Production AI,
engineered end to end.

Kafa Software is an AI engineering and consulting company. We design, build and operate production AI systems end to end: retrieval-augmented generation (RAG), LLM applications, AI agents, evaluation and LLMOps, and the data pipelines behind them. We act as one partner from the first use case to the running system.

Not necessarily. Forward-deployed AI engineers, who take AI from prototype to production inside a company's own environment, are among the hardest roles to hire. Kafa delivers that outcome as a partner: we design, build and deploy the system end to end in your infrastructure, then hand it over with documentation and training.

Yes. We regularly deploy retrieval, embedding and inference inside a customer's own cloud account (VPC) or on-premises, including with self-hosted open-weight models, so sensitive data never leaves your environment.

We are model-agnostic. We work with frontier APIs such as Claude, GPT and Gemini, and with open-weight models such as Llama and Mistral served through vLLM or Ollama. We choose models by benchmarking them on your own evaluation set and design systems so the model can be swapped later.

It depends on data readiness and integration depth. With AI-native tooling, a working prototype on your own data comes quickly, often within days; the production system then follows in short, measured releases. We scope each engagement before committing to a timeline.