RESEARCH & INNOVATION

Building trustworthy knowledge systems.

Leyli is an engineering-first company with active research interests in knowledge extraction, ontology engineering, GraphRAG, validation, and explainable AI.

Knowledge Engineering

Scalable methods for turning unstructured information into reusable knowledge.

Knowledge Graphs & Ontologies

Ontology-driven representation, graph construction, and domain adaptation.

GraphRAG & Explainable AI

Graph-native retrieval and evidence-grounded language-model workflows.

Future Knowledge Systems

Reasoning, validation, AI agents, and persistent organizational knowledge.