Oman is making significant strides towards sustainability with its commitment to achieving net-zero emissions by 2050. The establishment of the Oman Net Zero Centre under the Ministry of Energy and Minerals marks a pivotal step in guiding the country's transition towards a greener future. AI is identified as a crucial tool that can facilitate this transition beyond language processing, supporting real-world planning, decisions, and actions towards addressing climate change and clean energy challenges. AI applications in Oman's sustainability journey include managing complex energy systems, guiding policy decisions, and optimizing investment choices. The focus on green hydrogen as a key pillar of Oman's strategy highlights the importance of AI in modeling supply chains, optimizing storage and transport, and forecasting market dynamics for sustainable growth. Furthermore, AI's role extends to enhancing the power sector by improving renewable energy forecasting, managing energy storage, and increasing grid reliability. In transport, AI can support the adoption of electric vehicles and smart charging networks, while in industry, it can facilitate the transition from fossil fuels to electricity or hydrogen. Aligning AI with Oman's net-zero goals of environmental sustainability, energy affordability, economic growth, job creation, and energy security is crucial for balancing trade-offs and making informed decisions. By investing in dedicated AI initiatives, Oman can strengthen its position in sustainable development and accelerate progress towards becoming a regional leader in smart and green technologies. Integrating AI not only with data but also with engineering, economics, and climate considerations is essential for Oman to achieve its Vision 2040 and Net Zero 2050 objectives.