Enterprises must separate AI hype from measurable business value

Why separating architectural hype from true operational utility and governance is the defining leadership challenge of the era. Every technological revolution undergoes an aggressive evolutionary arc characterised by early over-exuberance, widespread implementation anxiety, and an inevitable structural stabilisation. Today, the corporate ecosystem is deeply entrenched in the turbulent depths of this cycle with generative artificial intelligence.