{"id":7108,"date":"2026-10-13T08:00:00","date_gmt":"2026-10-13T08:00:00","guid":{"rendered":"https:\/\/www.waters.com\/blog\/?p=7108"},"modified":"2026-10-16T12:08:47","modified_gmt":"2026-10-16T12:08:47","slug":"from-complex-workflows-to-conversation-how-waters-is-bringing-governed-practical-ai-into-laboratory-software","status":"publish","type":"post","link":"https:\/\/www.waters.com\/blog\/from-complex-workflows-to-conversation-how-waters-is-bringing-governed-practical-ai-into-laboratory-software\/","title":{"rendered":"From Complex Workflows to Conversation: How Waters is Bringing Governed, Practical AI Into Laboratory Software"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Artificial intelligence (AI) is changing how people interact with software. However, in the lab, innovation must do more than make technology easier to use, it must also support scientific confidence, protect access to data, and fit within established governance. Waters AI Link is designed for that reality, providing a conversational connection to waters_connect Software that helps lab teams turn natural-language requests into controlled actions across their analytical workflows.<\/p>\n\n\n<style>.wp-block-kadence-spacer.kt-block-spacer-7108_f7200e-ee .kt-block-spacer{height:60px;}.wp-block-kadence-spacer.kt-block-spacer-7108_f7200e-ee .kt-divider{border-top-width:1px;height:1px;border-top-color:#eee;width:80%;border-top-style:solid;}<\/style>\n<div class=\"wp-block-kadence-spacer aligncenter kt-block-spacer-7108_f7200e-ee\"><div class=\"kt-block-spacer kt-block-spacer-halign-center\"><hr class=\"kt-divider\"\/><\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Bringing AI closer to the lab<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Lab software supports highly specialized work, but routine tasks can still involve moving through multiple applications, menus, and setup steps. Creating acquisition methods, building sample lists, assigning instruments, submitting work, and retrieving results all require time and attention. For experienced users, that can mean repetitive administration, whereas for newer analysts it can create a steep learning curve and greater dependence on expert colleagues.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Waters AI Link introduces a more intuitive way to engage with these capabilities. Instead of requiring users to navigate every step manually, it makes <a href=\"https:\/\/www.waters.com\/nextgen\/global\/products\/informatics-and-software\/waters_connect.html\">supported waters_connect Software functions<\/a> available through natural language. A scientist or analyst can describe what they want to accomplish, while the underlying tools translate that intent into defined actions within the platform.<\/p>\n\n\n<style>.wp-block-kadence-spacer.kt-block-spacer-7108_87bf2c-17 .kt-block-spacer{height:60px;}.wp-block-kadence-spacer.kt-block-spacer-7108_87bf2c-17 .kt-divider{border-top-width:1px;height:1px;border-top-color:#eee;width:80%;border-top-style:solid;}<\/style>\n<div class=\"wp-block-kadence-spacer aligncenter kt-block-spacer-7108_87bf2c-17\"><div class=\"kt-block-spacer kt-block-spacer-halign-center\"><hr class=\"kt-divider\"\/><\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">What is Waters AI Link?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Waters AI Link is a Model Context Protocol (MCP) server that converts waters_connect Software &nbsp;capabilities into governed AI tools. MCP is an open standard that enables AI assistants to connect with software capabilities in a consistent way. For Waters customers, this creates the foundation for conversational interaction with laboratory workflows without replacing the scientific applications, validated assets, or domain expertise on which laboratories rely.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Waters AI Link currently brings together capabilities supporting quantitative acquisition and processing workflows. These tools enable activities such as creating and editing sample lists, working with acquisition methods, assigning instruments, accessing analytical results, and generating reports. As coverage expands, the goal is a connected, end-to-end experience from method development through acquisition, processing, and result retrieval.<\/p>\n\n\n<style>.wp-block-kadence-spacer.kt-block-spacer-7108_85702c-82 .kt-block-spacer{height:60px;}.wp-block-kadence-spacer.kt-block-spacer-7108_85702c-82 .kt-divider{border-top-width:1px;height:1px;border-top-color:#eee;width:80%;border-top-style:solid;}<\/style>\n<div class=\"wp-block-kadence-spacer aligncenter kt-block-spacer-7108_85702c-82\"><div class=\"kt-block-spacer kt-block-spacer-halign-center\"><hr class=\"kt-divider\"\/><\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Designed to make everyday work simpler<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The value of conversational AI is most tangible when it removes friction from real tasks. With Waters AI Link, a request that once necessitated a series of manual setup steps can now be expressed in a single conversation. Teams can more readily reuse existing methods and sample structures, helping them build on their validated work rather than starting again. Results and supporting information can also be presented more directly, reducing the time spent moving between screens to find the right data.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>For analysts:<\/strong> A simpler route through routine workflows.<\/li>\n\n\n\n<li><strong>For scientists and method developers:<\/strong> Less time on repetitive setup and more time for scientific judgement.<\/li>\n\n\n\n<li><strong>For laboratory managers:<\/strong> More consistent execution and reduced reliance on a small number of experienced users.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The result is not AI for its own sake, but a practical way to help laboratories work more efficiently and make established capabilities easier to access.<\/p>\n\n\n<style>.wp-block-kadence-spacer.kt-block-spacer-7108_88e741-98 .kt-block-spacer{height:60px;}.wp-block-kadence-spacer.kt-block-spacer-7108_88e741-98 .kt-divider{border-top-width:1px;height:1px;border-top-color:#eee;width:80%;border-top-style:solid;}<\/style>\n<div class=\"wp-block-kadence-spacer aligncenter kt-block-spacer-7108_88e741-98\"><div class=\"kt-block-spacer kt-block-spacer-halign-center\"><hr class=\"kt-divider\"\/><\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Governed AI for a scientific environment<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In laboratory informatics, ease of use cannot come at the expense of control. Waters AI Link uses a governed approach:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>It does not give an AI model unrestricted access to the waters_connect Software.<\/li>\n\n\n\n<li>Each tool is explicitly defined and constrained.<\/li>\n\n\n\n<li>Every action remains subject to the platform\u2019s authentication, permissions, and access controls.<\/li>\n\n\n\n<li>Users can only perform actions through AI that they are authorized to perform in waters_connect Software.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This governed approach distinguishes Waters AI Link from an uncontrolled agent. Natural language becomes an additional interface to trusted platform capabilities\u2014not a shortcut around product ownership, validation, or laboratory policy. The domain applications remain in the authoritative environment for deep scientific work, while Waters AI Link provides a more accessible conversational entrance.<\/p>\n\n\n<style>.wp-block-kadence-spacer.kt-block-spacer-7108_f902f3-ef .kt-block-spacer{height:60px;}.wp-block-kadence-spacer.kt-block-spacer-7108_f902f3-ef .kt-divider{border-top-width:1px;height:1px;border-top-color:#eee;width:80%;border-top-style:solid;}<\/style>\n<div class=\"wp-block-kadence-spacer aligncenter kt-block-spacer-7108_f902f3-ef\"><div class=\"kt-block-spacer kt-block-spacer-halign-center\"><hr class=\"kt-divider\"\/><\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">An open foundation that grows with the laboratory<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">By building on the open MCP standard, Waters is creating an extensible foundation rather than a point solution tied to a single AI client. MCP-compatible assistants can access published tools without a separate custom integration for every use case. A plugin model will allow additional waters_connect Software capabilities to be made available through the same governed mechanism, extending the potential reach of conversational AI across laboratory workflows over time.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Waters brings together analytical instruments, scientific data, and a connected informatics platform. Waters AI Link provides an additional layer that allows AI to interact with those capabilities in a controlled and useful way. By combining natural-language access, open architecture, and platform-level governance, Waters is helping lead the introduction of AI into lab software on terms that reflect the needs of modern science.<\/p>\n\n\n<style>.wp-block-kadence-spacer.kt-block-spacer-7108_fa414b-db .kt-block-spacer{height:60px;}.wp-block-kadence-spacer.kt-block-spacer-7108_fa414b-db .kt-divider{border-top-width:1px;height:1px;border-top-color:#eee;width:80%;border-top-style:solid;}<\/style>\n<div class=\"wp-block-kadence-spacer aligncenter kt-block-spacer-7108_fa414b-db\"><div class=\"kt-block-spacer kt-block-spacer-halign-center\"><hr class=\"kt-divider\"\/><\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Waters AI Link is an important step towards the AI-enabled lab: one where routine complexity is reduced, trusted scientific assets are easier to reuse, and people can focus more of their time on insight and decision-making. As its tool library and workflow coverage continue to grow, the same foundation can support an expanding range of laboratory experiences, making AI a practical, governed part of everyday work.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><a href=\"https:\/\/www.waters.com\/nextgen\/global\/products\/informatics-and-software\/waters_connect.html\">Explore how waters_connect Software<\/a><\/strong> advances your science through connected and accessible data.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Artificial intelligence (AI) is changing how people interact with software. However, in the lab, innovation must do more than make technology easier to use, it must also support scientific confidence, protect access to data, and fit within established governance. Waters AI Link is designed for that reality, providing a conversational connection to waters_connect Software that&#8230;<\/p>\n","protected":false},"author":184,"featured_media":7115,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","_seopress_robots_follow":"","_seopress_robots_imageindex":"","_seopress_robots_snippet":"","_seopress_robots_primary_cat":"","_seopress_robots_breadcrumbs":"","_seopress_robots_freeze_modified_date":"","_seopress_robots_custom_modified_date":"","_seopress_robots_canonical":"","_seopress_social_fb_title":"","_seopress_social_fb_desc":"","_seopress_social_fb_img":"","_seopress_social_fb_img_attachment_id":0,"_seopress_social_fb_img_width":0,"_seopress_social_fb_img_height":0,"_seopress_social_twitter_title":"","_seopress_social_twitter_desc":"","_seopress_social_twitter_img":"","_seopress_social_twitter_img_attachment_id":0,"_seopress_social_twitter_img_width":0,"_seopress_social_twitter_img_height":0,"_seopress_redirections_value":"","_seopress_redirections_enabled":"","_seopress_redirections_enabled_regex":"","_seopress_redirections_logged_status":"","_seopress_redirections_param":"","_seopress_redirections_type":0,"_seopress_analysis_target_kw":"","_seopress_news_disabled":"","_seopress_video_disabled":"","_seopress_video":[],"_seopress_pro_schemas_manual":[],"_seopress_pro_rich_snippets_disable_all":"","_seopress_pro_rich_snippets_disable":[],"_seopress_pro_schemas":[],"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[599,22],"tags":[785,786,44,540],"class_list":["post-7108","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-featured","category-technology","tag-ai","tag-artificial-intelligence","tag-laboratory-informatics","tag-waters_connect"],"acf":[],"taxonomy_info":{"category":[{"value":599,"label":"Featured"},{"value":22,"label":"Technology"}],"post_tag":[{"value":785,"label":"AI"},{"value":786,"label":"artificial intelligence"},{"value":44,"label":"laboratory informatics"},{"value":540,"label":"waters_connect"}]},"featured_image_src_large":["https:\/\/www.waters.com\/blog\/wp-content\/uploads\/xevo_tq_absolute_xr_mass_spectrometer_waters_connect_for_quantitation_full-res-presentation-logo-sm.png",600,400,false],"author_info":{"display_name":"Dave Leitham","author_link":"https:\/\/www.waters.com\/blog\/author\/dleitham\/"},"comment_info":"","category_info":[{"term_id":599,"name":"Featured","slug":"featured","term_group":0,"term_taxonomy_id":599,"taxonomy":"category","description":"","parent":0,"count":48,"filter":"raw","term_order":"0","cat_ID":599,"category_count":48,"category_description":"","cat_name":"Featured","category_nicename":"featured","category_parent":0},{"term_id":22,"name":"Technology","slug":"technology","term_group":0,"term_taxonomy_id":22,"taxonomy":"category","description":"Our expertise drives innovation, development, and\u00a0application of informatics and software that continue to enable leading pharmaceutical, environmental, food &amp; 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