{"id":22458,"date":"2024-11-18T15:00:11","date_gmt":"2024-11-18T20:00:11","guid":{"rendered":"https:\/\/enterprise-knowledge.com\/?p=22458"},"modified":"2025-11-03T16:31:46","modified_gmt":"2025-11-03T21:31:46","slug":"from-artificial-intelligence-to-knowledge-intelligence","status":"publish","type":"post","link":"https:\/\/enterprise-knowledge.com\/from-artificial-intelligence-to-knowledge-intelligence\/","title":{"rendered":"From Artificial Intelligence to Knowledge Intelligence"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Much of the dialogue in our industry has been dominated by Artificial Intelligence (AI) and what that means to the fields of Knowledge Management, Data Management, and Content Management. At EK, we\u2019ve been witnessing firsthand the impact of the \u201cAI Revolution,\u201d with markedly greater inquiries from organizations seeking AI services or software advice, as well as clients experimenting with what the market currently has to offer.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The buzz is clearly around generative AI, with tools like ChatGPT, DALL-E, and Microsoft Copilot inspiring a great deal of interest and enthusiasm. We\u2019re playing with these tools, and many others, and they demo spectacularly and are a lot of fun to experiment with. Though extremely promising, however, there\u2019s still a major gap between a good demo and a tool that can be trusted at the enterprise level to deliver not just the right answers, but complete answers that fully leverage the knowledge and expertise of the organization and its people.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Where generative AI tools fall short is in their prevalence for hallucinations (as in, a rather gentle word for errors). Imagine a situation where the AI of a medical supply company recommends the wrong product, where an airline offers a steeply discounted ticket, or where a leading services firm\u2019s chatbot insults a potential customer. If you\u2019ve followed the news, you know each of these issues (and many more) have already occurred. The risk for errors is steep, and with those errors can come unacceptable risks that can lead to loss of revenues, regulatory fines, brand and reputation issues, or even loss of life.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Moreover, the current slew of tools are capable of understanding structured content and unstructured content increasingly well, but struggle to deal with conflicting inputs, and outright fail to incorporate an organization\u2019s most valuable assets, its tacit knowledge and human expertise. This results in the classic issues of \u201cgarbage in, garbage out,\u201d and worse yet, fails to connect people and their knowledge in any actionable form.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">To reframe the conversation, we\u2019ve been asking our clients to consider what they\u2019re really seeking to get out of AI. We find that most organizations are seeking the promise of AI, but require the reliability and trustworthiness of more conventional knowledge assets, and moreover are seeking to incorporate human intelligence into their solutions in a way that captures all of an organization\u2019s knowledge assets, rather than leaving key elements like people, their experiences, and their expertise out of the equation. To that end, we discuss Knowledge Intelligence (KI), rather than AI.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/enterprise-knowledge.com\/wp-content\/uploads\/2024\/11\/KIvsAi.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-22459 size-full\" src=\"https:\/\/enterprise-knowledge.com\/wp-content\/uploads\/2024\/11\/KIvsAi.png\" alt=\"Graphic breaking down &quot;AI&quot; into &quot;KI&quot;, or Knowledge Intelligence \" width=\"2312\" height=\"1156\" srcset=\"https:\/\/enterprise-knowledge.com\/wp-content\/uploads\/2024\/11\/KIvsAi.png 2312w, https:\/\/enterprise-knowledge.com\/wp-content\/uploads\/2024\/11\/KIvsAi-336x168.png 336w, https:\/\/enterprise-knowledge.com\/wp-content\/uploads\/2024\/11\/KIvsAi-771x386.png 771w, https:\/\/enterprise-knowledge.com\/wp-content\/uploads\/2024\/11\/KIvsAi-768x384.png 768w, https:\/\/enterprise-knowledge.com\/wp-content\/uploads\/2024\/11\/KIvsAi-1536x768.png 1536w, https:\/\/enterprise-knowledge.com\/wp-content\/uploads\/2024\/11\/KIvsAi-2048x1024.png 2048w\" sizes=\"auto, (max-width: 2312px) 100vw, 2312px\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/enterprise-knowledge.com\/inject-organizational-knowledge-in-ai\/\" target=\"_blank\" rel=\"noopener\"><b>KI integrates institutional knowledge, business context, and expertise<\/b><\/a><span style=\"font-weight: 400;\"> to enhance AI capabilities through effective knowledge and data management practices. Put simply, it smashes together the latest in AI technologies with all of an organization\u2019s knowledge assets, delivering on the promises of AI with greater reliability and organizational expertise.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The specific components of KI address the following critical gaps for AI:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Expert Knowledge Capture &amp; Transfer:<\/b><span style=\"font-weight: 400;\"> Programmatically encoding expert knowledge and business context in structured data &amp; AI;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Knowledge Extraction:<\/b><span style=\"font-weight: 400;\"> Federated connection and aggregation of organizational knowledge assets (unstructured, structured, and semi-structured sources) for knowledge extraction; and<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Business Context Embedding:<\/b><span style=\"font-weight: 400;\"> Through providing standardized meaning and context to data and all knowledge assets in a machine-readable format.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">In a way, this feels like the moment in Knowledge Management that I\u2019ve been waiting for. With over a quarter-century of KM consulting experience behind me, I\u2019ve been talking about the potential for these use cases and business outcomes for some time. We\u2019re now in a position to harness all of the value of KM for enterprise-level outcomes that can be deeply transformative for an organization and impactful for its employees, partners, and other stakeholders.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">So what does this mean? What can KI really do? First, it incorporates people and their true expert knowledge into the AI capabilities of an organization. If you\u2019re lacing together all of an organization\u2019s assets, the lessons learned, how-to\u2019s, and \u201cmistakes made\u201d of an organization&#8217;s experts are some of the most valuable. KI ensures they\u2019re wired into the complete body of knowledge, information, and data, incorporating all assets to return comprehensive answers.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Next, KI brings both quality and context into the equation, eliminating (or at least drastically decreasing) the hallucinations and errors by ensuring the system ingests accurate and actionable information, and by adding taxonomies and ontologies to guide the model and improve the ability for accurate inference and connections.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Further, KI is explainable. Too much generative AI is a \u201cblack box,\u201d meaning you get an answer, but you don\u2019t know from where the answer came, or what logic went into deriving it. KI is explainable AI, showing sources and revealing any inferences, or assumptions, that were made in deriving the answer.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">All of this translates into what most organizations really mean when they say, \u201cwe want AI,\u201d but in a way that is reliable, trustworthy, understandable, and consistent. Are you ready to move beyond the AI pilots and demos and realize something of real value for your organization? If so, we\u2019ve been doing this for a decade and stand ready to help you achieve KI.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Much of the dialogue in our industry has been dominated by Artificial Intelligence (AI) and what that means to the fields of Knowledge Management, Data Management, and Content Management. At EK, we\u2019ve been witnessing firsthand the impact of the \u201cAI &hellip; <a href=\"https:\/\/enterprise-knowledge.com\/from-artificial-intelligence-to-knowledge-intelligence\/\"  class=\"with-arrow\">Continue reading<\/a><\/p>\n","protected":false},"author":5,"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":[1282,183],"tags":[310,388,1328,1327,1326],"article-type":[100],"solution":[1092],"ppma_author":[1567],"class_list":["post-22458","post","type-post","status-publish","format-standard","hentry","category-ai","category-strategy-design","tag-ai","tag-artificial-intelligence","tag-business-context-embedding","tag-knowledge-extraction","tag-knowledge-intelligence","article-type-blog","solution-enterprise-ai"],"acf":[],"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>Much of the dialogue in our industry has been dominated by Artificial Intelligence (AI) and what that means to the fields of Knowledge Management, Data Management, and Content Management. At EK, we\u2019ve been witnessing firsthand the impact of the \u201cAI Revolution,\u201d with markedly greater inquiries from organizations seeking AI services or software advice, as well as clients experimenting with what the market currently has to offer. The buzz is clearly around generative AI, with tools like ChatGPT, DALL-E, and Microsoft Copilot inspiring a great deal of interest and enthusiasm. We\u2019re playing with these tools, and many others, and they demo&hellip;<\/p>\n","category_list_v2":"<a href=\"https:\/\/enterprise-knowledge.com\/category\/ai\/\" rel=\"category tag\">Artificial Intelligence<\/a>, <a href=\"https:\/\/enterprise-knowledge.com\/category\/strategy-design\/\" rel=\"category tag\">Knowledge Management Strategy &amp; Design<\/a>","author_info_v2":{"name":"Zach Wahl","url":"https:\/\/enterprise-knowledge.com\/author\/zwahl\/"},"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>From Artificial Intelligence to Knowledge Intelligence - Enterprise Knowledge<\/title>\n<meta name=\"description\" content=\"Knowledge intelligence (KI) enhances Artificial Intelligence (AI) capabilities through effective knowledge and data management practices.\" \/>\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\/from-artificial-intelligence-to-knowledge-intelligence\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"From Artificial Intelligence to Knowledge Intelligence - Enterprise Knowledge\" \/>\n<meta property=\"og:description\" content=\"Knowledge intelligence (KI) enhances Artificial Intelligence (AI) capabilities through effective knowledge and data management practices.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/enterprise-knowledge.com\/from-artificial-intelligence-to-knowledge-intelligence\/\" \/>\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=\"2024-11-18T20:00:11+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-03T21:31:46+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/enterprise-knowledge.com\/wp-content\/uploads\/2024\/11\/KIvsAi.png\" \/>\n\t<meta property=\"og:image:width\" content=\"2312\" \/>\n\t<meta property=\"og:image:height\" content=\"1156\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Zach Wahl\" \/>\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=\"Zach Wahl\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/enterprise-knowledge.com\/from-artificial-intelligence-to-knowledge-intelligence\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/enterprise-knowledge.com\/from-artificial-intelligence-to-knowledge-intelligence\/\"},\"author\":{\"name\":\"Zach Wahl\",\"@id\":\"https:\/\/enterprise-knowledge.com\/#\/schema\/person\/d3147da120e29a3ef16778fe11d0c736\"},\"headline\":\"From Artificial Intelligence to Knowledge Intelligence\",\"datePublished\":\"2024-11-18T20:00:11+00:00\",\"dateModified\":\"2025-11-03T21:31:46+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/enterprise-knowledge.com\/from-artificial-intelligence-to-knowledge-intelligence\/\"},\"wordCount\":870,\"publisher\":{\"@id\":\"https:\/\/enterprise-knowledge.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/enterprise-knowledge.com\/from-artificial-intelligence-to-knowledge-intelligence\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/enterprise-knowledge.com\/wp-content\/uploads\/2024\/11\/KIvsAi.png\",\"keywords\":[\"AI\",\"artificial intelligence\",\"business context embedding\",\"knowledge extraction\",\"knowledge intelligence\"],\"articleSection\":[\"Artificial Intelligence\",\"Knowledge Management Strategy &amp; 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Zach is passionate about forming and supporting high-functioning teams and facilitating results-focused outcomes with his clients.","url":"https:\/\/enterprise-knowledge.com\/author\/zwahl\/"}]}},"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false,"slideshow":false,"slideshow-2x":false,"banner":false,"home-large":false,"home-medium":false,"home-small":false,"gform-image-choice-sm":false,"gform-image-choice-md":false,"gform-image-choice-lg":false},"uagb_author_info":{"display_name":"Zach Wahl","author_link":"https:\/\/enterprise-knowledge.com\/author\/zwahl\/"},"uagb_comment_info":0,"uagb_excerpt":"Much of the dialogue in our industry has been dominated by Artificial Intelligence (AI) and what that means to the fields of Knowledge Management, Data Management, and Content Management. At EK, we\u2019ve been witnessing firsthand the impact of the \u201cAI &hellip; Continue reading","authors":[{"term_id":1567,"user_id":5,"is_guest":0,"slug":"zwahl","display_name":"Zach Wahl","avatar_url":"https:\/\/enterprise-knowledge.com\/wp-content\/uploads\/2025\/05\/ZachWahl-1-96x96.jpg","first_name":"Zach","last_name":"Wahl","user_url":"","job_title":"","description":"Expert in knowledge and information management strategy, content strategy, and taxonomy design. 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