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03 / 05 · Service

Area: AI & Automation

AI, Data and Automation

AI working on your data, on your servers.

  • Self-hosted AI
  • RAG
  • Agents and automation

We put AI to work inside your business: on your documents, in your processes and on your servers. We choose the right model for each task, train or adapt it when that makes sense, and deliver what you use every day: workflows, pipelines, tools and integrations.

01 / 03

AI on your servers, RAG and models

We install and run open-source AI models on your servers or ours, so you can work with your data without sending it to third-party services. We pick the right model for each task, among Ollama, vLLM and the APIs that make sense.

With RAG, the AI answers from your documents and shows the source, respecting each person’s permissions. When it makes sense, we train or adapt the model to your case, and evaluate everything with real examples, not impressions.

  • 01

    AI on your servers

    Open-source models running on your servers or ones we supply, so data stays put. We pick the model by use case, cost and privacy.

  • 02

    RAG over your documents

    Search and answers based on your contracts, manuals, emails and knowledge bases. Every answer shows its source, and permissions respect who can see what.

  • 03

    Model training and adaptation

    We train or adapt models to your data and your language, and measure whether they improved for the task before putting them to use.

  • 04

    Data and evaluation

    We organise the data, build tests (evals) with real examples and track answer quality over time.

What's included

  • Self-hosted AI
  • RAG

02 / 03

Agents, workflows and work tools

We automate what eats up hours: request triage, support replies, lead qualification, reports and back-office tasks. Agents work with your systems and hand over to a person when a decision is needed.

We build the workflows and pipelines (n8n and the like) that connect your CRM, email and ERP, and the internal tools your team uses every day: assistants, copilots and custom interfaces. We start with one small case and only grow when the numbers justify it.

  • 01

    Agents and automation

    Sales, support and back-office agents that carry out tasks: reply, classify, route, fill in. With clear limits, a record of what they do and a person in the loop when needed.

  • 02

    Workflows and pipelines

    Workflows in n8n and similar tools, and data pipelines that connect your systems: CRM, email, ERP, spreadsheets.

  • 03

    Work tools

    Assistants and internal interfaces built to fit: a copilot for the support team, a search for legal, a dashboard for operations.

What's included

  • Agents and automation
  • Workflows and pipelines
  • Internal tools

03 / 03

Generative image and video AI, and GPU servers

We set up image and video generation flows with ComfyUI and open-source models, under your control: campaign variations, packshots, social content and visual prototypes. You define the style and human review stays in the process.

The flows run on GPU servers that we provide and manage, so you can produce at scale without depending on closed platforms. We state each model’s licence, so you know what you can use commercially.

  • 01

    Generative image and video

    ComfyUI workflows and open-source models to generate images and video: catalogues, ads, campaign variations, scenes and concepts. They run on your servers, with human review.

  • 02

    Servers and infrastructure

    We supply and manage the GPU servers where all of this runs, or install on the infrastructure you already have.

What's included

  • ComfyUI

It makes sense if you want…

  1. 01

    use AI with your own data without sending it to third-party services.

  2. 02

    find answers in your documents in seconds, with the source in view.

  3. 03

    automate repetitive sales, support or operations tasks, with human oversight.

  4. 04

    generate images and video at scale, with a workflow of your own that you control.

How we work

The Process

  1. 01

    Discovery

    We map tasks, data and constraints, and choose a first use case that is small and measurable.

  2. 02

    Pilot

    We build a simple version with real examples and test it with the people who will use it.

  3. 03

    Build

    We integrate with your systems, tune the model and set up the servers.

  4. 04

    Delivery

    Workflows, tools and documentation ready to use, and training for the team.

  5. 05

    Evolution

    We track quality and use, and adjust models, data and flows.

Stack & method

  • Python
  • Ollama
  • vLLM
  • LangChain
  • pgvector
  • Qdrant
  • n8n
  • ComfyUI
  • OpenAI

Transparency

What we measure

  • Answer quality

    Tests (evals) with real examples, before and after each change.

  • Response time

    How long an answer or a task takes, end to end.

  • Escalation to a human

    What share of cases needs a person, and why.

  • Time saved

    Hours of work the tool replaces, measured with the team that uses it.

  • Image and video output

    Time per piece, approval rate and cost per generated piece.

FAQ

Questions, answered.

  • With one small, measurable case: we pick a task, gather real examples from your data and test what a model can do. If the numbers justify it, we grow; if not, we tell you.

  • Not by default. Self-hosted or VPC deployment, encryption and auditable logs.

  • Llama 3, Mistral, or closed APIs when it makes sense. We choose by use case, cost and privacy.

  • With RAG, the model looks up your documents when answering and cites the source: the data stays in your systems and is easy to update. Training or adapting the model changes how it behaves and is justified for specific tasks, when RAG is not enough.

  • Yes: we train or adapt models to your data when that improves the task, and we measure before putting them to use. Often a good RAG solves it without training.

  • Yes. We supply and manage servers with GPUs, or install on the infrastructure you already have.

  • We connect the AI to what you already use: CRM, email, ERP, databases, chats and work tools, through APIs or n8n workflows. If a tool has an API, we can usually integrate it.

  • It is an open-source tool for building image and video generation flows out of blocks. We create custom workflows and leave them running on your servers, so your team produces consistently.

  • It depends on each model's licence. We state the licence of the models we use and choose according to your use. Human review before publishing.

  • It happens. That is why there are limits, a record of what the AI does and a person in the loop for important decisions. We measure the errors and use them to improve.

Keep exploring

More ways to win.