Concept
2026Design write-up only. No public code or deployment.

CRM / Retention / Winback Strategy Engines

Design for lifecycle automation: lead routing, retention and winback

Media & Demos

Role

Designer

Period

2026

Category

full stack

Overview

A reusable design for CRM strategy engines: lead capture routing, lifecycle segmentation, retention triggers, and winback automation. It is architecture and strategy documentation, not tied to a single business domain.

Key Highlights

  • Lead routing with source/channel attribution and escalation rules
  • Retention segmentation by lifecycle stage, recency, frequency, and conversion intent
  • Winback automation for dormant cohorts with offer ladders and cadence controls
  • Measurement design: uplift tracking, holdout groups, and cohort-level LTV
  • Safeguards: frequency caps, suppression lists, and messaging windows

Tech Stack

Python / FastAPI
PostgreSQL
Event-Driven Workflows
Lifecycle Automation
Attribution Analytics
A/B Testing

Summary

On-page overview

This is a concise summary of the challenges, solution, and outcome for this project. Use the Case Study button above for the full deep dive.

The Problem

Most businesses run fragmented CRM motions where acquisition, retention, and winback are handled as disconnected campaigns, causing weak attribution and inconsistent follow-through.

The Solution

Defined reusable strategy engines that convert lifecycle state changes into deterministic actions: lead routing, retention nudges, and winback sequences with measurable guardrails.

The Outcome

A reusable CRM design that turns one-off campaign execution into repeatable, analyzable steps.

Team & Role

Wrote the strategy and execution model.

What I Learned

CRM performance compounds when lifecycle state, attribution, and message governance are modeled as system primitives rather than campaign spreadsheets.