Pydantic Aura
GRAPH · DATA · TRAINING
Talent · Graph

Knowledge graphs that ship to production.

Schema design, Cypher, AuraDB operations, and graph-native retrieval for AI systems. We move teams from ad-hoc joins to durable graph models.

Talks & blogs · Graph

Recent Graph writing and speaking.

talk · Graph

Graph Modelling for Production AI

A pragmatic walk-through of mapping LLM use cases onto labelled-property graphs without over-engineering.

Mar 2026 · GraphConnect EU

blog · Graph

From Tables to Graphs in 30 Days

What we change first when a relational team adopts Neo4j Aura — and what we deliberately leave alone.

Feb 2026

Explore the other talents

One practice — pick another thread.


Stories from the field

Real engagements, anonymised where needed.

Story · Graph

Fraud detection at a top-5 European bank

Replaced a brittle multi-join pipeline with a graph-native model. Investigations dropped from hours to minutes.

Jan 2026 Read more →

External resources

Things we recommend, beyond our own writing.