Most teams struggle not with lack of technology, but with too many options like - AI, automation, IoT, digital twins, XR, cloud, edge.
Choosing incorrectly often leads to overbuilt or fragile systems.
How Shwaira helps:
- Shwaira begins by identifying the decision, process, & system behavior that needs improvement.
- We then assess data availability, latency requirements, reliability constraints, and operational risk before defining the technology mix.
- This ensures AI, automation, or simulation is introduced only where it creates real system value.