Real‑world implementations of AI and security solutions across various sectors.
Challenge: Optimization of distribution routes with traffic constraints, time windows and fuel cost.
Solution: We developed a route prediction system based on reinforcement learning (RL) integrating historical traffic data, weather conditions and demand patterns.
Results:
Challenge: Overload on initial triage phone lines, long wait times and high administrative burden.
Solution: Implementation of a conversational chatbot with fine‑tuned language model for frequent medical questions, integrated with the electronic health record system.
Results:
Challenge: Detection of fraudulent transactions in real time without increasing false positives.
Solution: Deployment of an anomaly detection model based on variational autoencoders (VAE) analyzing transactional behavior patterns.
Results:
Challenge: Inventory optimization and demand forecasting to reduce waste and stock‑outs.
Solution: Multi‑scale forecast model (daily, weekly, monthly) with recurrent neural networks (LSTM) and sales, promotion and local events data.
Results: