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AI-Native Applications

Products with LLMs, RAG, and agents at the core.

We build AI-first products where models, evals, and feedback loops are part of the architecture — not features bolted onto an existing app.

AI-Native Applications
Evals
On every release
Multi-model
Best tool per job
Production
Day-one ready

What's included

  • LLM-backed chat, search, and assistive UIs
  • Retrieval-augmented generation with custom embeddings
  • Autonomous and human-in-the-loop agents
  • Evals, observability, and prompt regression testing
  • Fine-tuning and custom model pipelines
  • Multi-model routing and cost optimisation

Frequently asked

Which model providers do you work with?+

OpenAI, Anthropic, Google, Mistral, and open-source models via Replicate or self-hosted. We pick per use case.

Do you do fine-tuning?+

Yes — when it's worth it. Often retrieval + good prompting beats fine-tuning on cost and quality.

How do you handle hallucinations?+

Grounding via retrieval, structured outputs, automated evals, and clear UX patterns that show users when the model is unsure.

Ready when you are

Let's build something intelligent.

Tell us about your project. We'll get back within one business day with a tailored response — not a generic deck.