Hire LLM engineers

Often not. Better prompts, retrieval (RAG) and evaluation solve most problems. Fine-tuning pays off for a narrow, repeated task, a specific format or style, or when a smaller model must match a larger one.

Yes. Open models such as Llama, Mistral and Qwen can be served on your GPUs or private cloud with tools like vLLM, keeping data inside your network.

With an evaluation set built from your real cases, scored automatically and spot-checked by people, and run on every change to prompts, models or data.

Tell us what you need. We review it with you, put forward developers whose experience fits, you interview them, and you decide. You can hire full time, part time, on contract or for a project, remote or on site.

It depends on the role, seniority, length and how you engage. Tell us what you need and we will come back with options. There is no charge to talk.

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