top of page


How is AI use at work evolving from individual workflow to shared, agentic systems?
AI use at work started as a private, one-to-one habit and is now splitting into three layers: individual use, where real judgement gets built; agentic AI, which forces organisations to redesign work and accountability; and shared "multiplayer" systems, still early, where colleagues and agents work together in one session. This shift is not really about tools. It is about organisation design and governance, and most companies are further behind on both than their AI adoption h

Madi Hanc, PhD
Sep 710 min read


AI is Breaking Time-Based Pay. Here's What the Evidence Says Comes Next.
AI lets people finish work in a fraction of the time, but instead of being rewarded, research shows they're hiding it. From BCG's productivity trials to law firms quietly billing by outcome instead of the hour, this piece unpacks new evidence on concealed productivity, performative busyness, and why outcome-based pricing and reduced-hours models are becoming the credible alternative.

Madi Hanc, PhD
Sep 19 min read


Time Was Never the Right Way to Measure Work. Here's Where That Idea Came From.
Time-based pay, whether it's a lawyer's six-minute billing unit or a salaried employee's fixed 9-to-5, was never designed to measure the value of what someone produces. It was designed to make cost and effort visible to an employer or client, at a moment when there was no better proxy available. That proxy has always disadvantaged anyone without unlimited discretionary time, most consistently women carrying a disproportionate share of unpaid care. Is it time to rethink - or p

Madi Hanc, PhD
Aug 245 min read


Why hybrid work autonomy is the secret to 21st-century productivity
The modern workplace is no longer defined by four walls and a nine-to-five clock, and yet, it is also constrained by a visible ‘hybrid tug-of-war’. On one side, we see a growing wave of ‘return-to-office’ mandates as boards of directors look to reclaim a pre-pandemic status quo. On the other, we have an emboldened workforce that views flexibility not as a perk, but as a prerequisite for employment. For the high-level leader, the dilemma is often framed as a binary choice: pre

Madi Hanc, PhD
Apr 29 min read
bottom of page