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It depends on scope: a focused AI integration or automation costs far less than a custom AI platform. After a short discovery call, we give you a clear proposal with timeline and budget — no vague estimates, no surprises halfway through.

Focused integrations and automations can ship in weeks; larger AI platforms typically take 2–6 months. We work in milestones, so you see working results early and continuously.

Yes. We connect AI to the systems you already use — ERPs, CRMs, databases and internal tools — through their APIs or custom connectors, so you get AI features without replacing your stack.

We're model-agnostic. We work with leading commercial models such as OpenAI's GPT, Anthropic's Claude and Google's Gemini, as well as open-source models like Llama and Mistral, and choose based on your quality, cost and privacy requirements.

Yes. We can deploy open-source models in your own cloud account or on-premises infrastructure, or use enterprise API offerings that don't train on your data, so sensitive information stays under your control.

We follow security by design: least-privilege access, encryption in transit and at rest, and no use of your data beyond your project. We can work under your security policies and sign an NDA or data processing agreement.

Use RAG (retrieval-augmented generation) when the AI needs to answer from your own, frequently changing knowledge, such as documents or product data. Use fine-tuning to change how a model behaves, such as tone, format or a specialised task. Many solutions start with RAG and add fine-tuning only where it clearly helps.