Building products that matter.
Executive product leader helping organisations navigate 0→1 builds, AI-native architecture, and strategic complexity. I bring founder-level ownership to every challenge.
Let's talk →Three ways I create impact
Executive Leadership
Building and scaling product organisations with board-level vision and hands-on execution.
AI Architecture
Designing agentic systems and LLM workflows that create compounding competitive advantage.
Venture Design
Crafting defensible market entries through systems thinking and business model innovation.
Projects that shaped my practice
Open-architecture robotics framework
Hardware-agnostic integration layer for ROS2, MuJoCo, IsaacSim. Reducing platform lock-in through abstraction design.
JobEasy professional knowledge graph
Graph-first domain model for professional matching. Improving relevance, explainability, and platform adaptability.
Prompt-engineered UX generation system
Reusable agentic system for design concepting. Consistent output quality through constraint architecture.
AI-generated t-shirt commerce model
LLM-driven product design-to-market pipeline. Automated creative generation with commercial validation.
Camping platform disruption model
South African market-entry mapping. Defensible wedges and operational constraints for vertical expansion.
AI coding platform strategic benchmarking
Platform-thinking analysis of emerging AI coding tools. Positioning and scalability assessment.
PAIA regulatory application framework
South African compliance architecture. Executive-level governance and risk mitigation systems.
AI model pricing comparative analysis
Unit economics and cost-optimization strategy. Founder-level resource sensitivity for AI products.
Ideas on product, systems, and strategy
Architecture before interface: why sequence determines product quality
The best products are built from the inside out. When you start with the interface, you constrain your thinking. Start with the architecture.
Defensibility in AI products: what actually compounds advantage
Data moats are overrated. The real defensibility lies in workflow integration, user behavior lock-in, and the speed of your feedback loops.
Strategic product leader who believes in systems over features.
I work at the intersection of executive product leadership and hands-on AI-native system design. My career has been shaped by building at founder level — designing organisations, platforms, and market entries where the architecture itself becomes the strategy.
Based in South Africa with global reach. I operate best where there's strategic ambiguity, technical complexity, and a need for structured reasoning over reactive execution.
Operating Principles
- Systems over features — architecture first
- Commercial viability — scrutiny from day one
- AI as leverage — force multiplier, never theatre
- Platform defensibility — moats, not products
- Structured reasoning — evidence-based decisions
- Founder ownership — accountability without dependencies
Ready to build something meaningful?
I'm open to conversations about product leadership challenges, AI-native system design, and venture-stage builds.