{"id":17118,"date":"2025-07-04T09:57:49","date_gmt":"2025-07-04T09:57:49","guid":{"rendered":"https:\/\/itbusinesstoday.com\/?p=17118"},"modified":"2025-07-04T09:57:49","modified_gmt":"2025-07-04T09:57:49","slug":"cloud-circus-adds-knowledge-graph-to-izanai-chatbot-ai","status":"publish","type":"post","link":"https:\/\/itbusinesstoday.com\/ja\/martech\/customer-experience\/cloud-circus-adds-knowledge-graph-to-izanai-chatbot-ai\/","title":{"rendered":"\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30ab\u30b9\u3001IZANAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8AI\u306b\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u8ffd\u52a0"},"content":{"rendered":"<?xml encoding=\"utf-8\" ?><p><a href=\"https:\/\/www.startiaholdings.com\/\" data-no-translation=\"\">Startia Holdings<\/a>, Inc. is pleased to announce that it has become possible to build chatbots equipped with the advanced RAG (Search Augmentation Generation) technology &ldquo;Knowledge Graph (Graph RAG)&rdquo; using the AI &#8203;&#8203;chatbot &ldquo;IZANAI Powered by OpenAI&rdquo; provided by its consolidated subsidiary, Cloud Circus Inc.<\/p><p>Conventional RAG (Search Expansion and Generation) is a system in which materials likely to be related to the question are first searched for, and then the generative AI creates an answer based on the information found. Graph RAG is an approach that takes this search step even further, linking entities such as &ldquo;people, organizations, products, dates and times&rdquo; contained in the text as nodes (points) and building a knowledge graph, which can be thought of as a &ldquo;knowledge correlation diagram,&rdquo; in advance.<br>\nIn conventional RAG (Search Expansion Generation), the document is divided into small parts, and answers are generated by selecting several pieces of text that are &ldquo;similar&rdquo; to the question in order from the top. However, this method has three major problems.<\/p><p><strong>\u6587\u8108\u304c\u906e\u65ad\u3055\u308c\u3066\u3044\u308b\u305f\u3081<\/strong><\/p><p>\u6587\u7ae0\u9593\u306e\u3064\u306a\u304c\u308a\u304c\u5931\u308f\u308c\u308b\u3068\u3001\u56e0\u679c\u95a2\u4fc2\u3084\u6642\u7cfb\u5217\u3001\u968e\u5c64\u69cb\u9020\u306a\u3069\u306e\u6587\u8108\u60c5\u5831\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002<\/p><h4>\u3053\u3061\u3089\u3082\u304a\u8aad\u307f\u304f\u3060\u3055\u3044\uff1a <a class=\"p-url\" href=\"https:\/\/itbusinesstoday.com\/ja\/martech\/customer-experience\/zeals-inc-launches-ai-service-agent-for-duncan-via-line\/\" rel=\"bookmark\">\u682a\u5f0f\u4f1a\u793e\u30bc\u30a2\u30eb\u30b9\u3001LINE\u3092\u5229\u7528\u3057\u305f\u30c0\u30f3\u30ab\u30f3\u5411\u3051AI\u30b5\u30fc\u30d3\u30b9\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u63d0\u4f9b\u3092\u958b\u59cb<\/a><\/h4><p><strong>\u9a12\u97f3\u6c5a\u67d3\u306e\u30ea\u30b9\u30af\uff1a<\/strong><\/p><p>\u8cea\u554f\u306e\u610f\u56f3\u3068\u7570\u306a\u308b\u5185\u5bb9\u304c\u6df7\u5728\u3057\u3084\u3059\u304f\u3001\u4e00\u8cab\u6027\u306e\u306a\u3044\u56de\u7b54\u3084\u8aa4\u89e3\u3092\u62db\u304d\u304b\u306d\u307e\u305b\u3093\u3002<\/p><p><strong>\u51e6\u7406\u8ca0\u8377\u3068\u30b3\u30b9\u30c8\u306e\u5897\u52a0\uff1a<\/strong><\/p><p>\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u30c6\u30ad\u30b9\u30c8\u304c\u591a\u3051\u308c\u3070\u591a\u3044\u307b\u3069\u3001\u51e6\u7406\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u30b3\u30b9\u30c8\u3082\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002<\/p><p>\u30b0\u30e9\u30d5RAG\u306f\u3001\u307e\u305a\u8cea\u554f\u306b\u5bfe\u3057\u3066\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u95a2\u4fc2\u6027\u304b\u3089\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u4e0a\u3067\u5fc5\u8981\u306a\u60c5\u5831\u3092\u7d5e\u308a\u8fbc\u307f\u307e\u3059\u3002\u305d\u306e\u60c5\u5831\u3092AI\u304c\u8981\u7d04\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u3001\u52b9\u7387\u7684\u306a\u51e6\u7406\u3068\u7cbe\u5ea6\u306e\u9ad8\u3044\u56de\u7b54\u3092\u4e21\u7acb\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001FAQ\u306e\u7db2\u7f85\u6027\u3068\u4e00\u8cab\u6027\u304c\u5411\u4e0a\u3057\u3001\u8907\u96d1\u306a\u696d\u52d9\u77e5\u8b58\u306b\u3082\u5bfe\u5fdc\u3057\u305f\u7cbe\u5ea6\u306e\u9ad8\u3044\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u904b\u7528\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p><p>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u3001\u60c5\u5831\u9593\u306e\u95a2\u4fc2\u3084\u69cb\u9020\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u95a2\u9023\u3057\u305f\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u3001\u60c5\u5831\u9593\u306e\u95a2\u4fc2\u304c\u8907\u96d1\u3067\u3001\u53c2\u7167\u3059\u308b\u9805\u76ee\u304c\u8907\u6570\u3042\u308b\u5834\u5408\u306b\u7279\u306b\u52b9\u679c\u7684\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u88fd\u54c1\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u6cd5\u5f8b\u6587\u66f8\u306a\u3069\u3001\u591a\u5c64\u7684\u306a\u53c2\u7167\u95a2\u4fc2\u3092\u6301\u3064\u6587\u66f8\u3084\u3001\u793e\u5185\u306e\u696d\u52d9\u30d5\u30ed\u30fc\u3084\u624b\u9806\u304c\u968e\u5c64\u7684\u306b\u6574\u7406\u3055\u308c\u5305\u62ec\u7684\u306a\u30d3\u30b8\u30cd\u30b9\u77e5\u8b58\u306b\u304a\u3044\u3066\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u8cea\u554f\u306e\u610f\u56f3\u3092\u8003\u616e\u3057\u305f\u7684\u78ba\u306a\u56de\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p><p><strong>\u30bd\u30fc\u30b9 <a href=\"https:\/\/prtimes.jp\/main\/html\/rd\/p\/000000345.000016877.html\" data-no-translation=\"\">PRTimes<\/a><\/strong><\/p>","protected":false},"excerpt":{"rendered":"<p>Startia Holdings, Inc. is pleased to announce that it has become possible to build chatbots equipped with the advanced RAG (Search Augmentation Generation) technology &ldquo;Knowledge Graph (Graph RAG)&rdquo; using the AI &#8203;&#8203;chatbot &ldquo;IZANAI Powered by OpenAI&rdquo; provided by its consolidated subsidiary, Cloud Circus Inc.Conventional RAG (Search Expansion and Generation) is a system in which materials likely to be related to the question are first searched for, and then the generative AI creates an answer based on the information found. Graph RAG is an approach that takes this search step even further, linking entities such as &ldquo;people, organizations, products, dates and times&rdquo; contained in the text as nodes (points) and building [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":17119,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"wprm-recipe-roundup-name":"","wprm-recipe-roundup-description":"","postBodyCss":"","postBodyMargin":[],"postBodyPadding":[],"postBodyBackground":{"backgroundType":"classic","gradient":""},"footnotes":""},"categories":[208,188,211,92,237,206],"tags":[1541,428,5941,5940,773,5939],"ppma_author":[205],"class_list":["post-17118","post","type-post","status-publish","format-standard","has-post-thumbnail","category-apac","category-customer-experience","category-japan","category-martech","category-news","category-regional","tag-ai-chatbot","tag-customer-experience","tag-izanai","tag-knowledge-graph","tag-openai","tag-startia-holdings"],"yoast_head":"<!-- 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