Organisations are right to explore AI, but adoption should be guided by clear business value, data quality and risk controls.
A responsible delivery model considers human oversight, evidence, security, accessibility and operational readiness from the start.
The strongest AI opportunities are often practical improvements to existing workflows rather than speculative transformation claims.