AI adoption is rising. That doesn’t mean organisations know whether it is working.
Rising AI adoption tells us little about whether work is improving. The useful questions concern people, workflows, capacity and evidence.
Read insightInsights
Clear thinking on workplace AI and the work it changes.
AI use is spreading through everyday work. These articles look at what changes for people and managers, where checking or rework grows, and what evidence helps a business decide whether the work improved.
Latest thinking
Where AI helps, adds work or goes unseen.
Read about AI use in everyday tasks, differences between teams, checking and rework, and what managers need to see before they can judge its value.
How do you measure whether AI is actually saving time at work?
AI time savings only matter when they create genuine capacity and that capacity is used well. Here is a more defensible way to measure AI value at work.
Read insightAI Adoption Is Easy to Measure. AI Effectiveness Isn’t.
Access, activity and training completion show whether AI is being used. They don’t show whether it’s improving judgement, consistency or the quality of work.
Read insightThe Rework Tax Behind Workplace AI
The cost of workplace AI often appears as rework, duplicated effort and additional review before it appears clearly in budgets or performance reporting.
Read insightWhy Unmanaged AI Experimentation Gets Expensive
Unmanaged experimentation becomes expensive when tool spend, duplicated testing and unclear ownership spread faster than evidence of value.
Read insightWhen Every Team Uses AI Differently
When every team develops its own AI habits, organisations inherit inconsistent workflows, uneven standards and avoidable management overhead.
Read insightThe Management Blind Spot in Workplace AI
Managers are often expected to support AI-enabled work without enough visibility into where it’s used, how outputs are checked or where judgement is weakening.
Read insightShadow AI Is a Management Problem, Not Just a Security Problem
Shadow AI isn’t only a security concern. It’s what happens when work changes faster than leadership can see, guide and support it.
Read insightSee WAIA at work
See how WAIA helps managers review the work.
WAIA brings guidance, examples from real work and evidence strength together so managers can decide what needs attention.