Use cases / Operations
Find out why products get returned or exchanged
Claude pulls your return and exchange data, groups it by reason and product, and traces repeat-return SKUs back to a likely cause.
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Describe the task
Ask Claude to pull your return and exchange data, group it by reason and product, and trace repeat-return SKUs back to a likely cause.
Connect to my Shopify store, pull the last 3 months of returns and exchanges, group them by reason, and tell me which products are returned most and why.
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What you'll need
- Your Shopify store connected
- At least a few months of return or exchange history
- Your current size charts or product descriptions, if sizing might be the cause
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What Claude does
- Pulls return, refund, and exchange data via the Shopify connector
- Groups returns by product, reason code, and time period
- Flags SKUs with return rates well above your catalog average
- Checks whether the product description or size chart likely contributed, and suggests a fix
What you get
A ranked list of your highest-return products with the likely cause behind each, plus specific fixes to the listing, sizing, or packaging where that's the issue.
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Open this in Claude and point it at your store. You approve everything before it ships.
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Frequently asked questions
- Does this just show which products get returned, or why? Both. Claude groups returns by reason and product, then traces repeat-return SKUs back to a likely cause instead of just reporting the return rate.
- What do I need to have ready? Your Shopify store connected with at least a few months of return or exchange history. Your current size charts or product descriptions help if sizing might be the cause.
- Does it suggest a fix, or just flag the problem? It suggests a fix. Once Claude finds a likely cause, it recommends a specific change to the listing, sizing, or packaging, where that's the issue.