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◆ Journal of Strategy & Innovation2026-02-09· Generative grammar

AI for the underdogs: Navigating risk and growth in high-tech micro-firms through generative artificial intelligence

Faisal Shahzad, Mohammad Tayeenul Hoque, Iqra Sadaf Khan, Ahmad Arslan

原始摘要(英文原文)· Original abstract
Generative Artificial Intelligence (Gen-AI) has gained significant traction in larger firms, yet its adoption among micro-firms remains underexplored particularly in contexts marked by resource scarcity and heightened operational risk. This study addresses this gap by investigating how high-tech micro-firms adopt Gen-AI for risk management and growth. Drawing on semi-structured interviews with decision-makers from eight Finnish micro-firms, the research applies the Technology-Organization-Environment (TOE) framework to identify critical enablers and barriers. The findings highlight five key dimensions influencing adoption: technological readiness, leadership engagement, regulatory compliance, data-driven decision-making, and competitive pressures. While Gen-AI fosters operational resilience and strategic agility, its impact is constrained by limited data quality and high implementation costs. By offering a holistic and theoretically grounded perspective, this study advances understanding of Gen-AI adoption in micro-firms and contributes to literature on digital transformation under resource constraints. The insights also inform policymakers and practitioners aiming to enhance AI accessibility and governance for micro-enterprises.
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AI for the underdogs: Navigating risk and growth in high-tech micro-firms through generative artificial intelligence — 科研速览 Science Skim