Tradeshift replaces legacy BI with agentic AI on Amazon Quick: 30x faster queries, 40% reduction

AWS Machine Learning Blog·medium signal

AWS published Tradeshift's account of retiring its legacy business intelligence tool for Amazon Quick with agentic capabilities, reporting query response times up to 30 times faster and a 40 percent reduction in reporting overhead. This is one of the more concrete before/after agentic-replacement numbers published by a named customer rather than a vendor benchmark. Caveat: it is a vendor-hosted case study, so treat the multipliers as best-case.