Portfolio
Building Intelligent Products
From enterprise platforms to experimental side projects, each initiative explores the intersection of data, AI, and human decision-making.
DataLab - Mortgage Analytics Platform
A modern analytics environment empowering Australia's mortgage-broker ecosystem with actionable intelligence. Built from the ground up to deliver industry, peer, and self-benchmarking insights.
Key Features:
- •End-to-end data architecture with Bronze/Silver/Gold layers
- •Strong Row-Level Security (RLS) and data governance
- •Lender-level dashboards with comparative analytics
- •Real-time data pipeline orchestration
Technologies:
MIRA - Generative AI for Financial Insights
An intelligent assistant designed to provide personalized financial insights using transaction data and LLM reasoning. Built to demonstrate responsible AI practices in fintech.
Key Features:
- •Credit-based session management for cost control
- •Real-time token usage tracking and optimization
- •Multi-agent reasoning architecture
- •Retrieval-Augmented Generation (RAG) for accurate responses
Technologies:
MwalimuPlus - E-Learning Platform
Spearheaded the development of an innovative e-Tutoring solution, empowering students to excel in math independently. By curating a comprehensive range of learning materials, we aimed to revolutionise the education sector in Eastern Africa.
Key Features:
- •Adaptive learning platform for mathematics
- •Comprehensive curriculum for Eastern African students
- •Student progress tracking and analytics
- •Mobile and web-based learning interface
Technologies:
Geospatial Analytics & Agile Transformation
Led the development of Visa's patented Geospatial Analytics Capability and rolled out Agile methodology across Visa Consulting and Analytics teams in Asia Pacific.
Key Features:
- •Developed patented algorithm using AI and VisaNet data for tourism insights
- •Rolled out Agile delivery framework across Visa Asia Pacific Consulting and Analytics
- •Enabled data-driven decisions for small businesses across Australia/NZ
Technologies:
Other Notable Work
Mental Health Deconfliction
NSW Police Force
Led implementation of a project improving community safety through data-driven mental health intervention strategies.
Maeve RegTech System
TIQK
Designed and enhanced TIQK's expert system using NLP and ML to create a flexible compliance platform for financial services.
iCFS Tutoring System
University of Canterbury
Developed an Intelligent Tutoring System for financial accounting using adaptive learning algorithms and real-time feedback.