AI won’t save a badly designed workday

AI adoption will not fix chaotic work systems. Senior leaders need to redesign how work flows, how decisions are made, and how teams coordinate before expecting organisation-wide value.

AI won’t save a badly designed workday. It will just make the mess move faster. That is the bit many leadership teams are still avoiding. AI is being introduced into workplaces already full of unclear priorities, meeting overload, constant interruption, duplicated effort, and decision bottlenecks.

Microsoft’s work research describes the “infinite workday”: people interrupted every two minutes, prime focus hours swallowed by meetings, and nearly half of employees saying work feels chaotic and fragmented.

Now add AI to that.

If the operating model is already unclear, AI does not magically create clarity. It can produce more content, more outputs, more drafts, more summaries, more speed. But speed is not the same as progress.

Atlassian’s 2026 State of Teams research makes the same point in another way: most executives say AI increases speed, but only a small minority are confident they can point to organisation-wide ROI.

That gap matters.

Because AI value is not created at the point of tool adoption. It is created in the redesign of work around the tool.

• Who decides what matters?

• Where does judgement sit?

• Which workflows should disappear?

• What coordination is genuinely needed?

• What are we no longer going to ask people to do?

Those are leadership questions, not technology questions.

The uncomfortable truth is that AI is exposing problems many organisations already had: too much activity, too little discipline, and work systems that rely on people compensating for poor design.

Leaders do not need another AI enthusiasm session. They need to look honestly at the work system they are about to accelerate.

Because if the work is already chaotic, faster chaos is still chaos.

About the Author:

Marion is an internationally award-winning advisor and consultant seen in media outlets such as ABC, Fox, NBC, CBS, Telemundo and more. She has authored or co-authored over 20 publications and has been featured in international peer reviewed journals (author and reviewer). She is a highly experienced and accomplished strategy, innovation and leadership professional with a focus on the enterprise and government sectors. 

Marion has degrees in science and sociology and a Certificate in Public Leadership from Harvard Kennedy School of Government. Marion is an AGSM @ UNSW Business School faculty member, Distinguished Fellow at Future Government Institute and the Managing Director Azolla, a management consulting company delivering bespoke services designed to help clients navigate the complexity of working in the modern age.