CRM / Retention / Winback Strategy Engines
Lifecycle automation engines for conversion, retention, and revenue recovery
Media & Demos
CRM Workflow Editor — Omnichannel Retargeting Engine
Role
Systems Architect
Period
2026
Category
full stack
Overview
A generalized playbook of production CRM strategy engines: lead capture routing, lifecycle segmentation, retention triggers, and winback automation. Built as reusable strategy architecture, not tied to a single business domain.
Key Highlights
- Lead-routing engine with source/channel attribution and SLA-based escalation
- Retention segmentation by lifecycle stage, recency, frequency, and conversion intent
- Winback automation for dormant cohorts with offer ladders and cadence controls
- Campaign measurement framework: uplift tracking, holdout groups, and cohort-level LTV
- Operational safeguards: frequency caps, suppression lists, and policy-compliant messaging windows
Tech Stack
Links
Summary
On-page overviewThis 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 generalizable CRM architecture that converts one-off campaign execution into repeatable, analyzable systems.
Team & Role
Architected the full strategy and execution model end-to-end.
What I Learned
CRM performance compounds when lifecycle state, attribution, and message governance are modeled as system primitives rather than campaign spreadsheets.