Self-hosted frontier models for your team, in your cluster. Built for companies where AI already runs in production, serving data pipelines and customer traffic. Your data never leaves your servers, and the bill stops growing with token volume. No censorship. No cancellations.
Cube Optima pays off hardest when AI is wired into the work itself: the data you process and the traffic your customers generate. At production volume, a cluster you own costs a fraction of metered inference, and nothing leaves your infrastructure.
Extraction, classification, enrichment and summarization running across millions of records. Per-token pricing scales linearly with your data volume; a cluster you own does not.
Chat, support, search and recommendations embedded in a customer-facing app. Every session is inference, so a good traffic month turns straight into a bad invoice.
Long-running agents that plan, call tools, retry and review. A single agent task burns orders of magnitude more tokens than a chat message, and your team runs them all day.
Long-context retrieval across contracts, tickets, source code and internal records. Prefill-heavy by nature, and built on exactly the material you cannot send to a third party.
Reprocessing history every time a prompt, schema or model changes. On owned capacity a full backfill runs overnight at no marginal cost instead of triggering a budget review.
Data residency requirements, regulated records, defense and finance. When inference has to happen inside your perimeter, self-hosting is the only configuration that qualifies.
Pick the tier that fits your team, we continuously tune the optimal model and hardware behind each one.
The everyday workhorse.
Built for volume and defined complexity: multi-step pipelines with structured output and tool calls, retrieval across your document corpora, and day-to-day coding.
Frontier power, fully yours.
Built for work that branches: tool-calling agents, long-context analysis across whole repositories and archives, and customer-facing traffic that has to be right first time.
No limits. Own the frontier.
Built for problems that defeat everything smaller: long autonomous agent runs, research-grade synthesis and novel reasoning, at whatever context and concurrency your scale demands.
Three guarantees behind every Cube.
Rent a cluster at one flat, predictable price, no per-seat fees. Frontier open models match the quality of proprietary models at a fraction of the cost.
Everything runs on your infrastructure in a cluster you fully control. No prompts, no code, no secrets sent to a third party.
No vendor can throttle, restrict, or cut off your access. You own the infrastructure permanently.
Tell us which workloads you run on AI and at what volume. We'll spec the cluster to match.