Most of the conversation focuses on risk. Fix your processes before you implement. Clean your data. Sort out your governance. Get your house in order or the technology won’t deliver.
That framing is correct. But it’s incomplete.
Because AI doesn’t just expose operating model weaknesses. In the right conditions, it has the potential to solve them more effectively than traditional approaches ever could.
There are areas where AI can be used to solve problems that have historically been the most challenging. This includes the seams between functions where work has always fallen through, the coordination gaps that survive every reorganisation, and the decision loops that consume weeks because the right information never reaches the right people at the right time. These are problems that traditional operating model redesign addresses slowly, expensively, and with mixed results.
AI, deliberately applied to those specific failure points, can do something different. It can surface invisible work. It can move decisions closer to where they need to be made. It can create coordination mechanisms that don’t depend on people remembering to do the right thing at the right moment.
The organisations that will get the most from AI are not just the ones that prepared their infrastructure for it. They’re the ones that designed their AI programme to fix the infrastructure at the same time.
That requires a different kind of planning conversation. Not just what will we implement, and how do we manage the change? But where are our execution gaps, which of them is AI genuinely positioned to address, and how do we design the implementation to exploit that opportunity rather than route around it?
Most AI programmes don’t start there. They start with the technology and work backwards to the organisation.
The diagnostic conversation needs to happen first. And it needs to ask both questions. Where is our operating model going to limit what AI can deliver, and where is AI the best tool we’ve ever had for fixing it?
Those are very different questions from the ones most organisations are currently asking. If you want to have a conversation about not just the risks, but the operational excellence opportunities, for AI in your organisation, drop me a DM or reach out via email at sarah@sheffronadvisory.com