Build what matters. Make it work in production.

You have an idea, a market, maybe some early traction - but the path to a working product isn't clear yet. You might have a team, and people are working really hard - but you don't understand what's going on and when you'll see the result. Or you have a product, but it lost direction.

I help you define what to build, why, and in what order. Then I help you build it. This isn't strategy for strategy's sake - I work hands-on: architecture decisions, roadmap prioritisation, product and development processes, stakeholder alignment, launch.

Everyone's talking about AI. Few companies know how to integrate it in a way that actually creates value - reliably, operationally, at scale.

I design and implement AI-powered systems: from fraud detection and KYC automation to document processing and anomaly detection. I know how to build the product layer, the data pipeline, the human-in-the-loop fallback, and the operational workflow around it. Not just the model.

Fast-growing companies accumulate operational debt the same way they accumulate technical debt - quietly, until it breaks something expensive. I help you find the bottlenecks, redesign the workflows, and build the infrastructure to support growth without chaos.