AI’s epic cash call is matched only by its ability to strangle revenue streams

AI is simultaneously lowering the cost of replicating software and intensifying the capital required to build and run AI infrastructure, which could compress margins for incumbent vendors while eroding the proprietary value of traditional software and content businesses. For CIOs, this signals faster commoditization of application layers, more pressure on vendor lock-in, and a likely shift toward cloud-delivered services, open alternatives, and AI-native operating models as the economics of software distribution change. IT organizations should expect more legal, architectural, and sourcing complexity as AI-enabled cloning, model competition, and infrastructure funding constraints reshape the technology market.