Write a simple stop plan for an AI workflow

A useful AI stop plan tells someone what to do when the workflow is behaving unexpectedly and the usual operator is unavailable. It should identify the affected workflow, the person authorized to act, the controls that stop further work, and the evidence needed before restarting.

Write this plan before adding external actions. Keep a copy available outside the workflow itself. A chat assistant that depends on the failing connection should not be the only place staff can find the shutdown instructions.

This is an operational planning guide for a small business. It is not a complete incident-response program or a promise that a stop control can undo actions already performed.

Define the situations that justify stopping

Choose triggers that are observable. Examples include an unexpected external recipient, an unexplained increase in action volume, access to another business's records, repeated uncertain writes, or evidence that a connection credential may be exposed.

Different problems justify different scope. A broken summary format may call for pausing one workflow. Suspected misuse of a shared connector may require a wider stop. Record who can choose each level and who serves as backup. Do not require staff to prove the entire cause before they can prevent further potential harm.

NIST's current incident-response guidance integrates preparation, detection, response, and recovery considerations into broader cybersecurity risk management. Use that as a reference for developing a proportionate process rather than treating incident handling as a single emergency button. NIST SP 800-61 Revision 3.

Inventory the controls you actually have

List the application, scheduler, queue, provider connection, and any separate agent client involved. Beside each, write the exact administrative location, authorized operator, and expected effect of its stop control. Verify those details in the chosen product; avoid inventing a menu item because the plan would be simpler with one.

A useful layered design can stop new business requests, block new external dispatch, and disable the affected connection. The order depends on the incident, but the operator must understand which work can continue between steps. Keep unrelated accounts and workflows outside the response unless evidence requires a broader action.

Record any control you cannot access during an identity-provider outage. Arrange an approved recovery route with the responsible administrator in advance. Do not improvise broader permanent access during the incident merely to make the stop easier.

Distinguish pausing from deleting

For a queue-backed workflow, pausing delivery can preserve pending work for investigation. However, it may not stop new work from entering the queue. Cloudflare documents that paused queues continue receiving messages and that those messages remain subject to retention expiry. Cloudflare pause behavior.

The same documentation warns that purging permanently deletes stored messages and that in-flight messages may still be processed. Purging therefore should not be the default response to a confusing backlog. It can remove evidence without retracting the work that matters most. Purge limitations.

Your plan should identify both the intake stop and the execution stop. For irreversible cleanup, require a separate deliberate decision after the relevant evidence and recovery needs have been considered.

Keep a small incident record

Open a restricted incident record containing the first observed time, symptoms, affected workflow, operator, and actions taken. Separate facts from possibilities. An unusual destination is an observed fact; a conclusion that data was stolen requires further evidence.

Preserve operation identifiers, approval references, provider receipts, relevant configuration versions, and redacted errors. Keep original evidence under controlled access. Avoid pasting customer data, credentials, or entire activity exports into a broad team conversation.

Assign one person to maintain the timeline. Assign another, if available, to communicate confirmed impact and the current operating workaround. Decisions about customer notices or other consequential external communications should go through the responsible owner and appropriate advisers.

A fictional stop rehearsal

Cedar Sample Scheduling is a fictional business testing appointment reminders. A rehearsal introduces a batch containing an unapproved recipient. The operator pauses new reminder requests, blocks further sending, and identifies operations submitted before the block took effect.

Two sample reminders have confirmed provider receipts. One has an uncertain result. The team keeps the uncertain operation on hold while checking the provider record; it does not send a replacement reminder automatically. Pending approvals are suspended so restarting a worker cannot release the rest of the batch.

The rehearsal ends with a list of known effects and unresolved items.

Set restoration criteria before restarting

Restoration should depend on evidence. Write down the cause that was addressed, the changed configuration or software version, and the tests that now pass. Include the original failure case, a normal case, a revoked-access case, and a duplicate-delivery case where relevant.

Review pending work individually or through a controlled, permission-checked process. Old approvals may no longer match current recipients, content, or business intent. Restoring a database should not silently re-enable revoked connections or replay completed actions.

Resume with a limited sample and active observation. Expand only after the owner reviews the outcome. Define the signals that would cause another pause. Record the decision and the person who made it.

Complete the one-page stop plan

Use these fields as your final checklist:

1. Workflow name, purpose, and connected systems
2. Stop triggers and the permitted scope of each stop
3. Primary operator, backup, and administrative access route
4. Steps for blocking intake, dispatch, and connection use
5. How to identify and reconcile in-flight operations
6. Evidence location and rules for handling sensitive details
7. Manual operating workaround and communication owner
8. Restoration tests, reviewer, and limited-resume procedure
9. Last rehearsal date and unresolved limitations

Walk a backup operator through the plan using fictional data. If they cannot find a control or explain its effect, revise the instructions and the setup before relying on them.

Bring the completed plan to InstallAI when discussing a workflow. It provides a practical basis for agreeing who operates the system, how it stops, and what must be true before work resumes.