01
Stop trigger
Unsupported promise
paused
AI workflow rollback plan
Plan the recovery before the agent touches real work
The agent sent the follow-up. The reviewer missed the unsupported timeline. The CRM note now repeats it, and the account owner is asking whether anyone can fix the record before the customer replies.
Approval mattered, but it was not enough. A production AI workflow also needs a written recovery path: who stops the run, what gets reverted, who gets notified, which receipt proves the state change, and what must be repaired before the workflow is allowed to act again.
Use this worksheet for one workflow that can affect customers, records, public content, access, money, or regulated work.
Recovery lane map
Stop, repair, then re-enable
One workflow miss becomes an inspectable path, not an emergency meeting.
Do not turn it back on until the failure mode changes.
02
Freeze runs
No send / no write
held queue
03
Inspect receipt
Run ID + sources
receipt found
04
Repair system
Restore or amend
state repaired
05
Notify
Owner / customer
owner notified
06
Re-enable check
Rule tested again
check passed
Evidence checked before the lane opens again
Reviewer decisionBefore/after stateSource freshnessCorrection linkEval case
Rollback is a launch requirement, not a launch-day TODO.
Recovery moment
The question after approval is repair
A strong approval queue keeps many mistakes from executing. Some still get through: the wrong source is shown, the reviewer approves too quickly, the workflow writes to the wrong field, or a model update changes the draft style.
The rollback plan turns that moment into a practiced sequence. Stop the workflow. Find the run receipt. Restore the affected state. Notify the people who need to know. Capture the miss as an eval or policy change. Re-enable only when the failure mode is addressed.
If the workflow touches sensitive data or credentials, pair this plan with the AI workflow security review worksheet so the recovery path does not create a second data problem.
Planning sequence
Write the rollback plan before launch review
Keep the plan short enough to use during an incident. A beautiful runbook nobody opens is less useful than a table with a named owner and a restore action.
Name the stop trigger
Write the condition that pauses the workflow before people debate severity. A bad customer message, wrong CRM update, unsupported public claim, access change, or data-write miss should have a named stop condition.
Assign one recovery owner
The reviewer may not be the person who can repair the record. Name the business owner and the technical owner so the incident does not bounce between ops, security, support, and the builder.
Tie repair to the receipt
A rollback plan depends on the run record. The receipt should show source IDs, before/after state, final action, destination system, reviewer decision, and the correction link or note.
Define re-enable criteria
Do not turn the workflow back on because the immediate mess is cleaned up. Re-enable it only after the failing rule, source, reviewer screen, permission, or eval case has changed.
Copyable worksheet
AI workflow rollback table
Replace the examples with one production workflow. Keep the stop trigger concrete enough that an operator can pause the system without asking for a meeting first.
| Stop trigger | Owner | Affected system | Receipt field | Rollback action | Notification | Re-enable criteria |
|---|---|---|---|---|---|---|
| Customer reply sent with unsupported promise | Support operations lead | Help desk, email, CRM activity | Approved final message, reviewer decision, policy rule, source excerpts | Send correction, amend CRM note, reopen ticket if needed | Customer, account owner, support manager | Reviewer screen shows claim source and blocked promises before send |
| CRM field updated from stale or wrong source | Revenue operations owner | CRM opportunity, activity log, downstream dashboard | Before value, after value, source record ID, run ID | Restore prior field value, attach correction note to record | Account owner, RevOps, workflow builder | Source freshness check and before/after preview pass two review samples |
| Public website or CMS copy published with inaccurate claim | Marketing owner | CMS, published page, search/social snippets if affected | Published copy, source evidence, approver, publish target | Revert page, replace claim, request recrawl if needed | Marketing, sales owner, compliance/security if claim is sensitive | Publish action returns to approval queue until source evidence is visible |
| Access, credential, or permission changed outside policy | Security or technical owner | Identity provider, app role, integration credential | Requested change, approver, destination system, timestamp | Revoke access, rotate credential if exposed, review related runs | Security owner, business owner, affected user or team | Least-privilege rule and escalation path are tested before re-enabling |
| Document extraction wrote bad data to a system of record | Operations owner | Database, admin tool, source document store | Source document ID, extracted field, reviewer edit, final action | Restore previous value, attach corrected source, rerun only after review | Ops manager, record owner, client/contact if the value was shared | Extraction confidence is routed to review and misses join the eval set |
Plain text
Paste this into your launch packet
Use the plain-text version when the team is still planning in a document, ticket, or approval memo.
AI workflow rollback plan Workflow name: Business owner: Technical owner: Date / version: | Stop trigger | Owner | Affected system | Receipt field | Rollback action | Notification | Re-enable criteria | | --- | --- | --- | --- | --- | --- | --- | | Customer reply sent with unsupported promise | Support operations lead | Help desk, email, CRM activity | Approved final message, reviewer decision, policy rule, source excerpts | Send correction, amend CRM note, reopen ticket if needed | Customer, account owner, support manager | Reviewer screen shows claim source and blocked promises before send | | CRM field updated from stale or wrong source | Revenue operations owner | CRM opportunity, activity log, downstream dashboard | Before value, after value, source record ID, run ID | Restore prior field value, attach correction note to record | Account owner, RevOps, workflow builder | Source freshness check and before/after preview pass two review samples | | Public website or CMS copy published with inaccurate claim | Marketing owner | CMS, published page, search/social snippets if affected | Published copy, source evidence, approver, publish target | Revert page, replace claim, request recrawl if needed | Marketing, sales owner, compliance/security if claim is sensitive | Publish action returns to approval queue until source evidence is visible | | Access, credential, or permission changed outside policy | Security or technical owner | Identity provider, app role, integration credential | Requested change, approver, destination system, timestamp | Revoke access, rotate credential if exposed, review related runs | Security owner, business owner, affected user or team | Least-privilege rule and escalation path are tested before re-enabling | | Document extraction wrote bad data to a system of record | Operations owner | Database, admin tool, source document store | Source document ID, extracted field, reviewer edit, final action | Restore previous value, attach corrected source, rerun only after review | Ops manager, record owner, client/contact if the value was shared | Extraction confidence is routed to review and misses join the eval set |
Receipt connection
A rollback plan without receipts is guesswork
When something goes wrong, the team needs more than a Slack thread. The agent receipt should point to the source record, proposed action, reviewer decision, final action, destination system, and correction path.
That receipt tells the rollback owner what to repair. It also tells the builder what to change before autonomy expands: a blocked action, stronger source check, clearer reviewer evidence, narrower permission, or a new eval case.
Related artifacts
Connect rollback to the rest of the control set
A rollback plan works best when the approval policy, queue, receipt, and data boundary all point to the same recovery path.
AI workflow case record
Use this when one work item needs a retained destination check, current owner, blocked actions, and named retry or rollback authority before the next transition.
Copy the case recordAI workflow controls guide
Use the full controls map when rollback needs to connect with approval policy, shadow runs, review queues, receipts, evals, and observability.
Open the controls guideAgent receipt template
Use this when the rollback owner needs a durable run record: trigger, sources, proposed action, reviewer decision, final state, and correction path.
Copy the receipt templateApproval queue guide
Use this when the easiest rollback is prevention: proposed actions stay held until a reviewer sees the evidence and execution preview.
Design the approval queueSecurity review worksheet
Use this when rollback depends on data boundaries, vendor exposure, credentials, retention, or security escalation.
Map the security boundaryBring one workflow and its worst credible miss
BaristaLabs can help map the approval boundary, receipt fields, rollback owner, and re-enable criteria before an AI workflow receives more permission.