Likhitha Macha

Beyond Adoption: How AI Literacy, Organizational Readiness and Calibrated Trust Shape GenAI-Supported Strategic Decision Quality

This conceptual article develops the AI-Supported Strategic Decision-Making (AI-SDM) Capability Framework, which explains when generative AI (GenAI) improves strategic decisions in organizations. The framework positions AI literacy and organizational readiness as enabling conditi...

One Technology, Divergent Outcomes: Extending Adaptive Structuration Theory to Explain Heterogeneous Organizational Responses to Generative AI

This paper explains why organizations that adopt the same generative AI/LLM technology end up with different results. It argues the real driver isn't the technology itself but "appropriation" — how employees actually use it day to day, which can differ from how it was intended. U...