Prepare a manual sales work queue after an AI automation fails

Contain the incident through the approved owner

Define a trigger such as unexpected CRM changes, duplicate drafts or a run that stops without a clear outcome. The designated operator follows the existing incident process to pause affected automation where authorized. AI should prepare the handoff from approved metadata, not disable systems, delete records or send customer corrections on its own.

Capture run ID, workflow version, time window, affected object IDs, intended actions and available execution statuses. Preserve evidence in the controlled location. Do not paste credentials or unnecessary customer message contents into a troubleshooting prompt. Missing logs are an uncertainty to resolve, not proof that no action occurred.

Separate completed, failed and uncertain actions

Build a work queue with one row per intended action: record ID, action type, execution evidence, current observed state, owner, duplicate risk and next review. A run-level error does not establish that every row failed. Use uncertain when the system acknowledged a request but its final outcome is not known.

In a fictional follow-up workflow, three drafts were saved before the fourth action timed out. Replaying the entire batch could create duplicate work or repeat an outbound action in a differently configured system. The owner should inspect the actual destination state and approve only the remaining tasks. Do not let a model infer completion from the order of log messages alone.

Restore service with a controlled verification step

Ask the workflow owner to define which work can proceed manually and which must remain held. Assign each manual task once and record completion evidence. For sensitive customer-facing consequences, follow the organization’s communication and escalation process. Reversing a field change does not necessarily recall a message or restore every dependent action.

Before an authorized restart, test the corrected workflow against the specific failure case using fictional records and restricted tools. Confirm that prior successful work will not be repeated, then reconcile the resumed queue against the incident register. Review the cause and update the operating instructions. A clean test result demonstrates that selected case only; it does not prove the workflow cannot fail again.

Review checklist

• Use the approved operator and preserve run evidence.
• Track individual actions rather than only job status.
• Hold uncertain outcomes before retrying.
• Assign manual tasks once with completion evidence.
• Test the failure case before authorized restart.

Source context and limits

OWASP recommends external tool controls, monitoring and incident procedures for LLM workflows. Our action-level recovery queue is an editorial operating method; recovery capabilities depend on the actual systems and approved incident policy.