Models that work, not models that wow.
Fine-tuning, hosting, retrieval, agents. Built for the person paying the GPU bill, not the person posting the screenshot.
Scope
The five things people ask us for.
Fine-tuning
Take an open model, feed it your data, get something that speaks your domain. LoRA for cheap iteration, full-weights when the task earns it.
Hosting
Your model on your hardware, or ours. vLLM, TGI, Triton. Autoscale, quotas, per-tenant keys, an actual admin panel.
Retrieval
RAG that stays fresh. Chunking, hybrid search, reranking, evals. No black-box vector store you can't debug at 2am.
Agents
Tool use, planning, guardrails. Systems that pick up a task, do it, and log what happened so a human can audit it.
Evals
The part everyone skips. Test sets that mean something to your business, run on every deploy.
Where we host
Your GPUs, our GPUs, or a rented cluster.
On-prem
Regulated data, air-gapped rooms, machines you already own.
Private cloud
Your AWS or GCP account. We deploy, you keep the keys.
Revor-hosted
Managed on our GPU pool. Per-token or per-minute pricing.
Next step
Tell us what you want the model to do.
If we can build it in a month, we'll say so. If it's a research problem, we'll say that too.
Book a call →