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Mediating role of AI adoption between the relationship of leadership vision, change management capability, competitive pressure, trading partnerships, and SME performance

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AI adoption significantly mediates the relationship between trading partnerships and SME performance, enhancing competitiveness.
Data was gathered from senior and middle-level managers in manufacturing SMEs in Pakistan to identify key drivers of AI adoption.
The study utilized partial least squares structural equation modeling (PLS-SEM) to analyze the findings, revealing critical insights.
The results highlight the importance of leadership vision, trading partnerships, and change management capabilities in fostering AI adoption.

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Quantitative analysis shows AI adoption mediates impacts of leadership vision and competitive pressure on SME performance.

Haq et al. (2024) studied this question.

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