Teams needed faster visibility into complex operating conditions and a better way to explore scenarios before decisions were made.
I delivered a digital twin interface that supports operational simulation, visual monitoring, and scenario review in one environment.
I led interface architecture, ingestion workflow planning, and iterative feature delivery based on stakeholder review cycles.
The platform improved shared operational understanding and reduced friction during planning and review sessions.
Interactive frontend, ingestion workflows, simulation-oriented UI