• Multilingual Demand: Arabic and English had to be fully supported in the fintech use case.

  • API Fulfillment: Bots needed secure, low-latency access to existing REST APIs.

  • Channel Versatility: Bots were expected to work across mobile web, desktop portals, and future IVR/voice systems.

  • Cloud-Native Design: Each client preferred a scalable, serverless, cloud-native footprint.
  • Domain-Specific Logic: Fintech required transactional workflows; retail needed real-time updates tied to order lifecycle.