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Can AI be used to address differences among products within the same category?

Nathan Rivera
April 15, 2024 at 8:52 am
I work in the furniture industry with thousands of products and continuous new product listings.   Consumers often inquire about variations in materials and sizes between similar pieces of furniture, placing a significant burden on my support team. Generating comparison pages for every query we receive is unfeasible due to the volume of requests.   Given the potential of AI to suggest comparable items, could it also be leveraged to pinpoint disparities among products and present these distinctions to consumers? Such a system can alleviate my workload significantly and potentially reduce bounce rates as well.
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Warranty Flow Improvement - Label & No Label notification

Jason Ma
February 3, 2025 at 7:26 pm
When a warranty is approved, you can choose to include an label. In the “Warranty claim approved” email, there is no ability to account for this decision. We would need to add an ability to have wording around a label being included as well as a label not being included. Below is an example email we have now.   Two ways this could be addressed: 1. Split this notification into 2 notifications: “Warranty claim approved - with label” and “Warranty claim approved - no label”. 2. Add Flows to Warranties with Split functionality for generated labels.
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Ability to refund shipping automatically in the returns portal

Jeremy Bobbitt
February 3, 2025 at 8:19 pm
Currently you can manually refund the shipping fee in the admin manually, but would like the ability for it to be automatic.
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Saving Clients

Scott Williams
August 20, 2026 at 6:51 pm
We use this to ship to clients it would be nice if we could save clients within the system to send notifications to. 
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How does AEDD algorithm account for extreme weather?

Aurora Bryant
February 25, 2024 at 6:52 pm
Honestly, this would help us to ease our shoppers through possible delays proactively.
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Fixed shipping fee for orders over $30.

Lily Hall
June 3, 2024 at 6:33 am
I want all orders over $30 to show a shipping fee of only $2, because this is subsidized by TikTok.
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Delay reason analysis

Levi MacKenzie
June 28, 2024 at 10:50 pm
I would like to view the chart showing reasons for late shipments in the current on-time report that I am using.
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Automated Restock

Daniel Kinsella
October 1, 2024 at 4:49 pm
Can we get an option to automatically restock the item based on resolution, not just when received. We still need to process, and inspect the item before we issue the refund, and we can't have our inventory adjusted upon recept. Thanks!
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Create Claim API for Warranty

Kelvin Lee
January 23, 2026 at 2:05 am
Expose an REST API for creating Warranty Claims.
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Enhance exchange process for tax reporting reconciliation purpose

Alexander Cook
April 3, 2024 at 10:25 pm
As a business owner, having precise accounting records is essential for tax purposes. It's particularly important to account for returns correctly by adjusting for them and deducting the relevant taxes to prevent overpayment.   I've observed that Shopify currently only accommodates refunds, lacking store credit or exchange options for returns. Therefore, if aftership Return could support all three options and assist in reconciling taxes and producing accurate tax reports for returns, it would greatly benefit our operations.
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