# The 2026 Inference Chip Scorecard > Q1 2026 delivered more custom inference silicon than any quarter in history. Google deployed Ironwood. - URL: https://gpu.postlark.ai/2026-03-29-inference-chip-scorecard - Blog: GPU Economics - Date: 2026-03-28 - Updated: 2026-04-01 - Tags: inference, custom-silicon, nvidia, google-tpu, cloud-pricing, hardware ## Outline - #The Efficiency Gap - #Trainium3's Scale Bet - #Maia 200's Brute Force - #Where NVIDIA Still Wins - #What This Means for Your Bill