Graph data modeling, GraphRAG architecture, and migration planning

Knowledge Graph &
Data Modeling Advisory

I support technical research, design review, PoC planning, migration planning, and internal training around knowledge graph technologies. 日本語・英語どちらでもご相談いただけます。

A quiet workspace with a graph visualization on a laptop

Profile

A practical bridge between graph technologies, open standards, and real-world systems.

Koji Annoura is a Knowledge Graph Architect based in Japan, with more than 40 years of software engineering experience and long-running community activity around graph technologies and open source.

  • 40+ years in software engineering
  • Graph community organizer and international speaker
  • Practical bridge between data modeling, open standards, and real-world systems
Learn more about Koji

Services

01

Technical Research

Compare graph technologies, standards, and architectural options before committing to a tool or PoC.

02

Data Modeling & Review

Review graph data models, RDB-to-graph mappings, schemas, and relationship semantics before implementation.

03

GraphRAG Architecture

Design practical GraphRAG architectures around retrieval, context, provenance, and evaluation.

04

Migration Planning

Use graph modeling to clarify dependencies, inconsistencies, encoding issues, and cutover risks in system or data migration.

05

Internal Training

Run focused sessions on graph databases, knowledge graphs, GraphRAG, Cypher, SQL/PGQ, and GQL.

I help teams turn complex relationships, data dependencies, and migration risks into practical graph models — for search, analysis, migration planning, and knowledge systems that need reliable context.

Contact

Start with a 30-minute technical conversation.

Small questions are welcome. A short description of your current situation is enough.

Schedule a consultation