A request that touches several systems can succeed in one place and fail in another. That partial state needs to be visible.

Map the steps and their reversibility before automating them, especially actions that cannot simply be undone.

Save progress at explicit checkpoints, including external confirmations, so recovery can tell what already happened.

Agree any compensating action with the business owner. Deliberately break the chain after each side effect and rehearse the next decision.

Do not pretend that every system shares one all-or-nothing transaction. A truthful business state and a reviewed recovery path are more useful than automatically repeating the entire workflow.

Original article explainer. AI-assisted conceptual illustration and neural narration; original synthesized music. Not a human recording or customer result.