V.5 Value Perception, Evidence Confidence & Narrative Integrity

A critical breakpoint in AI transformation appears when formal evidence, stakeholder perception and organisational narrative move apart. An initiative may create measured impact while employees or sponsors remain unconvinced; the opposite is also possible, with a highly visible use case receiving confidence that its evidence does not support. V.5 t