Cerebras built a fundamentally different AI chip architecture (wafer-scale, large die with memory next to compute) that is 15-18x faster than GPUs for inference. This dedicated silicon approach, unlike GPUs, can capture massive market share as AI workloads expand, making Cerebras a long-term winner in AI compute.