Blog

AI-Augmented Development Is Transforming Software; But Domain Expertise Is What Actually Creates Value 

Mike Andrews
4th March 2026

There is an enormous amount of discussion right now about the future of enterprise software and whether AI-augmented development tools will make traditional software businesses less relevant. 

But from what I’m seeing, both across the industry and inside Sabio, the real shift is far more interesting, and far more human. 

AI has dramatically reduced the friction involved in building software. Prototyping that once took months can now be achieved in days – and many organisations are experiencing this first-hand.  

What’s more, industry research is reinforcing the same pattern: 

  • Forbes notes that the software engineer’s role is shifting from “writing code” to “orchestrating intelligent systems to solve business problems”[forbes.com] 
  • McKinsey shows that organisations who integrate AI into their development approach see material improvements in productivity, time-to-market, software quality, and customer experience, but only when they pair AI with deep human expertise[mckinsey.com] 

And this is the part of our story that matters most: AI is changing software engineering, but domain expertise is what makes AI valuable. 

The critical strategic shift is this: The value is no longer in fabricating code, AI can now do much of that. The value is in knowing what problem to solve in the first place. That requires judgment, experience, and an understanding of context that AI does not have. It requires people who understand customer experience, operations, compliance, industry realities, user behaviour, data constraints, and business outcomes. 

And this is where Sabio has a structural advantage. We are full of people who know the right questions to ask. People who understand the complexity of customer interactions. People who can see where automation will help, and where it won’t. People who can distinguish between a feature that looks clever and a solution that actually creates measurable value.

This is why I’m so energised by what’s coming next. We’re entering a world where context, expertise, and problem definition are the true sources of competitive advantage and AI is the accelerator that brings those insights to life faster than ever before. 

Our team will be diving into this in a little more detail throughout our Disrupt programme of events this summer. Now in London, Madrid, Paris and Utrecht, you can find out more and register here