Repost : We Searched eBay for 237 Recalled Products. Only 45 of 12,562 Listings Named the Model.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle We Searched eBay for 237 Recalled Products. Only 45 of 12,562 Listings Named the Model. Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Submission ๐ธ Subarna Maity Subarna Maity Subarna Maity Follow Oct 17
This story tracked the effort to locate recalled products on resale platforms like eBay. On Thursday afternoons, a consignment shop desk receives bags of items to inspect. One September recall involved the Melissa & Doug Lights and Sound Fire Truck, which required checking for arrows indicating a specific model number under the battery box.
The Consumer Product Safety Commission's Resale Round-up campaign warned thrift stores and online resellers not to resell recalled products. eBay reported stopping 21 million potentially unsafe listings worldwide in 2025 using AI and manual review. A 2026 analysis found CPSC had issued its 100,000th takedown notice for online sales of recalled products.
RecallDesk was developed to help resale businesses identify recalled items. It reads weekly recall notices, compares shop stock and eBay listings against the recalls, and prints instructions on what to pull or flip regarding specific items. The model looked for model numbers in product titles but found only 45 out of 12,562 unique listings across 13 recalls.
Most sellers are unlikely to explicitly mention model numbers in titles, making it challenging to identify recalled items without checking the labels directly. The tool aims to provide clear guidance for sellers on specific items that match recalled specifications, helping them avoid selling potentially dangerous products.
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