Choose the starting point
Bring your own model, start with one of ours, or discuss a new model for the job. Define the result you need and the workload it needs to serve.
Our models. Your models. Something entirely new. We optimize for the result you need, then host the model in a black box exclusively for you to use. You get the capability. Our proprietary lossless methods stay behind it.
The advantage behind the compute
Observed across Qwen 3, Gemma 4, GPT-OSS, and other models. The range spans tested configurations; it is not a promise for every model, device, or workload.
Normalized illustration of the reported range.
Not a per-model benchmark.
Lossless inference. Measured progress.
Language models usually generate a response one token at a time. Speculative decoding changes the rhythm: a faster path proposes several tokens, and the target model verifies them together.
When the proposal is a good fit, more useful work gets done in each step. The target model remains the authority. Our research asks how to make that process more efficient—and what comes next. Every approach has the same non-negotiable requirement: lossless execution.
Inside the approachConceptual illustration, not a trace from a measured run.
Bring your own model, start with one of ours, or discuss a new model for the job. Define the result you need and the workload it needs to serve.
We apply our research and proprietary methods to optimize the model against the agreed objective. Performance is evaluated on your workload. Every optimization is lossless.
We host your optimized model as a black-box service exclusively for you. You use the resulting model through an agreed service interface; the underlying optimization methods stay inside fix8.
Tell us what you want the model to achieve. We’ll discuss the model, the optimization objective, and exclusive hosting built around your needs.
Discuss your model