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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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Shipments Header

Jana Churich
October 25, 2024 at 4:12 pm
Titles should update with count of items in the section so you know it's updating and should be clicked on. 
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Send the Delivered Status Back to Shopify app

Rita Agarawal
January 7, 2025 at 11:32 am
Currently the aftership is one way communication making it diffucult for business to see integrated full status at one place again when customer login to their shopify page they see status of item still on the way as shopify stops at fullfilled stge. Though the track order option by Aftership is good it is still a bad customer experience.
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personalize reporting and scheduling

nailin yang
July 16, 2025 at 9:05 am
Our warehouse needs to know how many returns were requested on a daily basis so they can plan their resources accordingly. but it is not an option for now. It would be nice if we could build our own reports and schedule it. 
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Ability to add shipments to a collapsable group

Dennis Marshall
December 23, 2025 at 7:25 pm
FedEx has master tracking numbers which can have multiple tracking numbers under 1 tracking numbers. I'd like to be able to add a group of numbers to a group, or master number, and it should be collapsable so I can open it and look at all attached tracking numbers. 
In development
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PUDO Report

Matt Parker
April 16, 2025 at 11:44 am
Currently OTD report, reports the complete journey so the avereage time can fluctuate based on how long it takes for customers to collect their order.  We need to report on the carrier performance and then the time it takes to collect.  It would be good to have  a PUDO report that breaks down : average transit time to collection point   Average time waiting for collection    If we expand our PUDO options in Europe it would be a good indication 
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Show estimated delivery time on tracking pages

Amin Borghei
August 10, 2026 at 9:50 am
Most major carriers already provide an estimated delivery date/time as part of their tracking data, but this isn't currently surfaced in the app. Context: Customers tracking a shipment want to know when it will arrive, not just its current status. Right now they have to infer this themselves or check the carrier's own site separately. Issue to address: Add a field that displays the carrier's estimated delivery date (and time window, where the carrier provides one) on the tracking/order page. This would reduce "where is my order" support inquiries and improve the post-purchase experience. Suggestion: Pull the estimated delivery data from carriers that already expose it via their APIs, and display it prominently near the shipment status.
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Customized returns notifications

Shane Fernandes
October 30, 2024 at 6:00 am
The current capability features a static returns approval notification. There are instances where the approval notification should be customized before being sent to the customer. Currently, the only way of doing this is to change the approval notification for all returns, save, go back to the RMA in question, approve it with the new notification, make sure no other returns are approved, go back to the nofication and amend it to how it was prior and save.   Use case: there may be a specific product that is available for exchange in store, this needs to be checked with the store first so cannot be a hard rule. If the approval notification could be amended on an adhoc basis, you could give the customer the option at the point of approval and avoid back and forth via email.
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Add Info Received Timestamp to the Export CSV

Rui Aguiar
March 31, 2025 at 1:39 pm
Hi, The data when the shipment is created at the carrier is important for shipment analysis. Example:  Info received   Shipment information received DHL Express Mar 25, 2025 at 12:01 pm
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Missing pin feature

Nishant Dhiman
August 14, 2026 at 4:43 am
Image 1 — Shipment Selection & Pin Icon Behavior (pictures attached) When selecting shipments, the Pin icon should remain clean, clear, and fully visible when up to three shipments are selected. Once the user selects more than three shipments, the Pin icon should become visually disabled—either blurred, faded, or hidden—to clearly communicate that the action is unavailable. Please also indicate where the attached reference image should appear in relation to the Pin icon so that its placement and visual hierarchy are clear.   Image 2 — Pin Option Within the Shipment Menu (pictures attached) When the user opens any shipment and clicks the three-dot (⋮) menu, the following options should be displayed: 1:- Edit Shipment 2:- Mark as Delivered 3:- Pin at Top 4:- Delete The Pin at Top option should be presented as a polished, intuitive action within the existing menu, maintaining a premium and consistent user experience.   Thanks and Regards
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