{"id":23029,"date":"2025-01-29T10:42:35","date_gmt":"2025-01-29T15:42:35","guid":{"rendered":"https:\/\/enterprise-knowledge.com\/?p=23029"},"modified":"2025-05-09T14:49:12","modified_gmt":"2025-05-09T18:49:12","slug":"multimodal-graph-rag-mmgraphrag-incorporating-vision-in-search-and-analytics","status":"publish","type":"post","link":"https:\/\/enterprise-knowledge.com\/multimodal-graph-rag-mmgraphrag-incorporating-vision-in-search-and-analytics\/","title":{"rendered":"Multimodal Graph RAG (mmGraphRAG): Incorporating Vision in Search and Analytics"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">David Hughes, Principal Data &amp; AI Solution Architect at Enterprise Knowledge, presented <\/span><b>\u201cUnleashing the Power of Multimodal GraphRAG: Integrating Image Features for Deeper Insights\u201d<\/b><span style=\"font-weight: 400;\"> at Data Day Texas 2025 in Austin, TX on<\/span><b> Saturday, January 25th<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In this presentation, Hughes discussed an underexplored dimension of GraphRAG\u2013the integration of image\u2013by 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:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">How mmGraphRAG works;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The integration of vision models, hypervectors, and graph databases;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">BAML agentic workflows; and<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Real-world applications and benefits for mmGraphRAG.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>David Hughes, Principal Data &amp; AI Solution Architect at Enterprise Knowledge, presented \u201cUnleashing the Power of Multimodal GraphRAG: Integrating Image Features for Deeper Insights\u201d at Data Day Texas 2025 in Austin, TX on Saturday, January 25th. In this presentation, Hughes &hellip; <a href=\"https:\/\/enterprise-knowledge.com\/multimodal-graph-rag-mmgraphrag-incorporating-vision-in-search-and-analytics\/\"  class=\"with-arrow\">Continue reading<\/a><\/p>\n","protected":false},"author":120,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"_uag_custom_page_level_css":"","footnotes":""},"categories":[1337,512],"tags":[1349,1348,1341,1347,1346,1345,1280,1344],"article-type":[101],"solution":[1090,1092,1119,1275],"ppma_author":[1423],"class_list":["post-23029","post","type-post","status-publish","format-standard","hentry","category-data-management-services","category-knowledge-graphs-data-modeling","tag-baml","tag-graph-databases","tag-graphrag","tag-hypervectors","tag-image","tag-multimodal","tag-rag","tag-retrieval-augmented-generation","article-type-presentation","solution-enterprise-360","solution-enterprise-ai","solution-knowledge-graph","solution-semantic-layer"],"acf":{"slide_deck_embed":"https:\/\/www.slideshare.net\/slideshow\/embed_code\/key\/kOV2zfOqR4ws3V?hostedIn=slideshare&page=upload"},"featured_image_urls_v2":{"full":"","thumbnail":"","medium":"","medium_large":"","large":"","1536x1536":"","2048x2048":"","slideshow":"","slideshow-2x":"","banner":"","home-large":"","home-medium":"","home-small":"","gform-image-choice-sm":"","gform-image-choice-md":"","gform-image-choice-lg":""},"post_excerpt_stackable_v2":"<p>David Hughes, Principal Data &amp; AI Solution Architect at Enterprise Knowledge, presented \u201cUnleashing the Power of Multimodal GraphRAG: Integrating Image Features for Deeper Insights\u201d at Data Day Texas 2025 in Austin, TX on Saturday, January 25th. In this presentation, Hughes discussed an underexplored dimension of GraphRAG\u2013the integration of image\u2013by 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&hellip;<\/p>\n","category_list_v2":"<a href=\"https:\/\/enterprise-knowledge.com\/category\/data-management-services\/\" rel=\"category tag\">Data Management Services<\/a>, <a href=\"https:\/\/enterprise-knowledge.com\/category\/knowledge-graphs-data-modeling\/\" rel=\"category tag\">Knowledge Graphs &amp; Data Modeling<\/a>","author_info_v2":{"name":"David Hughes","url":"https:\/\/enterprise-knowledge.com\/author\/dhughes\/"},"comments_num_v2":"0 comments","yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Multimodal Graph RAG (mmGraphRAG): Incorporating Vision in Search and Analytics - Enterprise Knowledge<\/title>\n<meta name=\"description\" content=\"David Hughes presented \u201cUnleashing the Power of Multimodal GraphRAG: Integrating Image Features for Deeper Insights\u201d at Data Day Texas 2025.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/enterprise-knowledge.com\/multimodal-graph-rag-mmgraphrag-incorporating-vision-in-search-and-analytics\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Multimodal Graph RAG (mmGraphRAG): Incorporating Vision in Search and Analytics - Enterprise Knowledge\" \/>\n<meta property=\"og:description\" content=\"David Hughes presented \u201cUnleashing the Power of Multimodal GraphRAG: Integrating Image Features for Deeper Insights\u201d at Data Day Texas 2025.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/enterprise-knowledge.com\/multimodal-graph-rag-mmgraphrag-incorporating-vision-in-search-and-analytics\/\" \/>\n<meta property=\"og:site_name\" content=\"Enterprise Knowledge\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/Enterprise-Knowledge-359618484181651\/\" \/>\n<meta property=\"article:published_time\" content=\"2025-01-29T15:42:35+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-05-09T18:49:12+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/enterprise-knowledge.com\/wp-content\/uploads\/2018\/09\/Copy-of-EK-Acronym-Logo-1-copy.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"354\" \/>\n\t<meta property=\"og:image:height\" content=\"354\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"David Hughes\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@EKConsulting\" \/>\n<meta name=\"twitter:site\" content=\"@EKConsulting\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"David Hughes\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/enterprise-knowledge.com\/multimodal-graph-rag-mmgraphrag-incorporating-vision-in-search-and-analytics\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/enterprise-knowledge.com\/multimodal-graph-rag-mmgraphrag-incorporating-vision-in-search-and-analytics\/\"},\"author\":{\"name\":\"David Hughes\",\"@id\":\"https:\/\/enterprise-knowledge.com\/#\/schema\/person\/b5d97e143ee5e6f38e24f733d8fd95b0\"},\"headline\":\"Multimodal Graph RAG (mmGraphRAG): Incorporating Vision in Search and Analytics\",\"datePublished\":\"2025-01-29T15:42:35+00:00\",\"dateModified\":\"2025-05-09T18:49:12+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/enterprise-knowledge.com\/multimodal-graph-rag-mmgraphrag-incorporating-vision-in-search-and-analytics\/\"},\"wordCount\":123,\"publisher\":{\"@id\":\"https:\/\/enterprise-knowledge.com\/#organization\"},\"keywords\":[\"BAML\",\"graph databases\",\"GraphRAG\",\"hypervectors\",\"image\",\"multimodal\",\"RAG\",\"retrieval-augmented generation\"],\"articleSection\":[\"Data Management Services\",\"Knowledge Graphs &amp; 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