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automation2025

The Triage Engine

Hybrid Gmail-to-Calendar Orchestration & Life Triage

The Triage Engine

System Artifacts & Outputs

1 Output
The Triage Engine output image 1

Overview

The Triage Engine is a sophisticated hybrid parser that transforms raw email noise into structured presence. It ensures that critical family communications-specifically those involving my children Liam, Dylan, and Robyn-never stay buried in the noise. By using specialised airline parsers and a strategic priority layer, it protects the boundaries between 'High-Velocity Business' and 'High-Value Family Life'.

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The Origin Story

The kids come first. I built the Triage Engine during a period of severe personal overwhelm to carry the mental load of single parenthood. By writing my children's names (Liam, Dylan, and Robyn) into my code, I ensure that my system prioritises school assemblies and non-uniform days over generic business noise: protecting my presence as a parent while I build high-level architecture.

ROIReal-World Impact

Achieved a 95% accuracy rate in automated event creation. The system reclaims 10+ hours of administrative focus per month by turning the inbox into a passive source of calendar truth.

Challenge

Generic scheduling tools fail to handle 'Messy' real-world data like airline confirmations or localised personal mentions. This leads to missed deadlines, scheduling conflicts, and constant administrative friction.

Solution

A production-grade script with 600+ lines of deterministic logic. It features custom regex parsers for structured airline data and a unique 'Strategic Trigger' layer that scans for family-specific keywords: automatically creating reminders that respect the boundaries between business and life.

Strategic Intelligence

Business Impact & Scalability

This project isn't just code; it's a strategic asset designed to eliminate operational friction and drive measurable conversion. By focusing on Google Apps Script and Gmail API, we ensured a foundation that scales with enterprise demand.

Liam, Dylan, Robyn Priority Filter
Custom Ryanair & AJET Parsers
Bypass-AI Triage Protocol
Industrial-Scale 600+ Line Engine