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Purpose: AI is positioned in management research as a time-saving augmentation, a promise that should resonate most strongly with firms whose culture is built on time efficiency. Yet that very orientation may be what makes the technology hard to absorb. Through a single-case study of a small professional service firm integrating AI, this thesis examines how that tension unfolds in practice. We ask
