AWS for Software Companies Podcast

Ep187: Beyond Vector Search - How Neo4j Delivers Context for Intelligent Agents


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Neo4j's Ajay Singh discusses future shifts in AI and why knowledge graphs may be the missing layer in your Gen AI strategy.

Topics Include:

  • Ajay Singh from Neo4j discusses graph intelligence platform serving 80+ Fortune 100 companies.
  • Financial services firms use Neo4j knowledge graphs to detect fraud rings and accounts.
  • IT companies build digital twins of infrastructure to analyze attack surfaces and vulnerabilities.
  • Knowledge graphs provide richer context for Gen AI agents beyond what vector search offers.
  • Gaming company achieved 10x faster insights and 92% reduction in analyst data gathering.
  • Transportation company improved tariff code workflow from 50% abandonment to 95% completion rate.
  • Neo4j has partnered with AWS since 2013, running on AWS infrastructure and Marketplace.
  • Customers combine Neo4j with AWS Bedrock and SageMaker to build agentic AI applications.
  • Neo4j evolved from late-stage AWS collaboration to early-stage joint customer solution development approach.
  • Success requires business-first mindset over technology-first to avoid POCs that never reach production.
  • Effective Gen AI needs semantic layers and knowledge graphs, not just throwing documents at LLMs.
  • Future agents will tackle outcome-based objectives requiring explainability, security, and proper LLM operations.


Participants:

  • Ajay Singh – Global Vice President, Neo4j


See how Amazon Web Services gives you the freedom to migrate, innovate, and scale your software company at https://aws.amazon.com/isv/

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