Pre-Purchase AI on Shopify vs Post-Purchase
Pre-purchase can live on-site. Post-purchase must see the order. Do not buy one tool and hope.

Practical guides on AI support, WISMO, returns, helpdesk comparisons and the metrics that tell you if automation is working.
266 guides · page 3 of 23
Pre-purchase can live on-site. Post-purchase must see the order. Do not buy one tool and hope.

Read order, cancel, refund, exchange, recapture. Tick the boxes on paper before you tick them in software.

Short pages, one decision, dates in the first line. Blog posts do not belong in the retrieval set.

Tags are for routing and reporting. If the agent cannot tag WISMO vs refund, your dashboard is folklore.

Company location, price lists, and net terms. A consumer refund cap on a wholesale invoice is a bug.

Chargeback mentions end the automation. The agent collects the order facts and stops talking about goodwill credits.

Multiple brands, Markets, and a lead who writes rules. Plus without an agent is just a bigger inbox.

POs, net terms, and damaged cartons. DTC photo rules do not apply to a 40-unit carton without a receiving note.

Curation complaints are not defects. Skips and customization windows are the product.

Glass, coatings, and missing parts. Photo + replacement part vs full unit. Write the menu.

Size runs fast. Exchanges need speed. Stains are not defects. Write both.

Band/cup exchanges and hygiene rules. Photos of worn product should not be the default ask.

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