Systems that deliver measurable results.

A selection of projects where systems thinking led to meaningful business outcomes.

Automated Invoice Processing Pipeline

AI Automation. 82% reduction in processing time.

The system now processes 500+ invoices per week with minimal human intervention, freeing the finance team to focus on analysis rather than data entry.

Stack: Python, LangChain, AWS Lambda, React.

Real-Time Facility Monitoring Network

IoT. 60% faster fault detection.

Maintenance shifted from reactive to predictive, with equipment failures caught an average of 4 hours before they would have caused downtime.

Stack: Raspberry Pi, MQTT, Node.js, PostgreSQL.

Internal Knowledge Assistant

LLM Integration. 3hrs saved per employee per week.

Employee onboarding time reduced by 40%, and senior staff reported significantly fewer interruptions as the assistant handled routine knowledge queries.

Stack: OpenAI API, Python, Pinecone, FastAPI.

Smart Operations Dashboard

Full-Stack. 4.2× faster decision-making.

The operations team now operates from a single source of truth with AI-powered early warnings, transforming their approach from reactive firefighting to proactive management.

Stack: Node.js, React, PostgreSQL, OpenAI API.

AI-Powered Inventory Forecasting

AI Automation. 41% reduction in overstock costs.

The buying team now makes data-driven purchasing decisions, with the AI model outperforming manual forecasts in 94% of product categories.

Stack: Python, TensorFlow, React, PostgreSQL.