Guides for ecommerce and operations teams
Where AI saves hours at a consumer brand and where a person still has to decide, written for operations leads rather than technologists.
- Amazon search suppressed: why listings get suppressed and how to fix them from your own product dataA search-suppressed listing loses its place in Amazon search until someone notices. A fix typed into Seller Central often lasts until the next feed. Here is how to find the cause and fix it in the product data every channel reads from, with a person on the approval.
- Vendor chargebacks and retail deductions: how suppliers work them before the dispute window closesEvery short-paid remittance is money a retailer has already kept. Getting it back means matching each line to its order and proof of delivery before the retailer's window closes. Here is a method, and where an agent fits.
- AI customer service for Shopify brands: automate where-is-my-order, keep refunds with a personOrder status and return requests come up every day at a Shopify brand, and helpdesk bots answer some of them. Measure their share in your own inbox before you estimate savings. Here is where the rest of the hours go and which decisions belong with your team.
- AI chatbot disclosure laws for ecommerce brands in 2026: California, Utah, Maine and the EUA brand that sells nationally already has customers in states with chatbot disclosure laws, and since August 2026 the EU has its own rule. One design choice covers most of them. Here is what each rule says, with a checklist at the end.