Beyond Click‑Click UIs
Your EKN doesn't just answer questions—it generates the perfect interface for exploring each insight, in real‑time, during conversation.
Static Dashboard Interfaces
Pre‑built views. Manual navigation.
You figure out which visualization to use.
Conversation‑Generated Interfaces
→ Timeline + Map materializes
→ Network graph appears
→ Citation panel emerges
Interfaces emerge from your questions.
Graph‑bounded visualization generation.
How Dynamic UI Generation Works
Your EKN analyzes graph patterns in real‑time and generates the perfect interface for each insight—during conversation, not as separate mode.
Graph Analysis
EKN queries Neo4j knowledge graph and identifies entity patterns: temporal sequences, spatial clusters, relationship networks.
Component Selection
AI determines optimal visualization: timeline for temporal data, maps for spatial queries, networks for relationships.
Interface Materialization
WebSocket streams UI specs to frontend. Components render instantly—like Vite hot‑reload but driven by conversation.
The Experience
Imagine interfaces that adapt to your insights, not the other way around.
"What Arctic research happened near Greenland in the 1990s?"
Instead of hunting through menus, your EKN analyzes the spatial + temporal patterns in your knowledge graph and generates a map with timeline scrubber—instantly.
Graph Pattern Detected: Spatial entities + Temporal bounds + Research domain
Interactive Map + Timeline
Generates automatically from graph analysis
Collaboration Network
Relationship visualization emerges
"Show me Dr. Sarah Chen's research collaborations"
EKN detects relationship queries and generates an interactive network graph showing connections, co-authorships, and project overlaps—no clicking through tabs.
Graph Pattern Detected: Central entity + Relationship traversal + Network analysis
"What evidence supports the ice sheet acceleration theory?"
Citation panels and evidence cards materialize as the EKN traces provenance paths through your knowledge graph, showing supporting and contradicting evidence with full attribution.
Graph Pattern Detected: Evidence entities + Provenance links + Rights metadata
Evidence Dashboard
Rights-aware citation interface
Built on Graph‑Constrained Intelligence
Unlike generic AI that hallucinates interfaces, EKN dynamic UI is bounded by your actual knowledge graph— reliable, grounded, and always traceable to source data.
Neo4j Knowledge Graphs
Structured knowledge boundaries
Real‑time WebSockets
Instant UI materialization
Rights‑Aware Generation
Respects data permissions
MCP Collaboration
Nested EKN architectures
Beyond Static Dashboards
The future of data exploration isn't clicking through predetermined views— it's having interfaces emerge from the conversation itself.
Dynamic visualization launches Q2 2025 • Built on graph‑constrained intelligence