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OpenAI previews Ultrafast mode: GPT-5.6 Sol on Cerebras at up to 750 tok/s

OpenAI announced a preview of Ultrafast mode, serving GPT-5.6 Sol at up to 750 output tokens per second, about 14x the standard mode. Inference runs on Cerebras wafer-scale hardware instead of GPUs. Access is limited to a small preview group, and pricing is undisclosed.

Imported from the existing research archive. Migration preserves the recorded judgment and is not a fresh verification.

What this means for you

This is the first time OpenAI serves a frontier model on third-party, non-GPU inference silicon. It validates alternative inference hardware at frontier quality, and it signals that speed-tiered API products are becoming the next competitive axis.

Evidence & related material

Technical details & scores
Speed Output Toks 750
Speedup 14x
Hardware Cerebras wafer-scale
Access limited preview
Pricing undisclosed
Technical impact 4
Engineering value 3
Adoption signal 2
Maturity 2
Verification cost 4
Risk 3