Deploy LLMs in production, on your terms

What we ship

Production-grade LLM platforms: self-hosted where it matters, hybrid where it pays.

• Self-host open-weight models

  Llama, Mistral, Qwen on your hardware or VPC.

• Fine-tune + LoRA

  Adapter training, domain transfer, eval-driven iteration.

• Inference stack

  vLLM, TGI, Ollama. Routing, batching, KV cache.

• Evals + regression

  Golden sets, A/B harness, automated regression gates.

• Guardrails + safety

  Prompt injection defense, PII scrubbing, output filters.

• Cost + latency budgets

  Per-tenant quotas, model routing, cost dashboards.