Order Editing. Shopify merchants lack a native workflow to add items to an existing order post-checkout, forcing manual workarounds like cancelling and reordering or creating split orders. An LLM agent reasons across Shopify order state, customer history, inventory, fulfillment status, payment authorization windows, and fraud signals before modifying. Add-on request intake widget, AI analysis, draft order delta payment orchestrator, 24/7 automation.