Most AI and automation programmes measure ROI through efficiency metrics that systematically miss the strategic value they create. The real competition is for decision advantage, not process speed.
Standard attribution models were designed for a different era and now systematically overstate the contribution of easily measurable channels. The result is capital misallocation that scores well on dashboards while delivering deteriorating business outcomes.
Starting digital transformation with platform selection is the most common and most costly sequencing error in enterprise technology investment. The organisations that consistently get more from technology are those that arrive at platform selection with clear answers to the harder strategic questions.
Technology debt is not an IT problem — it is a strategic risk with direct implications for competitive positioning, regulatory exposure, and organisational resilience. Boards that treat it as a line item in the IT budget are systematically underestimating its impact.
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