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McKinsey finds AI still piloting

“Our hope is that AI will be one of the most beneficial technologies ever invented. But it has to be developed responsibly and used for the ...

“Our hope is that AI will be one of the most beneficial technologies ever invented. But it has to be developed responsibly and used for the right reasons.” - Demis Hassabis (CEO, DeepMind)

Enterprise AI adoption still in early stages

A recent McKinsey survey (November 2025) highlights that while enterprise AI adoption has grown to 88 per cent across at least one business function, large-scale implementation remains limited. Most organizations are still in the experimenting or piloting phase, with only a small fraction advancing to full-scale deployment. (Read and download detailed report here)

Piloting dominates across business functions

The survey found that the use of AI agents is most common in IT and knowledge management functions. In other areas such as marketing, sales, and manufacturing, the majority of companies are still testing pilot programs. Around one-third of businesses have begun scaling AI use, but most remain cautious about full integration.

Limited financial impact so far

Despite increased adoption, AI’s impact on profitability remains modest. Only 39 per cent of respondents reported any effect on enterprise-wide EBIT, and for most, this impact was under 5 per cent. Larger organizations with over $5 billion in revenue are more likely to have reached the scaling stage compared to smaller firms.

Shifting workforce expectations

As AI expands, its influence on workforce size and roles is becoming clearer. About 32 per cent of organizations expect a reduction in workforce due to AI, while 43 per cent foresee no major change. Interestingly, 13 per cent anticipate new roles emerging from AI-led transformations.

High performers lead the way

McKinsey identifies “AI high performers” as those realizing substantial business value from AI, contributing over 5 per cent of EBIT. These companies, though only 6 per cent of respondents, demonstrate the transformative potential of AI when strategically scaled.

Summary

McKinsey’s 2025 survey shows that while AI adoption across enterprises is widespread, scaling remains rare. Financial gains are still limited, and workforce effects are evolving. True transformation is visible only among a small group of “AI high performers.”

Food for thought

Will enterprises ever move beyond pilots and make AI a genuine driver of productivity rather than just an experiment?

AI concept to learn: AI Agents

AI agents are software entities capable of perceiving their environment, processing data, and autonomously taking actions to achieve specific goals. They can automate business functions, respond intelligently to changing conditions, and learn from feedback to improve performance over time.

McKinsey Agents report

[The Billion Hopes Research Team shares the latest AI updates for learning and awareness. Various sources are used. All copyrights acknowledged. This is not a professional, financial, personal or medical advice. Please consult domain experts before making decisions. Feedback welcome!]

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