Case Studies

Please find below some selected work that illustrates

AVEVA

Designing AI-Assisted Refinery Scheduling

Led design for an AI-driven refinery scheduling system, shaping the interaction model for a highly reactive, constraint-heavy domain. Framed system complexity into clear mental models and decision flows - contributing to 1–3¢ per barrel margin improvements and a 50% reduction in training time.

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FIVE AI/BOSCH MOBILITY

Scaling Autonomous Vehicle Verification

Owned end-to-end design of core test configuration and results workflows for a safety-critical autonomous driving verification platform. Post-acquisition, I mapped and clarified a fragmented testing ecosystem, aligning evaluation models and redesigning reporting structures to support enterprise-scale adoption.

COGNA

Building Data Foundations for AI-defined software

Led research and design to establish a dedicated Data Space for customer data. Brought fragmented notebooks, pipelines, and schema into a coherent, inspectable layer, grounding AI-defined applications in explicit data foundations