Where the workflow shifted
Shopify Flow organizes orders, customers, inventory, tags, and actions into workflows, which gives marketing agents a rule layer before they act.
An AI marketing agent should check order value, customer tags, inventory, market, and return risk before sending an offer.
Tool names are not outcomes
The signal matters when it changes how a team ships, reviews, or recovers work, not when it only names another tool.
Check permissions and failure
- Define three triggers: post-purchase retention, abandoned-cart recovery, and inventory or launch alerts
- Keep the test narrow: one low-risk task or tool entry before connecting permissions, logs, failure handling, and human takeover to production
What still needs proof
Without triggers, offers reach the wrong audience and damage margin or trust. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.