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Custom AI systems

AI systems built on your data, inside your products.

Knowledge assistants, language model applications, predictive models and computer vision, designed for your data and integrated into the systems you already run.

  1. Documents in: Your own documents, manuals and records are loaded securely.
  2. Chunks to vectors: Each document is split into passages and indexed by meaning.
  3. A question: The question is matched to the most relevant passages.
  4. A grounded answer: The AI answers from your content and cites its sources.

AI systems

AI systems we build.

  • Knowledge assistants (RAG)

    Answers from your own documents, with their sources.

  • Custom LLM applications

    Language models built into your own tools and workflows.

  • Predictive models

    Forecasting, scoring and anomaly detection.

  • Computer vision

    Cameras, documents and quality checks.

  • AI in your existing products

    Assistants and smart features added to the apps you already run.

  • Private models on your own servers

    For data that must stay in house.

Where it runs

Your data decides where the AI lives.

  1. Managed AI services

    Leading models through secure APIs, the fastest way to start.

  2. Your private cloud

    Models and data inside your own cloud account and region.

  3. On your own servers

    Open models running on premises, for data that must stay in house.

Responsible AI

AI you can trust and explain.

  • Human in the loop for sensitive actions
  • Every action logged
  • Your data stays yours, never used to train public models
  • Role based access
  • Evaluation before release and monitoring after
  • On-premises and private options

Models and tools

Model agnostic by design.

We choose models for accuracy, cost and where your data must live.

  • OpenAI
  • Anthropic Claude
  • Google Gemini
  • Meta Llama
  • Mistral
  • Hugging Face
  • LangChain
  • LlamaIndex
  • Ollama
  • pgvector
  • Python
  • FastAPI

AI in our own products

We use AI in the products we run.

VPTIM
VPTIM's AI assistant helps with triage, summaries and next steps, and stays off until a workspace switches it on.
Formalie
Formalie's AI builds forms from a description, analyses responses and translates.

Custom AI systems

Common questions

Short, straight answers to the questions we hear most. Open any question to read the answer.

We are model agnostic. We choose between leading commercial and open models for accuracy, cost and where your data must live.

Still have a question?

Ask us directly. An engineer reads every message and gets back to you.

Let's engineer what comes next.

Tell us about your systems, your data and where AI could help. We'll come back with a clear plan.