Matilo is an AI-driven platform that integrates multi-modal biological data on materials, compounds, proteins, and phenotypes to accelerate innovation in drug discovery and healthcare. The platform combines comprehensive biomedical databases with advanced AI modules to support safety evaluation, ingredient discovery, and intelligent knowledge retrieval. Matilo enables safer and more cost-efficient R&D with high accuracy and scalability.