Graph intelligence for complex systems

Generative AI for science, engineering

Graphion Labs enables AI solutions for high dimensional complex science and engineering cases.

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We model systems as networks: entities, physics, constraints, evidence, and decisions linked in one explainable structure.

Scientific graph modeling
Generative AI for Engineering
Graph-aware AI pipelines

Generative AI for Science and Engineering

Graphs are abundant in multiple domains

Chemistry – Bio/Pharma

  • Space of molecules: 1060
  • New proteins, molecules generation
Protein complex graph-shaped molecular structure Protein structure hierarchy from the presentation

Networks

  • Social Networks
  • Internet/Telecom
  • Citation networks
Large social and citation network graph

Engineering

Logic circuit graph diagram Engineering blueprint design diagram

Infrastructure

  • Power/water distribution network
  • Transport/road networks
Transport road network graph Network taxonomy for transport and power-grid systems

AI with Graphs

Graph-native generative AI

Empowering next-generation generative AI with graph-native architecture to capture complex, interconnected data and safeguard domain-specific identity across diverse fields.

Graph-native generation gap

“Text is sequential, uni-dimensional and directional”

Sequential image and media examples from the PowerPoint slide
LLM symbol
Protein structure graph example
Large network graph
Network taxonomy graph examples
Multidimensional protein structure
Engineering blueprint graph relations
Circuit graph diagram

Current LLM tech does not perform well in graph based generation

Graphs are multidimensional with long term relations

Graph Generative AI Tasks

Graph understanding

i.e. molecule captioning

Molecule captioning graph understanding input
Graph generation

i.e. architectural plan generation

Z
Generated protein graph Generated transport graph Generated network taxonomy Generated social graph Generated engineering graph Generated circuit graph

Target Markets

Our technology has applications in diverse industries and domains

Advanced Materials & Synthetic Biology

Accelerating the discovery lifecycle and streamlining R&D workflows for new materials.

Pharma & Drug Design

Transforming target identification and molecular generation to significantly reduce development timelines.

Engineering & Architecture

Automating complex structural layouts, circuit designs, and blueprint relations through graph-native intelligence.

Graph AI for finance

Modeling connected financial signals, entities, and risk relationships with graph-native AI.

Who We Are

State of the art know how in Generative AI and applications

Graphion Labs leverages French and UAE based talent and works at the intersection of network science, software architecture, and applied AI. The focus is practical: reliable tools for domains whose data is connected and complex.

Graph representations for domain objects and relations

Generation workflows that preserve graph structure

Knowledge interfaces for querying connected evidence

Prototype-to-product systems for research teams

Contact

Talk with a Graphion Labs expert

Feel free to contact us. Our team will be happy to respond to your request.