Commerce & Services
Finance
In finance, a model's decision has to be justifiable. Accuracy alone is not enough; auditability is required too.
Problems we address in this sector
- Fraud detection and behaviour-based anomaly analysis
- Retrieval systems with source attribution over internal documents and regulation
- Explainability and audit trails in risk models
- Monitoring drift in model performance over time
Approaches we apply
- Generative AI & LLMsRAG architectures, domain adaptation and fine-tuning, distillation into smaller models, Turkish evaluation sets and on-premise deployment.
- AI Security & PrivacyRobustness against adversarial attacks, prompt injection defence, learning without sharing data, and model confidentiality.
- MLOps & Model OperationsEvaluation infrastructure, observability, hallucination and regression tracking, continuous retraining.
Other sectors in this group
Do you have a problem in this sector?
Let's define the problem together in a technical consultation; feasibility is assessed at the first stage.