{"id":180854,"date":"2026-01-23T05:42:00","date_gmt":"2026-01-23T10:42:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/01\/23\/top-five-data-product-distribution-models-in-artificial-intelligence\/"},"modified":"2026-01-23T05:55:10","modified_gmt":"2026-01-23T10:55:10","slug":"top-five-data-product-distribution-models-in-artificial-intelligence","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/01\/23\/top-five-data-product-distribution-models-in-artificial-intelligence\/","title":{"rendered":"Top Five Data Product Distribution Models in Artificial Intelligence"},"content":{"rendered":"<p><a href=\"https:\/\/eu.36kr.com\/en\/p\/3651723372585349\">Top Five Data Product Distribution Models in Artificial Intelligence<\/a><\/p>\n<p><a href=\"https:\/\/eu.36kr.com\/en\/p\/3651723372585349\">https:\/\/eu.36kr.com\/en\/p\/3651723372585349<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-01-23 05:42:00<\/a><\/p>\n<p>Source Domain: <a href=\"eu.36kr.com\">eu.36kr.com<\/a><\/p>\n<p>Here is a concise summary of the article focusing on the key points regarding data product distribution models:<\/p>\n<ul>\n<li>\n<p><strong>IntrinsicNature of Data Integration<\/strong>: Unlike software or consumer goods, data products are integrated into decision-making processes and systems. The article explores the core differences in distribution logic for data versus other products.<\/p>\n<\/li>\n<li>\n<p><strong>Distribution Channels<\/strong>: In the software industry, distribution often refers to channels; in the data industry, it refers to how data can disseminate within an organization to ensure the truth remains accessible and accurate.<\/p>\n<\/li>\n<li>\n<p><strong>Data Product Distribution Framework<\/strong>: The five distribution models detail how data products can be effectively disseminated and promote enterprise data adoption for organizations not specialized in technology and data science. <\/p>\n<\/li>\n<li>\n<p><strong>Distribution Type 1: Internal Consumption\/Data as a Service<\/strong>: Internal data distribution involves sharing curated datasets, metrics, or models via regulated APIs, self-service catalogs, and internal marketplaces to maximize usability and reliability across the organization.<\/p>\n<\/li>\n<li>\n<p><strong>Distribution Type 2: Integration into Embedded Workflows<\/strong>: Data products become most valuable when embedded into existing decision-making processes within CRM systems, dashboards, operating systems, and AI assistants, transforming data into executable strategies.<\/p>\n<\/li>\n<li>\n<p><strong>Distribution Type 3: Sharing Data Product Models<\/strong>: Mature organizations share data models and curated datasets with partners and regulators to expand insight scope, necessitating robust governance and trust across organizational boundaries.<\/p>\n<\/li>\n<li>\n<p><strong>Distribution Type 4: Controlled Democratization<\/strong>: This model enables selective, temporary access to data product models for experimentation and innovation while maintaining control over security, privacy, and compliance.<\/p>\n<\/li>\n<li>\n<p><strong>Distribution Type 5: Viral Recommendations Across Teams<\/strong>: The success of data products often spreads through internal referrals and social trust, replicating effective data models and usage across different teams and leveraging internal case studies for advocacy and promotion.<\/p>\n<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Top Five Data Product Distribution Models in Artificial Intelligence https:\/\/eu.36kr.com\/en\/p\/3651723372585349 Publish Date: 2026-01-23 05:42:00 Source&#8230;<\/p>\n","protected":false},"author":1,"featured_media":180855,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/img.36krcdn.com\/hsossms\/20260123\/v2_df757b7cab1b4df19d1cf715782cad9f@5888275@ai_oswg1070771oswg1053oswg495_img_png~tplv-1marlgjv7f-ai-v3:600:400:600:400:q70.jpg","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[20],"class_list":["post-180854","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","tag-artificial-intelligence"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/180854"}],"collection":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/comments?post=180854"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/180854\/revisions"}],"predecessor-version":[{"id":180856,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/180854\/revisions\/180856"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/180855"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=180854"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=180854"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=180854"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}