Custom AI systems, production-ready
Fine-tuning, RAG, multi-agent systems, and on-prem deployments — engineered for the constraints of your domain, your data, and your compliance rules.
Bespoke engineering, end-to-end
We build the parts your team doesn't have in-house — and hand over everything when we're done.
Custom LLM integrations
Wire GPT-4, Claude, Gemini, or open-source models into your product with typed SDKs, retries, streaming, and cost controls.
Fine-tuning pipelines
Data curation, supervised fine-tuning, DPO/RLHF, and evaluation loops — so your models outperform general-purpose baselines on your task.
RAG architectures
Hybrid retrieval, reranking, chunking strategies, and eval harnesses. Built to hit production accuracy targets, not demo-grade.
On-premise deployments
Self-hosted inference on your GPUs or private cloud — vLLM, Ollama, TGI, Triton — with full observability and zero data egress.
Best-in-class tools, no religious wars
We match the stack to your problem. Cloud, open-source, or hybrid — whatever ships the right outcome.
Questions, answered
Let's scope your custom build
Tell us about your data, your constraints, and your goals. We'll come back with a technical plan in 48 hours.