Why it matters
For teams building production AI, the transition from prototype to scale is the primary friction point. Engineering leads must prioritise operational reliability and performance to ensure long-term value.
Key points
- Pilots often overlook critical operational requirements such as latency and cost at scale.
- Successful deployment requires rigorous evaluation frameworks that move beyond basic manual testing.
- Infrastructure readiness and data quality remain the most common bottlenecks for enterprise deployment.
