# Operate AI workflows as production systems — action sheet

Page: https://holisticgrowthmarketing.com/resources/ai-operations.html
Purpose: Understand ai operations and plan the next practical step

## What to establish

Objective: ____________________
Current obstacle: ____________________
Evidence available: ____________________

## Review checklist

- [ ] Define useful success and failure states.
- [ ] Keep a manual fallback for business-critical steps.
- [ ] Alert on actionable failures rather than every routine event.
- [ ] Reconcile external state before retrying a potentially completed write.
- [ ] Review model and vendor changes as operational changes.
- [ ] Track maintenance effort and business quality alongside runtime cost.

## Next step

Explore Managed agent operations: https://holisticgrowthmarketing.com/services/managed-agent-operations.html

## Boundaries

Do not include passwords, API keys, payment details or customer records.