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[Event Invite] Demo: Graph-Based Tax Fraud Investigation

Team Memgraph
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Hi ,

An invoice from a small supplier looks routine on its own. It looks different once you see that the supplier shares a director with the company paying it, but that connection sits in a different file from the invoice.

Redfield built a prototype that connects those files for investigators, and it won an award at a hackathon run by the Belgian Tax Authority. On Thursday, November 5, Jacob Coles will show exactly what his team built.

Jacob will walk through the whole workflow live:

  • An LLM pulls companies, people, accounts and transactions out of unstructured files and writes them to Memgraph
  • Graph queries find payment chains and conflicts of interest that sit several hops apart
  • Investigators ask questions in plain language, without needing to know graph technology

That last step runs on Lore, a new Memgraph tool that Jacob will show on a community call for the first time.

If you’re building RAG over documents that can’t leave your environment, this session is for you.

📅 Mark your calendar:

  • Date: Thursday, November 5th, 2026

  • Time: 9am PT | 12pm ET | 5pm GMT | 6pm CET

  • Duration: 45 minutes

Stay Graph-spired! 🚀

Katarina Supe
Head of Developer Experience @ Memgraph

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Memgraph Ltd., One Suffolk Way 1st Floor, Suite B, Sevenoaks, Kent, TN13 1YL, United Kingdom

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Memgraph Ltd., One Suffolk Way 1st Floor, Suite B, Sevenoaks, Kent, TN13 1YL, United Kingdom