Abstract: Organizations across industries face a strategic imperative to understand and prepare for quantum computing's disruptive potential. This article examines the current quantum computing landscape, expected organizational impacts, and evidence-based approaches for building quantum readiness. Despite quantum computing remaining in early development, its anticipated breakthrough capabilities in optimization, simulation, and cryptography demand proactive preparation. The research identifies three tiers of organizational response: awareness building, capability development, and strategic positioning. Case examples from finance, pharmaceuticals, and logistics demonstrate how forward-thinking organizations are already establishing quantum advantage pathways. The article concludes with a framework for long-term quantum resilience, emphasizing talent cultivation, partnership ecosystems, and responsive governance structures. Organizations that systematically prepare for quantum disruption will gain significant competitive advantages as the technology matures.