Designing a scalable AI platform for enterprise intelligence
TWG provides a suite of AI-powered products designed to help organizations align people, data, and decision-making across complex business environments in banking and financial sectors.
The challenge was creating a flexible platform capable of supporting multiple enterprise use cases while maintaining a consistent user experience across different industries and workflows.
Challenge
Enterprise clients required highly specialized AI workflows ranging from regulatory change management and legal research to financial risk monitoring and executive knowledge management. The platform needed to support these varying use cases without becoming fragmented or overly complex.
Approach
Helped establish a scalable product framework built around reusable interaction patterns, shared components, and adaptable workflow structures.
Working closely with stakeholders and engineers on the team, designed experiences that balanced flexibility with usability while supporting increasingly sophisticated agent-based solutions.
Key areas included:
- Conversational AI experiences
- Research and knowledge discovery workflows
- Agent configuration patterns
- Enterprise design system foundations
- Multi-client product scalability
Outcome
The resulting platform provided a shared foundation that could support a growing ecosystem of AI-powered enterprise solutions while enabling faster delivery of new client experiences. The scalable design system made it easy for new brands to be added to the portfolio with consistent user interface elements and bespoke branding.