01 / FINANCIAL ANALYSIS
Human-reviewed financial review
Designed an AI-assisted workflow for reviewing financial documents and transcripts, preparing structured questions and summaries while keeping people responsible for decisions.
AI platforms · cloud engineering · data products
Turning complex business problems into dependable AI products.
I design and build secure, human-centred AI systems and the cloud foundations behind them—from data pipelines and model orchestration to the product experience people use every day.
Based in Johannesburg, South AfricaIndependent work Quantum Shelf products
Selected use cases
Business problems solved with AI and software.
Examples of the business workflows I have helped improve, described without internal product names or proprietary details.
02 / CASH-FLOW FORECASTING
Treasury cash-flow visibility
Built a treasury dashboard and self-service data intake workflow that brought multiple outflow sources into a traceable forecast with useful planning horizons.
03 / AI PLATFORM ENGINEERING
Reliable foundations for AI products
Improved shared application foundations with clearer architecture boundaries, event-driven audit and telemetry, secure workload identity, and reusable cloud infrastructure.
04 / DATA AND AI SERVICES
Applied AI and data engineering
Built cloud-hosted AI services, retrieval systems, workflow APIs, model evaluation, and analytics pipelines for business and operational teams.
Independent product work
Quantum Shelf and its products.
A personal product platform for experiments and useful software. These projects are independent of my consulting work and are at different stages of development.
PLATFORM
Quantum Shelf
A platform shell for bringing applications, games, and labs together, with product access and permissions managed independently from sign-in.
APP
QueueFlow
A focused queue-management product for organising work items and keeping operational tasks moving.
APP
House Stock
A household inventory product in the Quantum Shelf ecosystem, designed to make everyday home stock easier to track.
LIVE EXPERIENCE
CaseDesk Live
An interactive investigation experience where players work a case and a live audience can contribute leads and vote on next steps.
DEVELOPER TOOLING
Orchestrator SDK
An experimental SDK for contextual in-app guidance, connecting semantic actions to navigation and an early natural-language planner.
How I work
Strong foundations. Useful products.
I work across architecture and implementation, connecting business needs to systems that teams can operate, secure, and extend.
AI product architecture
Agent workflows, retrieval, model evaluation, human review, and traceable outputs grounded in reliable data.
Cloud platforms and identity
Azure-native delivery, managed identities, secure data access, infrastructure as code, and environment promotion.
Full-stack delivery
Python services and modern web applications, with CI/CD, operational telemetry, and production support built in.
Experience
Across AI, data, and transformation.
CrossCountry Consulting
Manager, Business Transformation · AI Lab
Leading hands-on architecture and engineering for internal AI products and shared delivery foundations.
Klipboard
Senior AI Software Engineer
Built cloud-native AI and data services, workflow APIs, and evaluation and telemetry capabilities.
Boxfusion · Shesha
Senior AI Software Engineer · Data & AI Tech Lead · Senior Data Analyst
Progressed through data analytics, data and AI leadership, and enterprise AI engineering roles.
Let’s build something dependable.
For AI platform, cloud engineering, and product conversations, reach out by email or find me on GitHub.