AI · 2026-06-06 · 9 min read
Production vs Demo AI Systems
How to tell demo AI from production systems: write-back, auth, retries, evals, and a bridge plan from prototype to live workflow.
Demo AI looks clever in a slide. Production AI survives bad inputs, auth expiry, and Monday morning volume.
## Demo tells
- Happy-path prompts only
- No write-back to CRM or billing
- Secrets in a personal account
- No retries, alerts, or ownership
- Model answers without retrieval or tools
## Production tells
- Clear triggers and data contracts
- Scoped tool access for actions
- Human escalation paths
- Logs and replay for failures
- Evaluation set and regression checks
- Credentials in the client's cloud / workspace
## Bridge plan
1. Pick one workflow with a measurable KPI
2. Ship the smallest reliable version
3. Add AI only where judgment is needed
4. Instrument, then expand
## Next step
If you have a prototype that works in the demo, we specialise in hardening it into something ops will trust.