Manual price monitoring is a reactive, labor-intensive bottleneck that leaves margin on the table. A custom automation workflow ingests competitor feeds, internal stock positions, and demand signals via specialized agents, processes them through a central orchestrator like LangGraph, and executes compliant price changes through platform APIs. This architecture eliminates latency, reduces human error, and creates a direct operational lever for revenue management, turning pricing from a periodic task into a continuous competitive weapon.




