The demo proves the easy part
A prototype usually demonstrates that a model can respond to a curated example. Production must handle identity, permissions, bad input, unavailable systems, latency, cost, version changes, monitoring, support and exceptions every day.
When the pilot ignores those conditions, its apparent accuracy is not the same as operational reliability.
Ownership and integration are common gaps
A useful output still fails if nobody owns the queue, source documents are outdated, CRM fields are ambiguous or staff continue working outside the new process. Integration is as much about operating roles and incentives as APIs.
- Name a business owner and technical owner
- Baseline the old process
- Design exception and rollback paths
- Budget for training, monitoring and improvement
Scale evidence, not enthusiasm
Use a controlled group, real workflow and pre-agreed measures. Track hidden manual work as well as visible speed. Review failure modes with the people affected.
Production readiness means the system can be operated, supported, audited and stopped—not simply that stakeholders liked the demonstration.