Multimodal Graph RAG (mmGraphRAG): Incorporating Vision in Search and Analytics

David Hughes, Principal Data & AI Solution Architect at Enterprise Knowledge, presented “Unleashing the Power of Multimodal GraphRAG: Integrating Image Features for Deeper Insights” at Data Day Texas 2025 in Austin, TX on Saturday, January 25th.

In this presentation, David discussed an underexplored dimension of GraphRAG–the integration of image–by introducing Multimodal GraphRAG, an innovative framework that brings image data to the forefront of graph-based reasoning and retrieval. He demonstrated how this approach enables more comprehensive understanding of images, amplifying both the depth and accuracy of insights. Attendees gained insight into:

  • How mmGraphRAG works;
  • The integration of vision models, hypervectors, and graph databases;
  • BAML agentic workflows; and
  • Real-world applications and benefits for mmGraphRAG.

 

Slide Deck

David Hughes David Hughes David Hughes is a Principal Solution Architect with over a decade of expertise in designing graph-based solutions that reveal transformative insights from complex data. He combines a unique background in clinical practice, medical research, software development, AI (including Generative AI), and cloud architecture to drive impactful solutions. David’s industry experience spans healthcare and biotech, with a focus on intensive care, interventional radiology, oncology, cardiology, clinical standards, and proteomics. Outside of work, David is an avid endurance runner and hiker, enjoying time with his family exploring the outdoors. More from David Hughes »