The most useful AI conversations are not about whether an organisation should “use AI.” They are about where it genuinely improves work, where people need new capability, and where the technology introduces unnecessary risk.
Capability first
Give people enough understanding to use AI
confidently and responsibly.
Use real work
Test AI against actual tasks instead of
hypothetical demonstrations.
Measure value
Look for better decisions, reduced friction
and stronger outcomes — not novelty.
AI becomes valuable when it moves from experimentation
into practical capability.