Triple the throughput of any open-source large language model on your own machine. Bring your model. We make it faster.
Three times the speed of the same model running on the same machine.
Works with the popular open-source families. Bring your model file.
OpenAI-compatible HTTP server. Change one URL in your client.
Runs on your hardware. Your prompts never leave your machine.
One command pulls a ready-to-use companion file for the major models.
Custom or proprietary model? Build your own companion against it.
Wall-clock period. Token cap is the total for the period — burst freely within.
Whichever expires first ends the pass — buy another to continue.
United States only at launch.
Education or nonprofit?
Contact us
for a generous case-by-case discount.
The enterprise tier addresses larger models, distributed deployments, and capacity beyond consumer caps — sealed by exclusive license auction.
View the auction →Linux first. macOS and Windows next.
Linux (Debian / Ubuntu):
curl -O https://validiti.com/download/validiti-accelerate-consumer.deb
sudo dpkg -i validiti-accelerate-consumer.deb
accelerate quota activate <YOUR_KEY> monthly
accelerate cache pull llama-3.3-70b-q4_k_m
accelerate serve --backend gguf \
--model ~/models/llama-3.3-70b.gguf \
--cache ~/.validiti-accelerate/caches/llama-3.3-70b-q4_k_m
Then point your existing inference clients at http://localhost:8080/v1/.