#Graph data agent application: AI for science
Application scenarios
- Property assessment: Is this molecule soluble in certain organic solvents, and is it toxic?
- Ring system analysis: How many rings does this molecule have, and what are the types and properties of each ring?
- Site identification: Which aromatic C–H sites could be considered for borylation? Highlight them on the graph.
- Equivalence discovery: Are any of these sites equivalent because of molecular symmetry?
Application value
The graph agent autonomously analyzes molecular properties and structures, identifies potential reaction sites, and helps optimize molecular design and synthesis plans.
#Graph data agent application: Financial risk management
Application scenarios
- Entity verification: Check a company’s entity information and ownership data to confirm that it is active.
- Shareholder identification: Using the entity ID, determine the company’s largest shareholder and list the original shareholding evidence.
- Ownership analysis: Analyze the company’s ownership control chain and use the returned ownership control tree to generate a controlled corporate group tree.
- Look-through ownership: Calculate a shareholder’s full cumulative ownership percentage in a corporate group.
Application value
The graph agent autonomously maps corporate ownership and control relationships to support company due diligence and the identification of risks arising from connected entities.
#Graph data agent application: Relationship insights
Application scenarios
- Community discovery: What major martial-arts communities emerge in Demi-Gods and Semi-Devils? List the most important characters in each.
- Connections between factions: Which kinship, marriage, or master–disciple relationships connect these communities?
- Character lineage: Trace Wang Yuyan’s background: how do her parents and grandparents connect her to different martial-arts communities?
- Relationship discovery: What layers of easily overlooked relationships connect Wang Yuyan and Xu Zhu? Mark them on the graph.
Application value
The graph agent autonomously uncovers character communities and implicit relationships, providing a deeper interpretation of the social circles and hidden connections behind the narrative.