Manual competitor surveillance is a reactive, high-labor bottleneck that delays strategic response, eroding margin and market share. This custom workflow automates the entire intelligence-to-action loop. Specialized agents continuously scrape and ingest competitor pricing, promotions, and assortment data. An orchestration layer, built with frameworks like LangGraph, analyzes this data against your internal catalog and business rules to detect significant market shifts. The operational upside comes from compressing response time from days to minutes, enabling proactive margin protection and capitalizing on competitor missteps before opportunities expire.




