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NODES 26 — November 12, 2026

GraphRAG for Good: Context-Aware AI for Women’s Safety and Financial Freedom

Session track: Data Intelligence

Session time:

Session description:

What does it take to build an AI system that truly understands the complex, interconnected realities of the people it is meant to help? When supporting women escaping domestic abuse, standard AI responses fall short—context, safety, and nuanced relational understanding are critical to guiding survivors toward long-term financial independence. In this session, explore how the non-profit Creating Wings is leveraging Neo4j and GraphRAG (Graph Retrieval-Augmented Generation) to build a deeply context-aware conversational AI agent. Moving beyond basic query-answering, this system connects multi-dimensional data—from immediate safety planning to sustainable career and financial pathways—into a unified knowledge graph that models real-world human needs. Part real-world case study and part technical deep dive, this talk highlights how combining graph databases with generative AI enables technology with true purpose. Attendees will learn practical architectural patterns for context-aware AI and discover how thoughtful engineering can create tangible pathways to safety, opportunity, and freedom.

Speaker

photo of Priyanka Jain

Priyanka Jain

Founder & AI Product Leader

Priyanka Jain is a technology leader, AI product builder, and Founder & President of Creating Wings Co., a nonprofit dedicated to empowering women through technology, education, and resources that support financial independence and personal growth. With more than 20 years of experience in software engineering, security, AI, and product management, Priyanka has led and contributed to technology initiatives across complex enterprise environments. Her work combines deep technical expertise with a strong focus on building practical, human-centered products. Through Creating Wings, she led the development of "PIA", an AI-powered platform designed to provide women with personalized guidance around careers, financial independence, education, entrepreneurship, and personal safety. Her work focuses on using responsible and inclusive AI to solve real-world problems and make technology more accessible and impactful. Priyanka is passionate about encouraging more women to participate in shaping the future of AI—not only as users, but as builders, innovators, and leaders.