Beyond the Spreadsheet: The Real Economics of Enterprise AI

Most organizations significantly underestimate AI implementation costs—often totaling 2-3x the software purchase when integration and change management are included. Real ROI emerges not from theoretical efficiency gains but from three concrete sources: accelerated processes, strategic labor reallocation to higher-value work, and measurable error reduction. With realistic timelines showing full value realization taking 18 months, enterprises must prioritize change management as the critical success factor, not view AI adoption as purely a technology purchase.