Industry-leading insights

The question most organizations are still asking about AI is some version of "how do we get more of it into our work." It's a fair question. It just isn't the one that produces a different result. A different question is sitting one level underneath it, mostly unasked. What does it mean to design wo ...

Chatbots are the most visible form of AI. They are also the one most often mistaken for the work itself. Open a window, type a question, read an answer. The exchange feels like the AI doing the job, because it is the AI you can see. The window is the interface, not the work A chat window is a way to ...

Agent frameworks look magical in demos. The same systems are quietly brittle in production. The gap between those two things is the ceiling for this generation of agentic AI, and it's not where most teams expect to find it. Agents plan, execute, observe, adjust Agent frameworks have a specific shape ...

96% of organizations using AI report productivity gains. Less than a third report meaningful organizational ROI. The gap between those two figures is the whole story. That gap isn't a measurement error, and it isn't a "give it more time" problem. It's the shape of what's actually happening with AI r ...

The copilot pattern keeps a human in every loop. AI proposes, the person approves, the work moves. It looks like the responsible middle ground between brittle agents and rigid workflows. The throttle lives in what attention can absorb. AI proposes, the person decides The pattern shows up everywhere ...

The most popular form of AI adoption right now is also the most cautious: take an existing workflow, find the slowest step, drop an AI tool into that step. Output gets faster. Everyone is happy. The shape of the work is unchanged. That's the ceiling, and it's the part nobody is talking about yet. Th ...