01 Challenge
Complex operating states need better visibility
Teams needed faster visibility into complex operating conditions and a better way to explore scenarios before decisions were made.
02 Approach
Unify simulation and monitoring
I delivered a digital twin interface that supports operational simulation, visual monitoring, and scenario review in one environment.
03 Execution
Interface architecture shaped around stakeholder reviews
I led interface architecture, ingestion workflow planning, and iterative feature delivery based on stakeholder review cycles.
04 Outcome
Shared understanding improved
The platform improved shared operational understanding and reduced friction during planning and review sessions.
Technical delivery
How the product was shaped
This POC explored how asset condition, process state and scenario comparison could be presented safely before live operational integration. The emphasis was on a traceable simulation and decision interface rather than claiming control of a production facility.
Asset hierarchy before visualisation
Facilities, systems, equipment and sensors need explicit relationships before a dashboard can explain cause and impact. The prototype organised state around that hierarchy, allowing a user to move from an overview condition to the relevant equipment and supporting signal without treating every metric as an isolated chart.
Separating observed and simulated state
Scenario comparison is useful only when users can distinguish a live observation, historical record and hypothetical value. The interaction model labelled scenario context and kept alternative states reversible, creating a safer basis for discussion than silently replacing the current operational view with simulated data.
A POC that surfaces production questions
The work made integration boundaries, update cadence, data quality, permissions and audit expectations visible to stakeholders. It demonstrates technical product thinking around a regulated operational domain while remaining clear that the public version uses simulated or representative information.