What Happens When AI Shopping Assistants Guess My Store’s Policies?
When your policies are missing or unclear, an AI shopping assistant fills the gap with a guess, and your team deals with the return or complaint that follows. The fix is to publish clear policies where AI channels read them, such as Shopify’s knowledge base for agentic storefronts. Then make sure the conversations that come after the sale reach a system that knows your real rules. AeroChat answers policy and order questions on your own channels from your store data and your written policies. It does not control ChatGPT or any other assistant.
Shopify behavior from Shopify’s help center: Shopify agentic storefronts and Answering customer questions with your knowledge base, both checked 11 November 2026.
Why it happens
Merchants on the Shopify Community raise three versions of the same worry. One asks whether orders placed through AI shopping assistants lead to more returns than usual. Another points out that post-purchase tools they rely on don’t fire for orders checked out inside an AI chat. A third looked through many store catalogs and found most product pages don’t state a return policy, which leaves an assistant to infer one.
An assistant can only repeat what it can find. If the returns window, shipping times or exclusions are not written down in a place it reads, it answers from general patterns. The shopper then buys expecting a policy you never offered.
What Shopify’s help center says
Per Shopify’s help center, checked 11 November 2026:
- Agentic storefronts let customers shop your products through AI channels including ChatGPT, Google AI Mode and Gemini, Microsoft Copilot and Meta. It is active by default for eligible stores.
- On ChatGPT, customers finish the purchase on your online store checkout. On Google, Copilot and Meta, they can buy inside the channel through Shopify-powered checkout if direct checkout is turned on.
- Orders from AI channels show in your Shopify admin with channel or referrer attribution, and Shopify says you keep the customer relationship and the post-purchase experience.
- The knowledge base holds facts AI agents use for non-product questions: your terms, privacy, shipping and returns policies, return window, refund details, warranty, contact information and extra facts you add. Shopify generates many facts from a scan of your storefront, and scanned facts stay unpublished until you publish them.
The usual fixes and their limits
- Write the policy on every product page. It helps shoppers and assistants alike. It takes upkeep when a policy changes, and it doesn’t answer “where is my order” or “can I swap this” after the sale.
- Review and publish your Shopify knowledge base. This is where Shopify says AI agents look for non-product answers. Check every scanned fact before you publish it, because it is what assistants will repeat.
- Write a clear FAQ page. Useful, but an FAQ cannot check an order, so post-purchase questions still land in your inbox.
- Hope the assistant gets it right. You don’t control what a third-party assistant says, so the safest move is to publish clear facts and handle what follows yourself.
How to handle it in chat with AeroChat
Customers who bought through an AI channel still come back to you with questions: can I return this, when will it arrive, can I change the size. AeroChat answers those on WhatsApp, Instagram, Messenger, web chat and email. Policy answers come from the policies you add to AeroChat’s knowledge, and order answers come from the order in Shopify, whichever channel placed it. When a customer quotes a policy you don’t have, AeroChat states your actual policy, politely and clearly, and offers what you do allow.
Customer: I bought this lamp through ChatGPT and it said I get 60 days to return it. Can I send it back? (example)
AeroChat: Thanks for asking. Can you share your order number and the email you used?
Customer: #5310, lee@example.com
AeroChat: Thanks, Lee. Our return window is 30 days from delivery (example), and order #5310 was delivered 12 days ago, so you are well inside it. Would you like me to start the return now?
In Shopify: the order shows its AI channel attribution, and AeroChat opens the return request on it once Lee confirms.
Copy this into AeroChat
When a customer asks about returns, refunds, shipping times, warranty or any store policy, follow these steps.
- Answer only from our policies in the knowledge base. Never guess a window, fee or exception.
- If the customer quotes a policy that differs from ours, for example one they were told by another assistant, tell them our actual policy kindly and clearly.
- If the question is about their order, ask for the order number and the email or phone number they ordered with, and verify them against the order in Shopify.
- Apply our policy to that order. If they are inside our 30-day return window (example), offer to open a return request.
- If they ask for something our policy does not allow, hand the conversation to our team with the order details.
Reply in the customer’s language.
Put in your own return window and policies before you paste it.
What to connect
- Your Shopify store. Built in. Install AeroChat from the Shopify App Store and connect your store, so AeroChat reads products, pages, policies and orders, including orders placed through AI channels.
- Your written policies. Add the same returns, shipping and warranty text you publish in Shopify’s knowledge base, so every channel gives the same answer.
- Your messaging channels. Connect WhatsApp, Instagram, Messenger and email so post-purchase questions reach AeroChat wherever the customer asks.
Questions
Can AeroChat change what ChatGPT says about my store?
No. AeroChat runs on your own channels. What AI channels say about your store depends on what you publish, such as your Shopify knowledge base and policy pages.
Do orders from AI channels show up in Shopify?
Shopify’s help center says they do, with channel or referrer attribution. AeroChat looks them up like any other order.
What if a customer insists the assistant promised them something?
AeroChat states your policy and offers what you allow. If the customer still disagrees, it hands the conversation to your team with the order and the chat so far.
How do I stop my own chat assistant from guessing?
Give it your real policies and let it check orders in Shopify. See how to stop an AI chatbot giving wrong answers and the glossary entry on AI hallucination.
Using a different system? If it has a public API, it connects to AeroChat the same way: describe what you want, paste in its key, and it runs.
Can’t find your tool? Message us in the chat on this page and we’ll tell you how it connects.
Answer post-purchase questions from your real policies
Install AeroChat, add your policies, and ask your own store chat about returning an order.
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