Service

AI & LLM Integration

We integrate AI into the software you already run: retrieval-augmented assistants over your documents, AI agents that act through your APIs, and automation of language-heavy work — with evaluation, guardrails and cost control built in.

Problems we solve

  • Knowledge locked in PDFs, wikis and tickets that staff can't search
  • Support, sales or ops teams doing repetitive reading and writing
  • A chatbot pilot that demos well but can't go to production
  • Concerns about data privacy, hallucination and runaway API costs

What you get

  • RAG pipelines over your documents with source citations
  • Agents and tool-use workflows wired to your internal APIs
  • Evaluation suites that measure accuracy before and after release
  • Guardrails, access control, logging and per-request cost tracking

Typical technology

We choose tools to fit your constraints and your team's skills — this is a starting point, not a requirement.

  • Claude / GPT / open-weight LLMs
  • LangGraph
  • pgvector
  • Qdrant
  • FastAPI

Exploring ai & llm integration?

Tell us what you're trying to improve. We'll reply within one working day with honest next steps — even if that means AI isn't the answer yet.