Human Responsibility in AI Transformation

Turning resistance into metrics. The responsibility layer for people in the age of AI.

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Numbers That Change How We See AI Transformation

According to recent research, 73% of AI projects fail to move beyond pilot stage, remaining experiments without real business impact. At the same time, 85% of problems in digital transformation are related to human factors, not technology. Global losses of companies on failed transformations in recent years reached $1.3 trillion.