Executive Summary
Architected a lifecycle-based automation framework in HubSpot, cutting workflow maintenance time by 70% while improving customer conversion rates by 35%.
Context & Challenge
The marketing team had built dozens of automation workflows creating complexity.
Automation had become a liability. The team spent more time maintaining workflows.
Strategy & Architecture
Designed lifecycle-based automation architecture with clear stage definitions.
Outcomes & Quantified Results
Workflow Count: -60% · Maintenance Time: -70% · Conversion Rate: +35%
Strategic Lessons & Principles
- Architecture before automation.
- Lifecycle stages simplify everything.
- Governance prevents chaos.