An Arabic interface for specialised investment assistants.
Right-to-left product engineering, persistent conversations and separate knowledge contexts.
The challenge
Specialised investment assistants needed to operate inside an existing portal. Arabic right-to-left presentation, returning conversations, separate knowledge contexts and visibility into model usage had to work together.
The application separates the conversational interface and session history from assistant knowledge and business logic. A custom React interface connects to PostgreSQL conversation storage and agent integrations. Per-user and per-query usage reporting provides an operational view of consumption, while separate knowledge collections support the different assistants.
Contribution and outputs
The application work for an investment organisation covers the Arabic interface, conversation storage, assistant integration, usage reporting and deployment assistance.
- Custom Arabic and right-to-left interface
- Persistent conversation and session handling
- Integration with separate assistant knowledge stores
- Per-user and per-query token reporting
- Deployment assistance for the organisation’s servers
