MTRI is the research division within Magellan Global Group, dedicated to advancing artificial intelligence that not only performs well in benchmarks, but also works reliably in the real world.
We study how language, vision, and reasoning can come together to build systems that truly understand context, adapt intelligently, and make complex processes simpler and more reliable.
We believe research should not end at publication. Our vision is to bridge the gap between academic discovery and real-world application, ensuring that innovations developed in the lab can be implemented in practice.
Whether it’s automating document workflows, improving client communication, or enhancing decision transparency, our research lays the foundation for AI systems that professionals can trust.

Research
Focuses on advancing methods in natural language processing, information retrieval, and multi-modal reasoning, with a strong emphasis on trustworthiness and accuracy, demonstrating how rigorous research can directly address complex, compliance-driven challenges.

Product
Develops tailored AI proof-of-concepts for B2B clients, focusing on rapid prototyping and workflow integration. Works directly with clients and engineers to design solutions that demonstrate feasibility in real operations and provide a clear path toward scalable deployment.