The productivity pillar in the VAYRO Journal. How AI actually changes productivity in a UK business, the traps that eat the promised gains, and what leaders should pay attention to when they choose where to invest attention, budget and headcount.
Beyond the productivity myth
The dominant AI productivity story is a straight line. Add a tool, save an hour, multiply across the workforce, book the saving. Real operating experience tells a more honest story. The gains are real, but they show up in specific workflows, for specific roles, when the operating model has been quietly rebuilt around the tool. Everywhere else the gains leak back out through rework, quality drift, new admin, or shadow use that the leadership team never sees. This pillar names those traps and shows the leader moves that convert AI into durable operating leverage.
What you will read here
Practical, opinionated writing on AI agents in the working week, integrating AI into existing tech stacks, the role of the human in the loop, choosing between build and buy, and the operating disciplines that keep an AI native business from silently regressing. Every article is drawn from live UK engagements with SME and mid-market firms.