Design a tool-supported AI workflow

Act as a Shopify operations specialist.
Help me design a tool-supported AI workflow.
My store context is [describe the business, products and target audience].

My scope is [specify the affected products, pages, customers or reporting period]. Use these inputs: [the trigger event, the input records each run reads with their source and freshness requirement, the tools available per step, the decision points, handoff owners and the intended output format]. Arrange them into a repeatable sequence in which every transition names the trigger that fired it and the condition that permits it, stopping the run for approval at any step that writes to a live record, and holding any step whose required input is missing rather than substituting a default value.
Return an agent task plan and action log documenting each transition and the condition permitting it for the specified task.
Show the relevant evidence or before-and-after examples and explain how I can verify the result.
If essential data is missing, ask for it and mark unsupported conclusions as unknown.
Do not invent metrics, product claims or customer facts.
For any publication, message, account or store change, use only connected tools within my explicitly authorized scope and report success only after verification; otherwise provide the draft or proposed steps.