Lead times for critical IT hardware now stretch to 18 months. Costs for essential infrastructure have spiked by up to 200% as demand for AI projects outstrips supply. These shortages persist through 2026. Enterprise architects must prioritize procurement cycles now or risk stalling their machine learning deployments due to unavailable compute and networking gear.