We build intelligent query infrastructure that fuses large language models with graph database technology — enabling enterprises to explore, connect, and reason over complex relational data through a single, unified interface.
Our unified query engine bridges the gap between natural language understanding and structured graph traversal, making complex data exploration accessible to every team.
Translate natural language questions into optimized graph database queries automatically. No need to learn Cypher, SPARQL, or Gremlin — just ask.
Unify relational databases, document stores, and graph databases into a single query layer. Discover hidden connections across siloed datasets.
Go beyond simple lookups. Our engine performs multi-hop reasoning, pattern recognition, and anomaly detection over complex entity relationships.
A streamlined pipeline that transforms natural language into graph-powered answers with full explainability.
Purpose-built on graph database technology from the ground up — not bolted on. This means true relationship-first querying with native support for multi-hop traversals.
Private deployment, data encryption at rest and in transit, role-based access control, and full audit trails. Your data never leaves your infrastructure.
Designed for horizontal scaling on modern cloud infrastructure. Handle billions of nodes and edges with consistent sub-second query performance.
Built on open-source foundations with standard APIs and data formats. No vendor lock-in. Integrate with your existing data stack in days, not months.
MingRui Network (明睿网络) is a technology startup focused on building next-generation data infrastructure. Our mission is to democratize complex data exploration by combining the power of AI with the expressiveness of graph databases.
We believe that the future of enterprise data lies in understanding relationships — not just records. Our unified query engine empowers analysts, engineers, and decision-makers to ask complex questions in natural language and receive structured, explainable answers backed by graph-powered reasoning.
We are actively developing our core product and seeking strategic partnerships with cloud infrastructure providers to accelerate our go-to-market.
Whether you're interested in our technology, exploring partnership opportunities, or looking to join our team — we'd love to hear from you.
ntzhrm@zohomail.cn →