Problem

Organisations often faced inefficient resource planning, resulting in:

• Inaccurate forecasting

• Poor project pipeline decisions

• Missed strategic opportunities

Existing resource management tools lacked:

• Scenario planning features

• Visual insight into how pipeline changes affected KPIs

Solution

Led the design of a decision manager interface to:

• Enable scenario planning for project pipelines

• Allow users to simulate changes and see real-time impact on organisational KPIs

• Leverage the in-house digital twin framework to mirror real-world project/resource dynamics

• Design with scalability in mind, ensuring modular UI components and future extensibility

Collaborated with engineering to integrate simulation logic and with product to define use cases.

Outcome

• Supported enterprise sales by accelerating proof-of-concept timelines

• Unlocked scalable product opportunities for future planning and ops tools

• Highlighted trust and explainability as key differentiators for roadmap