Case Studies

How the work reaches production.

Selected engagements — the business problem, the architecture, how it was deployed, and the value it created.

DomainsEnterprise AIFinanceHealthcarePublic Health

A sovereign RAG + Agents platform with governance built in

A self-hostable enterprise AI platform that unifies retrieval-augmented generation, autonomous agents and AI governance — so organizations can adopt generative AI on their own infrastructure without surrendering their data.

3-in-1

RAG · Agents · Governance

Sovereign

Self-hostable on your cloud

K8s-native

Container-orchestrated

RAGAI AgentsLLMOpsMLOpsFastAPI

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FinanceDelivered

A production credit-risk scoring system for a financial institution

An end-to-end machine learning system that scores credit risk for a Swiss financial institution — delivered as a reproducible, containerized, serverless API with automated CI/CD, not just a model.

0.487

F1-score (best: XGBoost)

0.667

AUC (best: XGBoost)

Serverless

AWS Lambda API + custom domain

PythonXGBoostscikit-learnSMOTEDocker

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FinanceLive

Real-time fraud detection for European cardholders

An end-to-end fraud-detection system that scores card transactions for fraud risk in real time — integrating machine learning, cloud deployment and a live web interface for analysts.

PythonRandom ForestSMOTE

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HealthcareDelivered

An AI agent that reads and explains medical images

A multimodal medical-imaging diagnosis agent that analyzes X-ray, MRI, CT and ultrasound images, produces structured, standards-aligned reports, and translates findings into language patients can understand.

Google Gemini FlashMultimodal AIPython

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Public HealthDelivered

Nowcasting influenza from wastewater with machine learning

A machine-learning study, in collaboration with the Luxembourg Institute of Science and Technology, that estimates influenza cases from viral concentrations in wastewater — turning environmental signals into an early epidemic indicator.

RMachine LearningTime Series

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