The point about connecting the conversation layer with the execution layer really stands out. Supply chain teams already have plenty of systems, but critical signals often get buried in everyday messages. Turning those signals into actionable risks, dependencies, and ownership without removing human approval feels like a much more practical direction for AI. GeekyAnts is working along similar lines with AI Signal Bot, focusing on how operational conversations can translate into execution signals rather than adding yet another dashboard.