Auditing Public Company Filings with a Knowledge Graph - Live Build with Quark Labs & Memgraph

A public company audit rarely depends on a single filing. Relevant evidence may be spread across S-1 filings, quarterly reports, financial results, risk disclosures, and tables embedded inside PDFs.

In this technical Community Call, Vishal Singh from Quark Labs demonstrates how to turn fragmented public company filings into a connected knowledge graph in Memgraph. Using real Reddit filings, you’ll see how Quark Labs discovers and extracts financial information, maps it to a graph schema, loads the resulting entities and relationships into Memgraph, and uses GraphRAG to answer questions across multiple documents with source traceability.