Filed under Outbound email.

From kenny589/gtm-flywheel · 15 skills · 63 · pushed 2026-02-17

What it does when it runs

Design multi-step outbound sequences that convert. Timing, channel mix, variant strategy, and escalation logic for cold email campaigns.

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git clone --depth 1 --filter=blob:none --sparse https://github.com/kenny589/gtm-flywheel.git /tmp/gtm-flywheel
git -C /tmp/gtm-flywheel sparse-checkout set "cold-email/sequence-architecture"
mkdir -p ~/.claude/skills/sequence-architecture
cp -R "/tmp/gtm-flywheel/cold-email/sequence-architecture/." ~/.claude/skills/sequence-architecture/

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Reproduced in full from kenny589/gtm-flywheel/blob/ba67446418663737a00274819dc2bf68c0da2c31/cold-email/sequence-architecture/SKILL.md, which is licensed MIT (repository). 1,331 words, 15 headings.

Sequence Architecture

When to Use

  • Building a new outbound campaign from scratch
  • Restructuring sequences with poor step-2+ engagement
  • Designing multi-channel cadences (email + LinkedIn + phone)
  • Setting up A/B testing frameworks for sequence optimization

Framework

Sequence Design Principles

  1. Every step earns the next — Step 1's job is to get Step 2 opened. Step 2's job is to get a reply. Never front-load everything into Step 1.
  2. New value every touch — Each step must introduce a new angle, insight, or proof point. "Following up" is not a strategy.
  3. Decay is natural — Open and reply rates drop with each step. Design for this: your best material goes in Steps 1-2, your boldest ask goes in the final step.
  4. Variants multiply learning — Run 2-3 subject/body variants per step. At 200+ sends per variant, you have statistical significance.

The 4-Step Core Sequence

This is the baseline architecture. Adapt timing and angles to your ICP.

StepDayChannelObjectiveAngle Strategy
10EmailOpen + ReplyLead with strongest signal or observation
23-4EmailReplyNew value: resource, benchmark, or case study
37-8EmailReply or ReferralSocial proof or creative ideas angle
414EmailClose or RedirectBreakup ("should I close this out?") or referral ask

Total campaign duration: 14 days Total touches: 4 emails


Extended Sequence (Multi-Channel)

For high-value accounts or enterprise targets, layer in LinkedIn and phone:

StepDayChannelObjective
10EmailSignal-based opening
21LinkedInConnection request with personalized note
33EmailNew value angle
45LinkedInEngage with their content (like/comment)
57EmailCase study or social proof
68Phone"Following up on the email I sent"
710LinkedInDirect message with resource
814EmailBreakup or referral

Total campaign duration: 14 days Total touches: 8 (4 email + 3 LinkedIn + 1 phone)


Variant Strategy

Every email step should have 2-3 variants to enable testing:

Variant TypeWhat You're TestingExample
Subject variantsWhich framing gets opensA: {{company}} outbound vs B: quick question
Opening variantsWhich personalization resonatesA: Signal-based vs B: Problem-based
CTA variantsWhich ask gets repliesA: "Worth a look?" vs B: "Want me to send the playbook?"
Angle variantsWhich value prop convertsA: ROI-focused vs B: Time-savings-focused

Testing rules:

  • Only test ONE variable per variant pair (subject OR body, not both)
  • Minimum 200 sends per variant before drawing conclusions
  • Winner = highest positive reply rate (not total reply rate — ignore "not interested" replies)
  • Rotate winning variants into the "control" and test new challengers

Timing Optimization

FactorRecommendationWhy
Send daysTuesday-ThursdayMonday = inbox overload. Friday = checked out.
Send window8:00 AM - 11:00 AM prospect's timezoneCaught during morning email triage
Step gaps3-4 days between emailsEnough to not feel pushy, close enough to maintain context
Reply windowCheck within 30 min of sendsFast replies to "interested" responses 3x close rate
Match lead ESPEnabledSend from Gmail to Gmail, Outlook to Outlook — improves deliverability

Sequence Settings Checklist

Configure these before launching any campaign:

SettingValueReason
Stop on replyONNever email someone who already responded
Stop on auto-replyOFFAuto-replies (OOO) shouldn't kill the sequence
Text onlyONHTML emails trigger spam filters more often
Link trackingOFFTracking pixels and links hurt deliverability
Open trackingOFFSame — open tracking = invisible pixel = spam risk
Daily send limitPer account limitsRespect your email provider's sending limits
Email gap10-20 minutesTime between individual sends — avoids burst patterns
Random delay5-10 minutesAdds randomness to look human

Escalation Logic

What happens when the standard sequence doesn't convert:

Standard Sequence (14 days)
    ↓ No reply
Wait 30 days
    ↓
Re-engagement Sequence (different angle, 3 steps)
    ↓ No reply
Wait 60 days
    ↓
Trigger-based Re-entry
    (Only re-enter if new signal detected: funding, hiring, tech change)

Never:

  • Re-enroll someone in the same sequence
  • Contact someone who explicitly said "not interested"
  • Send more than 2 sequences to the same person in 6 months without a new signal

Campaign Naming Convention

Use a consistent naming structure so performance data is analyzable:

{Client} - {Segment} - {Angle} - {Version}

Examples:

  • Acme - Enterprise VP Sales - Hiring Signal - v1
  • Acme - SMB Founders - Referral Ceiling - v2
  • Acme - Mid-Market Growth - Tech Stack Change - v1

This makes it trivial to filter analytics by client, segment, or angle.


Architecture Decision Tree

Is the target account high-value (>$50K ACV)?
├── YES → Extended Multi-Channel Sequence (8 touches, 14 days)
│         Layer email + LinkedIn + phone
│         Personalize every touch individually
│
└── NO → Standard 4-Step Email Sequence (4 touches, 14 days)
         Use signal-based personalization at scale
         Rely on variants for optimization

Is this a new persona/segment you haven't tested?
├── YES → Run 3 variants of Step 1 with 200+ sends each
│         Wait for data before building Steps 2-4
│
└── NO → Clone your best-performing sequence
         Swap personalization for new segment
         Keep winning structure intact

Templates

Campaign Launch Checklist

Pre-Launch:
- [ ] ICP and persona defined
- [ ] Lead list built and verified (bounce rate < 3%)
- [ ] Email accounts warmed (2+ weeks, 30+ emails/day)
- [ ] Sequence written (2-3 variants per step)
- [ ] Settings configured (tracking off, text-only, stop on reply)
- [ ] Naming convention applied
- [ ] Test send to yourself and team for QA

Post-Launch (Day 3):
- [ ] Check open rates (target: 60%+)
- [ ] Check bounce rate (must be < 3%)
- [ ] Check spam complaints (must be 0)
- [ ] Review any replies for pattern recognition

Post-Launch (Day 14):
- [ ] Calculate positive reply rate per variant
- [ ] Identify winning variants
- [ ] Document learnings
- [ ] Plan next iteration

Tips

  • Build your sequence backwards — write the breakup email first, then work back to Step 1. This forces you to think about the full arc.
  • The best Step 2 is a reply to Step 1 (literally in the same thread), not a new email. This uses the "thread effect" for higher opens.
  • Don't over-engineer your first sequence. Launch with 4 steps, 2 variants each, and iterate from data. Perfection before launch = wasted time.
  • Keep a "swipe file" of every reply you get — positive and negative. The language prospects use to say "yes" and "no" is gold for future copy.
  • If your open rate drops below 40% mid-campaign, stop sending. You have a deliverability problem, not a copy problem.

Progressive disclosure: load channel-specific templates and industry playbooks only when building sequences for a specific campaign.

Other skills for the same job

Different authors, same problem. Matched on the words in the skill name, across every library in the catalogue except this one.

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