‘A striking finding this year is the gap between individual gains and enterprise impact’: McKinsey says AI is finally paying off for enterprises – but rising costs and ‘constrained’ efficiency boosts are still a major hurdle
Market
Enterprise AI/ML value realization / CTO-CFO governance
Trend
McKinsey's 2026 survey found 80% of respondents reported individual productivity gains, while only 37% reported some earnings impact, unchanged from the prior year. Scaling is improving, but operating costs and weak workflow redesign constrain enterprise value.
Tech Highlight
Move benefit measurement from user activity to redesigned end-to-end workflows: establish a baseline, assign an outcome owner, include model, data, integration, control, and change costs, and measure revenue, quality, risk, or cycle-time effects.
6-Month Outlook
Boards will demand fewer adoption metrics and more audited benefit realization. Watch earnings-call disclosure, production conversion, cost per accepted outcome, and retirement of low-evidence use cases.