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Jin Foo - Prospa GraphSummit Sydney Presentation.pdf
Jin Foo - Prospa GraphSummit Sydney Presentation.pdf
Jin Foo - Prospa GraphSummit Sydney Presentation.pdf
- 1. ● Identity resolution ●through graphs Jin Foo Head of Data & Analytics Prospa Identity resolution through graphs Jin Foo Head of Data & Analytics Prospa
- 2. ● Identity resolution ●through graphs Jin Foo Head of Data & Analytics Prospa Who is Prospa? Strong digital offering with low friction and fast speed to outcome Flexible funding solutions well suited to small business sector Sales and Service excellence Smart integrated cash flow solutions like Bill Pay and Xero Our offering
- 3. ● Identity resolution ●through graphs Jin Foo Head of Data & Analytics Prospa Our challenge – Empower ANZ SMEs Australia's small businesses significantly drive economic growth, contributing $600B to the economy and employing 5.4M people. However, these businesses face ongoing cash flow challenges.
- 4. Businesses may operatethrough intricate related entities Business Product Credit Bureau Contacts Accounts Type Terms Transactions Scores Default Owners
- 5. ● Identity resolution ●through graphs Jin Foo Head of Data & Analytics Prospa Graphs allow us to capture, visualise and query these complex relationships
- 6. ● Identity resolution ●through graphs We believe graphs simplify complex relationships Surfing Hidden Relationships: Multi-Entity Connections Fraud Detection Assessing Exposure Levels
- 7. Where to nextnow that Prospa is AI ready? 🚀 Stage 1: Retrieval-Augmented Generation (RAG) ”Let’s plug our knowledge graph into an LLM and ask questions.” 🤖 Stage 2: Agentic RAG “Let’s chain multiple RAG models into an end-to-end sales workflow.” 🧠 Stage 3: Model Context Protocol (MCP) “AI agents need to share state and have persistent memory.”
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