ChipsThe story, in brief
Inference is giving AI chip startups a second chance to make their mark
NOBODY TALKING: Everyone obsesses over training chips. Inference is where the real margin war just opened for startups.
The KeyNews take
Why it matters
As AI inference workloads separate from training, specialized chip makers are escaping Nvidia's monopoly grip and capturing significant market share in the $40B+ inference-focused silicon market.
The key facts
5 to knowInference workloads are disaggregating from training compute
AI chip startups gaining viability in inference-specific optimization
Nvidia faces dual role as both competitive threat and ecosystem enabler
Market opportunity exists in specialized inference silicon
Published May 2026 - forward-looking trend analysis
Go to the source
The Register AI/MLtheregister.com
Publisher excerpt: In a disaggregated AI world, Nvidia can be both a friend and an enemy