AI value will depend on organisational reinvention, not just employee adoption: McKinsey
New Delhi, July 20
Companies that go beyond using artificial intelligence tools and redesign their workflows, operating models and organisational practices are likely to gain the most business value from the technology, according to a McKinsey report.
The report said the next phase of AI adoption will depend on how well companies move from individual employee use of AI to organisation-wide automation and a complete redesign of the way work is done.
"AI does not create enterprise value simply because more people use it," the report said. It added that companies making the most progress are restructuring workflows to fully utilise the technology.
However, the report said most companies are still at an early stage of AI adoption. Only 11 per cent of business leaders surveyed said their organisations had reached the reinvention stage.
The findings are based on a global survey of 750 employees and leaders across industries, conducted between February and April 2026. McKinsey identified three horizons of AI transformation -- enablement, automation and reinvention.
In the first horizon, organisations provide employees with general-purpose AI tools to support existing tasks. In the second, companies use AI to automate and improve cross-functional workflows at scale. The third involves fundamentally reimagining roles, workflows and operating models around AI.
The report found a significant gap between employee and organisational readiness. While 70 per cent of respondents said they felt personally prepared to adopt and use AI, only 27 per cent of leaders believed their organisations were ready to make the people and culture changes required for an AI-enabled future.
"Employees are adapting to AI faster than the institutions they work in," McKinsey said, highlighting the growing gap between individual adoption and organisational preparedness.
McKinsey said organisational readiness was nearly twice as important as personal readiness in explaining differences between leaders who reported capturing value from AI and those who did not. Organisational readiness accounted for 48 per cent of the difference, compared with 25 per cent for personal readiness.
The consultancy said only 13 per cent of leaders in the enablement horizon reported meaningful enterprise value from AI, compared with 24 per cent in the automation horizon and 48 per cent in the reinvention horizon.
At the earliest stage, companies that redesigned workflows were 5.3 times more likely to report enterprise value capture than those that left workflows unchanged. In the automation stage, organisations with highly AI-fluent leadership teams were 3.9 times more likely to report value capture.
McKinsey identified trust as a critical factor across all three horizons. "AI creates potential. People create value," the report said, stressing the importance of employee trust, leadership and organisational change in turning AI capabilities into sustained business outcomes.
The report noted that AI is likely to create the greatest impact when companies treat its adoption as a fundamental organisational transformation rather than merely a technology deployment.
— ANI
Reader Comments
The employee vs organisational readiness gap is very real. 70% of employees feel prepared but only 27% of leaders think their org is ready? That's a massive disconnect. In my company, people are using AI tools informally, but management hasn't even started thinking about restructuring departments or retraining teams. Typical Indian corporate lag. 🤷♀️
Interesting that only 13% of companies in the enablement stage see meaningful value vs 48% in reinvention stage. That's a 3.7x difference! For Indian startups and SMEs, this is a wake-up call. Don't just give everyone ChatGPT access — redesign your customer service, supply chain, and HR processes around AI first. Easier said than done though. 😬
The report says trust is critical — "AI creates potential. People create value." That's the key takeaway. In my experience working with Indian IT teams, if employees don't trust that AI won't replace them (or that they'll be retrained properly), adoption will fail. Companies need to invest in change management and communication as much as technology. Good one from McKinsey.
I appreciate the honesty here. Too many Indian businesses think buying an AI chatbot or using a tool for content generation is 'digital transformation.' The report rightly points out that workflow redesign is 5.3x more valuable. For instance, in Indian manufacturing, just adding AI to a manual quality check process doesn't help as much as automating the entire inspection line. Common sense but rarely applied. 😐
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