AI’s problems aren’t what you think

The biggest and loudest prediction about AI is that it will eliminate millions of jobs. It is dramatic and easy to repeat. But from what I’ve seen, inside most enterprises the more immediate problem has turned out to be something else entirely: a growing mass of tools, agents, models and usage costs spreading faster than…

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With AI, activity is not value

The emergence of artificial intelligence is beginning to expose a profound weakness in the way modern enterprises measure performance. For decades, business evaluation systems have been built around the logic of the industrial and transactional economy. Revenue growth, operating margins, earnings per share, labor productivity, return on investment and market share became the dominant indicators…

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Building the network for agentic AI: The foundation for autonomous enterprise operations

Enterprise AI is entering a new phase. While the first wave of generative AI focused on human productivity and content creation, the next wave — agentic AI — will fundamentally change how organizations operate. Agentic AI systems are capable of reasoning, planning, making decisions and executing actions across applications, workflows and business processes with minimal…

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Finding the right balance between autonomy and scale

For diversified enterprises, few operating model questions are as persistent or polarizing as centralization versus decentralization. Decentralization promises speed, ownership, and local responsiveness. Centralization promises efficiency, standardization, and leverage. Both can be right. Both can be wrong. The challenge is that many organizations end up with both models operating at once, without enough clarity about…

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The 6 kinds of AI agent architectures

Somewhere in the last eighteen months, “AI agent” stopped being a useful term. CIOs may even be afraid to ask what “agent” truly means, as it now seems to describe everything from a chatbot that answers HR questions to an autonomous research system that plans its own week of work. When a single phrase carries…

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