Frequent "high demand" errors plagued Grok users throughout 2026. xAI struggled to scale its infrastructure to meet explosive growth, leading to repeated service disruptions. These outages highlight a critical gap between the company's rapid user acquisition and its actual compute capacity. Practitioners should expect intermittent instability as the platform scales its backend.