Observed
Outcomes.
Revenue uplift is not an accident. It is a designed output of a correct system.
Log
High-probability infrastructure deployments. Notes on neural loops and lifecycle trajectory.
Protist: Revenue Loop Engineering
Architecting a multi-region Customer.io setup for high-volume SaaS. We implemented predictive churn scoring that triggered automated recovery sequences, yielding a 42% decrease in churn.
EcoSphere: Global Lifecycle Sync
Integrating complex behavioral event data with automated mailing streams. Synchronizing customer state across 12 regions for high-conversion drip campaigns.
Alvion AI: Algorithmic Retention
Deployed a machine-learning model to predict user churn based on transaction velocity. Automatically triggered engagement loops reducing churn by 18% in Q1.
Studio1 Design: Fleet Telemetry
Unified 4 distinct data silos into a single Customer.io instance. Enabled real-time notifications for global logistics managers, increasing operational efficiency by 30%.
