AI Factory

We Build What Matters

From POC and MVP development to dedicated engineering pods for high-ambition projects. We use AI to achieve hyper-acceleration, delivering results in days instead of weeks.

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What We Build

Five core capability areas. Each one a deep specialization — not a checkbox.

Agents & Agentic Systems

Multi-agent architectures with MCP, tool use, real-time context and memory. From customer support voice agents handling 700K+ interactions to autonomous security scanners operating 24/7 — we build systems that act, not just respond.

RAG & Knowledge Systems

Semantic retrieval across Confluence, Jira, codebases, PDFs, and any structured or unstructured data source. Context-aware answers from disconnected systems, with compliance guardrails built in from day one.

AI Automations

Complex multi-step workflows with n8n, Zapier, Make and custom solutions. Engineering-grade reliability, not drag-and-drop fragility. We build automations that handle edge cases, fail gracefully, and scale.

Custom Fine-Tuned Models

Faster, smarter, cheaper than prompting mainstream models for specialized tasks. SFT and RLHF for domain-specific intelligence at a fraction of the cost. Your data, your model, your competitive moat.

Private & Sovereign LLM Deployment

Open-source LLMs on private or on-premise infrastructure. Data never leaves your environment. For industries where that's not optional — finance, healthcare, defense, legal — this is the only acceptable architecture.

Case Studies

Selected engagements. Real outcomes.

Multinational drink & brewing company

Agentic Voice Customer Support

Replaced static IVR bots serving 700K+ customers across 8 countries with context-aware agentic voice. Full RAG integration with CRM, billing, and logistics systems. 6 languages, sub-second response time, 24/7 availability. Escalation accuracy exceeded human routing by 34%.

Brazilian InsurTech startup

Automated Agentic Cyber Scans

Multi-agent security system with sandboxed execution environments. No-code interface enabling non-technical security leads to configure and deploy agents. 10x asset coverage, 24/7 monitoring, 1/10th the time to insight compared to manual processes.

Leading Nordic bank

SW Engineering Support Agents

Context-aware engineering agent deployed across Confluence, Jira, runbooks and internal wikis. Semantic RAG with strict compliance guardrails for financial regulation. 5x faster knowledge retrieval, 3x faster developer onboarding, 0 compliance incidents in first 6 months.

Three Modes of Delivery

Engineering Pods & Sprints

For open-ended, complex projects we work in 10-day sprints with a dedicated pod of 1–4 AI engineers. Teams are based in Europe or nearshoring from Mexico and Argentina — same quality bar, full async transparency.

Day 1–2 Day 3–8 Day 9–10
Setup & Architecture
Core Development
Test, Polish & Demo

Environment, architecture, scaffolding

Build, integrate LLMs, iterate on quality

Testing, edge cases, demo prep

Kickoff

Align on goals at sprint start. Pod assembled, context shared, scope locked.

Async Updates

No standups. Progress shared async. Full visibility without the overhead.

Demo & Feedback

End-of-sprint demo, direct feedback loop, scope next sprint together.

Are you the next builder?
Let's find out.

We keep a bench of independent AI builders and add to it whenever we meet someone who fits. No hiring rounds. If that's you, the door is open.

Let's Build Something

Have a POC in mind? A system that needs to scale? A problem that no off-the-shelf tool solves? Book a call and let's scope it out. We'll give you a direct read on feasibility, timeline, and approach.

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