{"id":121541,"date":"2026-07-27T11:44:05","date_gmt":"2026-07-27T11:44:05","guid":{"rendered":"https:\/\/bibliostaged.wpengine.com\/ai-in-libraries-whats-changed-whats-at-stake\/"},"modified":"2026-07-27T11:44:08","modified_gmt":"2026-07-27T11:44:08","slug":"ai-in-libraries-whats-changed-whats-at-stake","status":"publish","type":"post","link":"https:\/\/www.bibliotheca.com\/en-gb\/ai-in-libraries-whats-changed-whats-at-stake\/","title":{"rendered":"AI in Libraries: What\u2019s Changed, What\u2019s at Stake"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"121541\" class=\"elementor elementor-121541 elementor-114338\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1a8514af elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"1a8514af\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[{&quot;jet_parallax_layout_image&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;_id&quot;:&quot;e10cdb8&quot;,&quot;jet_parallax_layout_image_tablet&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;jet_parallax_layout_image_mobile&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;jet_parallax_layout_speed&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:50,&quot;sizes&quot;:[]},&quot;jet_parallax_layout_type&quot;:&quot;scroll&quot;,&quot;jet_parallax_layout_direction&quot;:&quot;1&quot;,&quot;jet_parallax_layout_fx_direction&quot;:null,&quot;jet_parallax_layout_z_index&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_x&quot;:50,&quot;jet_parallax_layout_bg_x_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_x_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_y&quot;:50,&quot;jet_parallax_layout_bg_y_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_y_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_size&quot;:&quot;auto&quot;,&quot;jet_parallax_layout_bg_size_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_size_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_animation_prop&quot;:&quot;transform&quot;,&quot;jet_parallax_layout_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;]}]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-530bb76f\" data-id=\"530bb76f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-68cdab7b hero hero-post hero-sub hero-content-dark hero-product elementor-cta--layout-image-left elementor-cta--mobile-layout-image-above elementor-cta--skin-classic elementor-animated-content elementor-widget elementor-widget-call-to-action\" data-id=\"68cdab7b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-cta\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/www.bibliotheca.com\/wp-content\/uploads\/AI-in-Libraries.webp);\" role=\"img\" aria-label=\"Librarian interacting with a digital discovery interface inside a modern library\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__title elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\t<a href=\"https:\/\/www.bibliotheca.com\/en-gb\/category\/blog\/\" rel=\"tag\">Blog<\/a><a href=\"https:\/\/www.bibliotheca.com\/en-gb\/category\/blog\/library-strategy\/\" rel=\"tag\">Library Strategy<\/a>\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\tAI in Libraries: What\u2019s Changed, What\u2019s at Stake\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-540ac432 elementor-section-full_width content-video-contained bb-1 elementor-section-height-default elementor-section-height-default\" data-id=\"540ac432\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[{&quot;jet_parallax_layout_image&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;_id&quot;:&quot;023c89a&quot;,&quot;jet_parallax_layout_image_tablet&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;jet_parallax_layout_image_mobile&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;jet_parallax_layout_speed&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:50,&quot;sizes&quot;:[]},&quot;jet_parallax_layout_type&quot;:&quot;scroll&quot;,&quot;jet_parallax_layout_direction&quot;:&quot;1&quot;,&quot;jet_parallax_layout_fx_direction&quot;:null,&quot;jet_parallax_layout_z_index&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_x&quot;:50,&quot;jet_parallax_layout_bg_x_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_x_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_y&quot;:50,&quot;jet_parallax_layout_bg_y_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_y_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_size&quot;:&quot;auto&quot;,&quot;jet_parallax_layout_bg_size_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_size_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_animation_prop&quot;:&quot;transform&quot;,&quot;jet_parallax_layout_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;]}]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-48ed8e5d column-narrow\" data-id=\"48ed8e5d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3a38a1c elementor-widget elementor-widget-text-editor\" data-id=\"3a38a1c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t27 July 2026\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7699b6f elementor-widget elementor-widget-text-editor\" data-id=\"7699b6f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"article-toc\"><p class=\"toc-title\">In this article<\/p><ul><li><a href=\"#introduction\">Introduction<\/a><\/li><li><a href=\"#historical\">Historical Foundations<\/a><\/li><li><a href=\"#landscape\">The Current Global Landscape<\/a><\/li><li><a href=\"#user\">The User Perspective<\/a><\/li><li><a href=\"#professional\">The Professional Perspective<\/a><\/li><li><a href=\"#trends\">Future Directions<\/a><\/li><li><a href=\"#conclusion\">Conclusion<\/a><\/li><li><a href=\"#references\">References<\/a><\/li><\/ul><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c115686 elementor-widget elementor-widget-menu-anchor\" data-id=\"c115686\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"introduction\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c26b12 elementor-widget elementor-widget-heading\" data-id=\"6c26b12\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Introduction<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1591a24e elementor-widget-divider--view-line elementor-invisible elementor-widget elementor-widget-divider\" data-id=\"1591a24e\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e597646 elementor-widget elementor-widget-text-editor\" data-id=\"e597646\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Over the past three years, libraries across the globe have explored or deployed AI in cataloging, discovery, and patron support. Adoption is broad, but implementation varies significantly. To understand where AI fits, it helps to understand what came before it.  <\/p><p>Library automation did not begin with machine learning. It began with punch cards, barcode readers, and electromagnetic security systems. The technology evolved across decades. The institutional purpose stayed the same.   <\/p><p>This article traces that trajectory, from the MARC project and early self-check systems to generative AI and operational analytic. It examines global deployment data on current adoption and analyses how AI is reshaping user experience and professional roles. <\/p><p>Drawing on published research and global survey data representing more than 2,000 librarians across 109 countries, along with implementation experience across public, academic, and special libraries, this article examines what is at stake when AI enters the library environment.<\/p><p>Throughout this article, \u201cAI\u201d refers broadly to machine learning and generative systems. Where relevant, distinctions are made between rule-based automation, statistical modelling, and generative AI. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b73ca9c elementor-widget elementor-widget-menu-anchor\" data-id=\"b73ca9c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"historical\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67184094 elementor-widget elementor-widget-heading\" data-id=\"67184094\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Historical Foundations<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e1c3714 elementor-widget-divider--view-line elementor-invisible elementor-widget elementor-widget-divider\" data-id=\"e1c3714\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d310c33 elementor-widget elementor-widget-text-editor\" data-id=\"2d310c33\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"757\" data-end=\"1058\">Library technology evolved along two parallel tracks that gradually converged: software systems that organise and retrieve information, and hardware systems that manage circulation, security, and physical access. Understanding both trajectories clarifies what artificial intelligence represents today. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-57f006df elementor-widget elementor-widget-heading\" data-id=\"57f006df\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Software Automation<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7ae1dc2 elementor-widget elementor-widget-text-editor\" data-id=\"7ae1dc2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Library data automation began in the early 1960s, when universities experimented with mainframe computers, punch cards, and magnetic tapes to standardise catalogue records. <a href=\"https:\/\/www.loc.gov\/marc\/\" target=\"_blank\" rel=\"noopener\">The MARC Pilot Project,<\/a> launched by the Library of Congress in 1966, marked a turning point. Bibliographic data became machine-readable and transferable across institutions. In 1971, <a href=\"https:\/\/www.oclc.org\" target=\"_blank\" rel=\"noopener\">OCLC<\/a> operationalised cooperative cataloguing, reducing redundant descriptive labour across libraries (NISO, 2012; Rosenheck, 1997).  <\/p><p>Throughout the 1970s and 1980s, integrated library systems formalised circulation, acquisitions, and catalogue management (Breeding, 2009). The 1990s introduced web-based OPACs and remote access (Borgman, 1996). The 2000s expanded digital collections and incorporated advances in natural language processing into information retrieval systems (Manning et al., 2008). By the 2010s, discovery layers embedded relevance ranking and federated search as standard expectations (Breeding, 2015).   <\/p><p>It is worth separating algorithmic retrieval from generative AI. Relevance ranking and NLP-based retrieval improved discovery for decades, but they did not generate new answers or narratives; they optimised how existing records were found. <\/p><p>The introduction of generative AI systems after 2022 represents a qualitative shift. Systems such as <a href=\"https:\/\/arxiv.org\/abs\/2303.08774\" target=\"_blank\" rel=\"noopener\">GPT-4 <\/a>demonstrated the ability to synthesise, summarise, and generate text at scale, producing responses that interpret and contextualise information rather than simply retrieving it. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cb6aa70 elementor-widget elementor-widget-heading\" data-id=\"cb6aa70\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Hardware Automation<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-28cdba30 elementor-widget elementor-widget-text-editor\" data-id=\"28cdba30\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>While software automation evolved behind the scenes, a parallel transformation reshaped the physical experience of the library.<\/p><p>In 1970, the Saint Paul Public Library implemented the first <a href=\"https:\/\/www.bibliotheca.com\/en-gb\/library-supplies\/\">Tattle-Tape<\/a> electromagnetic security system, developed by 3M. By the early 1990s, the technology protected collections in more than 40 countries (Breeding, 2015; Bibliotheca, 2001). In 1972, Kentish Town Library adopted one of the earliest barcode identification systems, accelerating circulation workflows and reducing manual error (Tedd, 2007).  <\/p><p>In 1992, 3M introduced the Model 5210 <a href=\"https:\/\/www.bibliotheca.com\/self-service-in-libraries-evolution-impact-and-the-future\/\">self-check system<\/a>, institutionalising library self-service before self-checkout became standard in retail. The pattern was consistent: libraries adopted operational automation early, typically in response to staffing constraints and growing demand. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-616cdc3 elementor-widget elementor-widget-jet-horizontal-timeline\" data-id=\"616cdc3\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;columns&quot;:3,&quot;columns_tablet&quot;:2,&quot;columns_mobile&quot;:1}\" data-widget_type=\"jet-horizontal-timeline.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-horizontal-timeline jet-elements\">\n<div class=\"jet-hor-timeline jet-hor-timeline--layout-chess jet-hor-timeline--align-left jet-hor-timeline--scroll-bar\">\n\t<div class=\"jet-hor-timeline-inner\">\n\t\t<div class=\"jet-hor-timeline-track\">\n\t\t\t<div class=\"jet-hor-timeline-list jet-hor-timeline-list--top\">\n<div class=\"jet-hor-timeline-item elementor-repeater-item-80356c2 is-active\" data-item-id=\"80356c2\">\n\t\t\t\n<div class=\"jet-hor-timeline-item__card\">\n\t<div class=\"jet-hor-timeline-item__card-inner\">\n\t\t<h5 class=\"jet-hor-timeline-item__card-title\">Early computerised cataloguing<\/h5>\t<\/div>\n\t\t\t<div class=\"jet-hor-timeline-item__card-arrow\"><\/div>\n\t<\/div>\n\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-f74456f is-active\" data-item-id=\"f74456f\">\n\t\t\t<div class=\"jet-hor-timeline-item__meta\">1966<\/div>\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-e752733 is-active\" data-item-id=\"e752733\">\n\t\t\t\n<div class=\"jet-hor-timeline-item__card\">\n\t<div class=\"jet-hor-timeline-item__card-inner\">\n\t\t<h5 class=\"jet-hor-timeline-item__card-title\">Tattle-Tape<\/h5>\t<\/div>\n\t\t\t<div class=\"jet-hor-timeline-item__card-arrow\"><\/div>\n\t<\/div>\n\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-dcecdb2 is-active\" data-item-id=\"dcecdb2\">\n\t\t\t<div class=\"jet-hor-timeline-item__meta\">1971<\/div>\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-ee248af is-active\" data-item-id=\"ee248af\">\n\t\t\t\n<div class=\"jet-hor-timeline-item__card\">\n\t<div class=\"jet-hor-timeline-item__card-inner\">\n\t\t<h5 class=\"jet-hor-timeline-item__card-title\">Barcode systems<\/h5>\t<\/div>\n\t\t\t<div class=\"jet-hor-timeline-item__card-arrow\"><\/div>\n\t<\/div>\n\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-147d974 is-active\" data-item-id=\"147d974\">\n\t\t\t<div class=\"jet-hor-timeline-item__meta\">1983<\/div>\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-e88cca3 is-active\" data-item-id=\"e88cca3\">\n\t\t\t\n<div class=\"jet-hor-timeline-item__card\">\n\t<div class=\"jet-hor-timeline-item__card-inner\">\n\t\t<h5 class=\"jet-hor-timeline-item__card-title\">OPAC<\/h5>\t<\/div>\n\t\t\t<div class=\"jet-hor-timeline-item__card-arrow\"><\/div>\n\t<\/div>\n\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-9ac98b9 is-active\" data-item-id=\"9ac98b9\">\n\t\t\t<div class=\"jet-hor-timeline-item__meta\">1992<\/div>\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-36e6b49 is-active\" data-item-id=\"36e6b49\">\n\t\t\t\n<div class=\"jet-hor-timeline-item__card\">\n\t<div class=\"jet-hor-timeline-item__card-inner\">\n\t\t<h5 class=\"jet-hor-timeline-item__card-title\">Koha (open-source LMS)<\/h5>\t<\/div>\n\t\t\t<div class=\"jet-hor-timeline-item__card-arrow\"><\/div>\n\t<\/div>\n\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-01b6243 is-active\" data-item-id=\"01b6243\">\n\t\t\t<div class=\"jet-hor-timeline-item__meta\">2010s<\/div>\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-ee33c7f is-active\" data-item-id=\"ee33c7f\">\n\t\t\t\n<div class=\"jet-hor-timeline-item__card\">\n\t<div class=\"jet-hor-timeline-item__card-inner\">\n\t\t<h5 class=\"jet-hor-timeline-item__card-title\">Generative AI<\/h5>\t<\/div>\n\t\t\t<div class=\"jet-hor-timeline-item__card-arrow\"><\/div>\n\t<\/div>\n\t<\/div>\n<\/div>\t\t\t<div class=\"jet-hor-timeline-list jet-hor-timeline-list--middle\">\n\t<div class=\"jet-hor-timeline__line\"><\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-80356c2 is-active\" data-item-id=\"80356c2\">\n\t<div class=\"jet-hor-timeline-item__point\"><div class=\"jet-hor-timeline-item__point-content\"><span class=\"jet-elements-icon\"><i aria-hidden=\"true\" class=\"far fa-circle\"><\/i><\/span><\/div><\/div><\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-f74456f is-active\" data-item-id=\"f74456f\">\n\t<div class=\"jet-hor-timeline-item__point\"><div class=\"jet-hor-timeline-item__point-content\"><span class=\"jet-elements-icon\"><i aria-hidden=\"true\" class=\"far fa-circle\"><\/i><\/span><\/div><\/div><\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-e752733 is-active\" data-item-id=\"e752733\">\n\t<div class=\"jet-hor-timeline-item__point\"><div class=\"jet-hor-timeline-item__point-content\"><span class=\"jet-elements-icon\"><i aria-hidden=\"true\" class=\"far fa-circle\"><\/i><\/span><\/div><\/div><\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-dcecdb2 is-active\" data-item-id=\"dcecdb2\">\n\t<div class=\"jet-hor-timeline-item__point\"><div class=\"jet-hor-timeline-item__point-content\"><span class=\"jet-elements-icon\"><i aria-hidden=\"true\" class=\"far fa-circle\"><\/i><\/span><\/div><\/div><\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-ee248af is-active\" data-item-id=\"ee248af\">\n\t<div class=\"jet-hor-timeline-item__point\"><div class=\"jet-hor-timeline-item__point-content\"><span class=\"jet-elements-icon\"><i aria-hidden=\"true\" class=\"far fa-circle\"><\/i><\/span><\/div><\/div><\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-147d974 is-active\" data-item-id=\"147d974\">\n\t<div class=\"jet-hor-timeline-item__point\"><div class=\"jet-hor-timeline-item__point-content\"><span class=\"jet-elements-icon\"><i aria-hidden=\"true\" class=\"far fa-circle\"><\/i><\/span><\/div><\/div><\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-e88cca3 is-active\" data-item-id=\"e88cca3\">\n\t<div class=\"jet-hor-timeline-item__point\"><div class=\"jet-hor-timeline-item__point-content\"><span class=\"jet-elements-icon\"><i aria-hidden=\"true\" class=\"far fa-circle\"><\/i><\/span><\/div><\/div><\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-9ac98b9 is-active\" data-item-id=\"9ac98b9\">\n\t<div class=\"jet-hor-timeline-item__point\"><div class=\"jet-hor-timeline-item__point-content\"><span class=\"jet-elements-icon\"><i aria-hidden=\"true\" class=\"far fa-circle\"><\/i><\/span><\/div><\/div><\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-36e6b49 is-active\" data-item-id=\"36e6b49\">\n\t<div class=\"jet-hor-timeline-item__point\"><div class=\"jet-hor-timeline-item__point-content\"><span class=\"jet-elements-icon\"><i aria-hidden=\"true\" class=\"far fa-circle\"><\/i><\/span><\/div><\/div><\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-01b6243 is-active\" data-item-id=\"01b6243\">\n\t<div class=\"jet-hor-timeline-item__point\"><div class=\"jet-hor-timeline-item__point-content\"><span class=\"jet-elements-icon\"><i aria-hidden=\"true\" class=\"far fa-circle\"><\/i><\/span><\/div><\/div><\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-ee33c7f is-active\" data-item-id=\"ee33c7f\">\n\t<div class=\"jet-hor-timeline-item__point\"><div class=\"jet-hor-timeline-item__point-content\"><span class=\"jet-elements-icon\"><i aria-hidden=\"true\" class=\"far fa-circle\"><\/i><\/span><\/div><\/div><\/div>\n<\/div>\t\t\t<div class=\"jet-hor-timeline-list jet-hor-timeline-list--bottom\">\n<div class=\"jet-hor-timeline-item elementor-repeater-item-80356c2 is-active\" data-item-id=\"80356c2\">\n\t\t\t<div class=\"jet-hor-timeline-item__meta\">Early 1960s<\/div>\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-f74456f is-active\" data-item-id=\"f74456f\">\n\t\t\t\n<div class=\"jet-hor-timeline-item__card\">\n\t<div class=\"jet-hor-timeline-item__card-inner\">\n\t\t<h5 class=\"jet-hor-timeline-item__card-title\">MARC standard<\/h5>\t<\/div>\n\t\t\t<div class=\"jet-hor-timeline-item__card-arrow\"><\/div>\n\t<\/div>\n\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-e752733 is-active\" data-item-id=\"e752733\">\n\t\t\t<div class=\"jet-hor-timeline-item__meta\">1970<\/div>\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-dcecdb2 is-active\" data-item-id=\"dcecdb2\">\n\t\t\t\n<div class=\"jet-hor-timeline-item__card\">\n\t<div class=\"jet-hor-timeline-item__card-inner\">\n\t\t<h5 class=\"jet-hor-timeline-item__card-title\">OCLC cooperative cataloguing<\/h5>\t<\/div>\n\t\t\t<div class=\"jet-hor-timeline-item__card-arrow\"><\/div>\n\t<\/div>\n\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-ee248af is-active\" data-item-id=\"ee248af\">\n\t\t\t<div class=\"jet-hor-timeline-item__meta\">1972<\/div>\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-147d974 is-active\" data-item-id=\"147d974\">\n\t\t\t\n<div class=\"jet-hor-timeline-item__card\">\n\t<div class=\"jet-hor-timeline-item__card-inner\">\n\t\t<h5 class=\"jet-hor-timeline-item__card-title\">LMS<\/h5>\t<\/div>\n\t\t\t<div class=\"jet-hor-timeline-item__card-arrow\"><\/div>\n\t<\/div>\n\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-e88cca3 is-active\" data-item-id=\"e88cca3\">\n\t\t\t<div class=\"jet-hor-timeline-item__meta\">1990s<\/div>\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-9ac98b9 is-active\" data-item-id=\"9ac98b9\">\n\t\t\t\n<div class=\"jet-hor-timeline-item__card\">\n\t<div class=\"jet-hor-timeline-item__card-inner\">\n\t\t<h5 class=\"jet-hor-timeline-item__card-title\">First commercial self-check system<\/h5>\t<\/div>\n\t\t\t<div class=\"jet-hor-timeline-item__card-arrow\"><\/div>\n\t<\/div>\n\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-36e6b49 is-active\" data-item-id=\"36e6b49\">\n\t\t\t<div class=\"jet-hor-timeline-item__meta\">2000<\/div>\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-01b6243 is-active\" data-item-id=\"01b6243\">\n\t\t\t\n<div class=\"jet-hor-timeline-item__card\">\n\t<div class=\"jet-hor-timeline-item__card-inner\">\n\t\t<h5 class=\"jet-hor-timeline-item__card-title\">Machine learning in discovery<\/h5>\t<\/div>\n\t\t\t<div class=\"jet-hor-timeline-item__card-arrow\"><\/div>\n\t<\/div>\n\t<\/div>\n\n<div class=\"jet-hor-timeline-item elementor-repeater-item-ee33c7f is-active\" data-item-id=\"ee33c7f\">\n\t\t\t<div class=\"jet-hor-timeline-item__meta\">2022<\/div>\t<\/div>\n<\/div>\t\t<\/div>\n\t<\/div>\n\t<\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c0e1c05 elementor-widget elementor-widget-menu-anchor\" data-id=\"c0e1c05\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"landscape\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc44fc4 elementor-widget elementor-widget-heading\" data-id=\"cc44fc4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The Current Global Landscape<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b674daf elementor-widget-divider--view-line elementor-invisible elementor-widget elementor-widget-divider\" data-id=\"b674daf\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a2753b elementor-widget elementor-widget-text-editor\" data-id=\"4a2753b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The <a href=\"https:\/\/clarivate.com\/pulse-of-the-library\/\" target=\"_blank\" rel=\"noopener\">Pulse of the Library 2025 <\/a>report, based on responses from more than 2,000 librarians across 109 countries, offers the most comprehensive global snapshot of AI adoption in the sector (Clarivate, 2025).<\/p><p>Sixty-seven percent of libraries report exploring or implementing AI. Thirty-three percent indicate active implementation. Budget constraints remain the primary barrier, cited by 62 percent of respondents. More than half acknowledge that AI adoption will require substantial reskilling.   <\/p><p>Regional variation is pronounced. Asia and Europe report higher levels of implementation maturity than the United States. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-95d2656 elementor-widget elementor-widget-html\" data-id=\"95d2656\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<link href=\"https:\/\/fonts.googleapis.com\/css2?family=Inter:wght@400;500;600;700&display=swap\" rel=\"stylesheet\"><style>.bib-stats-grid {\r\n    font-family: 'Inter', sans-serif;\r\n    display: grid;\r\n    grid-template-columns: repeat(3, 1fr);\r\n    gap: 1.25rem;\r\n    width: 100%;\r\n  }\r\n  .bib-stat {\r\n    background: #fff;\r\n    border-radius: 8px;\r\n    padding: 1.75rem 1.5rem;\r\n    box-shadow: 0 2px 8px rgba(0,0,0,0.07), 0 6px 20px rgba(0,0,0,0.05);\r\n    display: flex;\r\n    flex-direction: column;\r\n    gap: 0.6rem;\r\n    transition: box-shadow 0.2s ease, transform 0.2s ease;\r\n  }\r\n  .bib-stat:hover {\r\n    box-shadow: 0 4px 16px rgba(0,0,0,0.1), 0 10px 30px rgba(0,0,0,0.07);\r\n    transform: translateY(-2px);\r\n  }\r\n  .bib-stat .number {\r\n    font-size: 2.8rem;\r\n    font-weight: 700;\r\n    color: #E3000F;\r\n    line-height: 1;\r\n    letter-spacing: -0.02em;\r\n  }\r\n  .bib-stat .text {\r\n    font-size: 13px;\r\n    line-height: 1.6;\r\n    color: #555;\r\n    font-weight: 400;\r\n  }\r\n<\/style><div class=\"bib-stats-grid\"><div class=\"bib-stat\"><span class=\"number\">67%<\/span><span class=\"text\">of libraries globally are exploring or implementing AI \u2014 up from 63% in 2024.<\/span><\/div><div class=\"bib-stat\"><span class=\"number\">35%<\/span><span class=\"text\">remain at the initial evaluation stage, with no active implementation yet.<\/span><\/div><div class=\"bib-stat\"><span class=\"number\">33%<\/span><span class=\"text\">report active AI implementation with concrete solutions already in place.<\/span><\/div><div class=\"bib-stat\"><span class=\"number\">62%<\/span><span class=\"text\">cite insufficient budget as the primary barrier, surpassing lack of expertise, which ranked first in 2024.<\/span><\/div><div class=\"bib-stat\"><span class=\"number\">56%<\/span><span class=\"text\">acknowledge that AI will require significant reskilling or upskilling of their teams.<\/span><\/div><div class=\"bib-stat\"><span class=\"number\">49%<\/span><span class=\"text\">expect AI to enable staff to pursue more strategic and creative tasks as routine work becomes automated.<\/span><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c874427 elementor-widget elementor-widget-text-editor\" data-id=\"c874427\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"font-size: 14px; text-align: left;\">Source: Clarivate. (2025). <em>Pulse of the Library 2025.<\/em> <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67c3979 elementor-widget elementor-widget-menu-anchor\" data-id=\"67c3979\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"user\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-557c4a8 elementor-widget elementor-widget-heading\" data-id=\"557c4a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The User Perspective<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0b125a2 elementor-widget-divider--view-line elementor-invisible elementor-widget elementor-widget-divider\" data-id=\"0b125a2\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c80f28 elementor-widget elementor-widget-text-editor\" data-id=\"4c80f28\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>For users, AI enters the library primarily through discovery systems, service continuity, and accessibility.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f1c92a1 elementor-widget elementor-widget-heading\" data-id=\"f1c92a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Discovery and Recommendation<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bf6cc0 elementor-widget elementor-widget-text-editor\" data-id=\"4bf6cc0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Traditional catalogues require precision. Users must know what to search for. AI-enhanced systems \u2014 including advanced NLP and, more recently, generative models \u2014 interpret semantic intent and surface related materials without exact keyword matches.  <\/p><p>Tools such as<a href=\"https:\/\/exlibrisgroup.com\/products\/primo-discovery-service\/\" target=\"_blank\" rel=\"noopener\"> Primo Research Assistant <\/a>and <a href=\"https:\/\/knowledge.exlibrisgroup.com\/Alma\/Product_Materials\/010Roadmap\/AI_Metadata_Enrichment_for_Libraries\" target=\"_blank\" rel=\"noopener\">Alma AI Metadata Assistant<\/a> apply language models and other AI techniques to enrich records and improve relevance ranking. Some rely primarily on machine learning and NLP-based automation; newer versions incorporate generative models capable of producing summaries, suggested metadata, or contextual explanations. The practical result is reduced search friction and broader contextual discovery.  <\/p><p>Not all recommendation experiences are generative AI. Long before generative systems, libraries relied on structured metadata, controlled vocabularies, and editorial curation to power recommendation layers that already shaped what users saw at the moment of borrowing. <\/p><p>In 2023, Bibliotheca and NoveList formed an exclusive partnership that integrates curated book recommendations directly into Bibliotheca <a href=\"https:\/\/www.bibliotheca.com\/en-gb\/solutions\/self-service-checkout\/\">self-service systems<\/a>, connecting the moment of borrowing with personalised suggestions drawn from NoveList\u2019s editorial database.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a0bd8f elementor-widget elementor-widget-image\" data-id=\"4a0bd8f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"683\" height=\"1024\" src=\"https:\/\/www.bibliotheca.com\/wp-content\/uploads\/Bibliotheca_selfCheck-3000_Cincy-Library_OH-4-683x1024.webp\" class=\"attachment-large size-large wp-image-103060\" alt=\"User uses the Bibliotheca selfCheck 3000 kiosk in Spanish at Cincinnati Public Library.\" srcset=\"https:\/\/www.bibliotheca.com\/wp-content\/uploads\/Bibliotheca_selfCheck-3000_Cincy-Library_OH-4-683x1024.webp 683w, https:\/\/www.bibliotheca.com\/wp-content\/uploads\/Bibliotheca_selfCheck-3000_Cincy-Library_OH-4-200x300.webp 200w, https:\/\/www.bibliotheca.com\/wp-content\/uploads\/Bibliotheca_selfCheck-3000_Cincy-Library_OH-4-768x1151.webp 768w, https:\/\/www.bibliotheca.com\/wp-content\/uploads\/Bibliotheca_selfCheck-3000_Cincy-Library_OH-4-1025x1536.webp 1025w, https:\/\/www.bibliotheca.com\/wp-content\/uploads\/Bibliotheca_selfCheck-3000_Cincy-Library_OH-4.webp 1366w\" sizes=\"(max-width: 683px) 100vw, 683px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-37d1f5c elementor-widget elementor-widget-text-editor\" data-id=\"37d1f5c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>User uses the Bibliotheca selfCheck 3000 kiosk at Cincinnati Public Library.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0274542 elementor-widget elementor-widget-heading\" data-id=\"0274542\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Chatbots and Continuous Service<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0b39c3d elementor-widget elementor-widget-text-editor\" data-id=\"0b39c3d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"standard-markdown grid-cols-1 grid [&amp;_&gt;_*]:min-w-0 gap-3\"><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Chatbots handle frequently asked questions, renewals, reservations, and navigation guidance reliably (Aharony &#038; Ben-Baruch, 2019; Lund &#038; Wang, 2023). Their core advantage is availability: service continues around the clock, regardless of staffing hours. <\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">What makes them more than a digital FAQ is scope. A systematic review by Crompton and Burke (2023) identified five distinct categories of chatbot application in academic libraries, ranging from automated feedback and user behaviour prediction to intelligent tutoring adapted to individual student profiles. Together, they describe a service layer capable of supporting users from first contact with a topic through the completion of a research project.  <\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">One implementation caveat matters here. General-purpose chatbots have documented rates of factual error in bibliographic reference tasks. Libraries that build chatbots trained on their own collections and policies consistently produce more reliable results. In reference environments, a confident wrong answer is worse than no answer at all.   <\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d93f08 elementor-widget elementor-widget-heading\" data-id=\"4d93f08\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Accessibility as Structural Infrastructure<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c04ea53 elementor-widget elementor-widget-text-editor\" data-id=\"c04ea53\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Some accessibility tools now incorporate AI (such as real-time translation or adaptive speech systems). Others \u2014 including adjustable hardware and high-contrast modes \u2014 rely on established accessibility engineering rather than artificial intelligence. <\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Text-to-speech, adaptive interfaces, real-time translation, and adjustable hardware now align with legal requirements under the <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/commission.europa.eu\/strategy-and-policy\/policies\/justice-and-fundamental-rights\/disability\/european-accessibility-act-eaa_en\" rel=\"noopener\">European Accessibility Act<\/a> and <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.w3.org\/TR\/WCAG21\/\" rel=\"noopener\">WCAG 2.1 AA<\/a> standards, giving institutions both a compliance and an operational framework.<\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">The software layer alone does not tell the full story. Physical service points shape access just as directly. <a href=\"https:\/\/www.bibliotheca.com\/en-gb\/selfcheck-3000\/\">Modern self-service kiosks<\/a> incorporate adjustable height for wheelchair users, high-contrast display modes, integrated text-to-speech, and multilingual interfaces covering dozens of languages. <a href=\"https:\/\/www.bibliotheca.com\/en-gb\/solutions\/security-detection\/\">Security gates<\/a> are designed with wide corridors so the infrastructure meant to protect the collection does not end up restricting who can reach it. <\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Empirical evidence documents measurable gains in autonomy for users with visual or motor impairments when these tools are implemented (Chauhan, 2024). For populations historically underrepresented in library usage, the compliance framing tends to understate what is actually at stake. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d631862 elementor-widget elementor-widget-heading\" data-id=\"d631862\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Information Literacy<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40b7a95 elementor-widget elementor-widget-text-editor\" data-id=\"40b7a95\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">When a system can synthesise a credible-looking answer in seconds, evaluating that answer matters more than locating it.<\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">The American Library Association defined information literacy in 1989 as the ability to recognise when information is needed and to locate, evaluate, and use it effectively. <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.ala.org\/acrl\/standards\/ai\" rel=\"noopener\">ACRL\u2019s 2025 guidance<\/a> expands that definition to include algorithmic literacy and critical engagement with generative systems.<\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Haider and Sundin (2019) describe how search has evolved from tools that respond to queries into &#8220;suggest engines&#8221; that anticipate needs before a query is formed. Library discovery systems are moving in the same direction. <\/p><p>Teaching users to recognise and evaluate that shift is becoming as foundational as any other form of information literacy.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0edf56d elementor-widget elementor-widget-menu-anchor\" data-id=\"0edf56d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"professional\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40e5b48 elementor-widget elementor-widget-heading\" data-id=\"40e5b48\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The Professional Perspective<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-072e2b4 elementor-widget-divider--view-line elementor-invisible elementor-widget elementor-widget-divider\" data-id=\"072e2b4\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-043f115 elementor-widget elementor-widget-text-editor\" data-id=\"043f115\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"7468\" data-end=\"7557\">For librarians, AI represents efficiency gains, governance questions, and role evolution.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-da40f22 elementor-widget elementor-widget-html\" data-id=\"da40f22\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<link href=\"https:\/\/fonts.googleapis.com\/css2?family=Inter:wght@400;500;600&display=swap\" rel=\"stylesheet\"><style>.bib-table-wrap {\r\n    font-family: 'Inter', sans-serif;\r\n    width: 100%;\r\n    border: 1px solid #bbb;\r\n    overflow: hidden;\r\n  }\r\n  .bib-table-wrap table {\r\n    width: 100%;\r\n    border-collapse: collapse;\r\n    font-size: 13px;\r\n    line-height: 1.5;\r\n    table-layout: fixed;\r\n    margin: 0;\r\n    padding: 0;\r\n  }\r\n  .bib-table-wrap col.use-case-col {\r\n    width: 18%;\r\n  }\r\n  .bib-table-wrap col.other-col {\r\n    width: 27%;\r\n  }\r\n  .bib-table-wrap thead tr {\r\n    background: #E3000F;\r\n  }\r\n  .bib-table-wrap thead th {\r\n    color: #fff;\r\n    font-weight: 600;\r\n    font-size: 12px;\r\n    letter-spacing: 0.02em;\r\n    padding: 11px 14px;\r\n    text-align: left;\r\n    border: none;\r\n    border-right: 1px solid rgba(255,255,255,0.2);\r\n  }\r\n  .bib-table-wrap thead th:first-child {\r\n    padding: 11px 14px 11px 16px;\r\n  }\r\n  .bib-table-wrap thead th:last-child {\r\n    border-right: none;\r\n  }\r\n  .bib-table-wrap tbody tr {\r\n    border-bottom: 1px solid #bbb;\r\n    transition: background 0.15s ease;\r\n  }\r\n  .bib-table-wrap tbody tr:last-child {\r\n    border-bottom: none;\r\n  }\r\n  .bib-table-wrap tbody tr:hover {\r\n    background: #fdf5f5;\r\n  }\r\n  .bib-table-wrap tbody td {\r\n    padding: 13px 14px;\r\n    vertical-align: top;\r\n    color: #333;\r\n    border-right: 1px solid #bbb;\r\n  }\r\n  .bib-table-wrap tbody td:last-child {\r\n    border-right: none;\r\n  }\r\n  .bib-table-wrap .use-case {\r\n    font-weight: 600;\r\n    color: #111;\r\n    padding-left: 16px;\r\n  }\r\n  .bib-table-wrap a {\r\n    color: #E3000F;\r\n    text-decoration: none;\r\n  }\r\n  .bib-table-wrap a:hover {\r\n    text-decoration: underline;\r\n  }\r\n<\/style><div class=\"bib-table-wrap\"><table><colgroup><col class=\"use-case-col\"><col class=\"other-col\"><col class=\"other-col\"><col class=\"other-col\"><\/colgroup><thead><tr><th>Use Case<\/th><th>What It Covers<\/th><th>Key Drivers<\/th><th>Main Barriers<\/th><\/tr><\/thead><tbody><tr><td class=\"use-case\">Automation<\/td><td>Routine administrative workflows; automated storage and retrieval<\/td><td>Operational efficiency<\/td><td>High infrastructure cost; integration complexity<\/td><\/tr><tr><td class=\"use-case\">Discovery<\/td><td>AI-enhanced and machine learning\u2013based search; recommendation systems<\/td><td>Expanding access at scale<\/td><td>Consent ethics; difficulty converting pilots into services<\/td><\/tr><tr><td class=\"use-case\">Chatbots<\/td><td>Reference queries; renewals; navigation guidance<\/td><td>24\/7 availability; consistency<\/td><td>Staff resistance; privacy concerns<\/td><\/tr><tr><td class=\"use-case\">Research support<\/td><td>Supporting research data workflows; automated literature screening; curation; licensing<\/td><td>Volume and speed of scientific publishing; growth of data science in institutions<\/td><td>Copyright; equitable access; library role not always recognized<\/td><\/tr><tr><td class=\"use-case\">AI literacy<\/td><td>Training staff and users in AI evaluation and ethics<\/td><td>Societal AI risks; ethical mandate<\/td><td>Library's role not always institutionally supported<\/td><\/tr><tr><td class=\"use-case\">Analytics<\/td><td>Usage analysis; service planning; demand forecasting<\/td><td>Evidence-based service design<\/td><td>Technical skills; GDPR and privacy constraints<\/td><\/tr><tr><td class=\"use-case\">Technology operations<\/td><td>Device management; system health monitoring; AI-assisted reporting<\/td><td>Operational visibility across branches and service points \u2014 e.g., via <a href=\"https:\/\/www.bibliotheca.com\/en-gb\/libraryconnect-link\/\" target=\"_blank\">libraryConnect LINK<\/a><\/td><td>Integration complexity; staffing constraints<\/td><\/tr><\/tbody><\/table><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f6ad50f elementor-widget elementor-widget-text-editor\" data-id=\"f6ad50f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"font-size: 14px; text-align: left;\">Adapted from Cox &#038; Mazumdar (2024) and Kautonen &#038; Gasparini (2024).<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54512bb elementor-widget elementor-widget-heading\" data-id=\"54512bb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Automated Metadata and Cataloguing<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b4d134a elementor-widget elementor-widget-text-editor\" data-id=\"b4d134a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Cataloguing has historically been one of the most labor-intensive functions in a library. AI-assisted and machine learning\u2013based tools now generate enriched metadata and identify relationships between materials in a fraction of the time it once required. <\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Efficiency gains are real, but professional scepticism runs alongside them. Survey data from Clarivate (2025) indicates that cataloguing professionals express the highest levels of concern about AI adoption among all library roles, with 35% reporting negative outlook. The tools are advancing faster than the profession&#8217;s confidence in them.  <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae36c89 elementor-widget elementor-widget-heading\" data-id=\"ae36c89\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Predictive Collection Development<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1440b85 elementor-widget elementor-widget-text-editor\" data-id=\"1440b85\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Machine learning systems analyse circulation data, unmet demand, and usage trends to inform acquisition and de-selection decisions. These systems rely on statistical modelling and predictive analytic rather than generative AI. <\/p><p>Human judgement remains central to the process, but the inputs have changed considerably. Collection decisions that once relied primarily on professional experience and limited usage reports now draw on large-scale data analysis and trend modelling across much broader datasets. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b90d98 elementor-widget elementor-widget-heading\" data-id=\"6b90d98\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Operational Intelligence<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1404eef elementor-widget elementor-widget-text-editor\" data-id=\"1404eef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Large library systems manage hundreds of service points and devices across branches. Monitoring performance and generating reports has traditionally consumed significant staff time with limited visibility across locations. <\/p><p>Natural-language query interfaces \u2014 often AI-assisted \u2014 layered over analytic platforms now allow staff to query operational data in plain language and generate dashboards without technical support. Tools such as <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.bibliotheca.com\/en-gb\/libraryconnect-link\/\">libraryConnect LINK<\/a> surface usage patterns and comparative performance insights directly from live system data, giving administrators a clearer picture of operations without adding reporting overhead. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e9d144b elementor-widget elementor-widget-image\" data-id=\"e9d144b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/www.bibliotheca.com\/wp-content\/uploads\/libraryConnect-LINK_Mobile-app-1024x1024.jpg\" class=\"attachment-large size-large wp-image-121537\" alt=\"\" srcset=\"https:\/\/www.bibliotheca.com\/wp-content\/uploads\/libraryConnect-LINK_Mobile-app-1024x1024.jpg 1024w, https:\/\/www.bibliotheca.com\/wp-content\/uploads\/libraryConnect-LINK_Mobile-app-300x300.jpg 300w, https:\/\/www.bibliotheca.com\/wp-content\/uploads\/libraryConnect-LINK_Mobile-app-150x150.jpg 150w, https:\/\/www.bibliotheca.com\/wp-content\/uploads\/libraryConnect-LINK_Mobile-app-768x768.jpg 768w, https:\/\/www.bibliotheca.com\/wp-content\/uploads\/libraryConnect-LINK_Mobile-app.jpg 1200w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9547e7 elementor-widget elementor-widget-text-editor\" data-id=\"b9547e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"font-size: 14px; text-align: left;\">With libraryConnect LINK, librarians ask in plain language and get instant visual dashboards on usage and performance.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f0edf69 elementor-widget elementor-widget-heading\" data-id=\"f0edf69\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Role Reconfiguration<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87b2efd elementor-widget elementor-widget-text-editor\" data-id=\"87b2efd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"313\" data-end=\"683\">Automation and AI increasingly absorb routine tasks while increasing demand for strategic, ethical, and relational work (Cox, 2023; ACRL, 2025). Frequently asked questions, basic renewals, and metadata generation are increasingly automated. Contextual curation, ethical mediation, and digital literacy instruction become more central to the profession.  <\/p><p data-start=\"685\" data-end=\"1150\">The transition, however, is not uniform. A study of academic librarians across four Arab countries found that leadership style predicts AI adoption more reliably than technical training (Shal, Ghamrawi &#038; Naccache, 2024). Transformational leadership, characterised by vision, openness to innovation, and team motivation, significantly influenced how staff perceived both the usefulness and usability of AI tools. Transactional leadership showed no measurable effect.   <\/p><p data-start=\"1152\" data-end=\"1452\">The model explained over 94 percent of the variance in staff receptivity. The implication is structural. Institutions seeking successful AI implementation must invest not only in technical training, but in leadership capacity. Tools can be introduced quickly. Cultural readiness develops more slowly.    <\/p><p data-start=\"1454\" data-end=\"1568\">The role does not disappear. It shifts. How far and how effectively it shifts depends on institutional leadership.  <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-daa3f11 elementor-widget elementor-widget-heading\" data-id=\"daa3f11\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">AI Literacy as a Professional Competency<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b0dde5c elementor-widget elementor-widget-text-editor\" data-id=\"b0dde5c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"332\" data-end=\"634\">The Pulse of the Library 2025 report reinforces this pattern. Among libraries where AI literacy is part of formal training or on-boarding, 28 percent are already in moderate or active implementation \u2014 compared to just 8 percent where there is little to no institutional focus. The relationship between structured capacity building and adoption appears consistent across institution types.  <\/p><p data-start=\"636\" data-end=\"1009\">The ACRL <em data-start=\"645\" data-end=\"691\">AI Competencies for Academic Library Workers,<\/em> approved in October 2025, codifies this shift at the professional level. The framework outlines four areas of competence: ethics, knowledge, evaluation, and application. AI literacy is framed not as an additional technical skill, but as a reorientation of how information professionals engage with knowledge systems.  <\/p><p data-start=\"1011\" data-end=\"1533\">Research by Kautonen and Gasparini (2024) highlights a recurring structural gap. Many libraries assign AI competency to a single operational unit or draft policies without embedding them in practice. Their study of Scandinavian library professionals found that holistic approaches \u2014 combining foundational orientation, hands-on experimentation, and cross-departmental exchange \u2014 consistently outperform silted training models. In one case, staff workshops led directly to the development of an AI course for library users.   <\/p><p data-start=\"1535\" data-end=\"1691\">Access to tools is rarely what holds libraries back. What limits AI adoption more consistently is the absence of institutional structures \u2014 time, permission, and cross-departmental support \u2014 that allow staff to experiment, make mistakes, and build real judgement about when and how to use these systems. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-747b64b elementor-widget elementor-widget-image\" data-id=\"747b64b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/www.bibliotheca.com\/wp-content\/uploads\/librarian-child-1024x576.webp\" class=\"attachment-large size-large wp-image-121538\" alt=\"Librarian helping a young student navigate a computer at a library workstation\" srcset=\"https:\/\/www.bibliotheca.com\/wp-content\/uploads\/librarian-child-1024x576.webp 1024w, https:\/\/www.bibliotheca.com\/wp-content\/uploads\/librarian-child-300x169.webp 300w, https:\/\/www.bibliotheca.com\/wp-content\/uploads\/librarian-child-768x432.webp 768w, https:\/\/www.bibliotheca.com\/wp-content\/uploads\/librarian-child-1536x864.webp 1536w, https:\/\/www.bibliotheca.com\/wp-content\/uploads\/librarian-child.webp 1920w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-811b1c1 elementor-widget elementor-widget-text-editor\" data-id=\"811b1c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"font-size: 14px; text-align: left;\">As AI handles routine tasks, librarians focus on strategy, ethics, and digital literacy.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dbd5a67 elementor-widget elementor-widget-menu-anchor\" data-id=\"dbd5a67\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"trends\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65ec391 elementor-widget elementor-widget-heading\" data-id=\"65ec391\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What\u2019s Next<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f4dbc23 elementor-widget-divider--view-line elementor-invisible elementor-widget elementor-widget-divider\" data-id=\"f4dbc23\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c98dec7 elementor-widget elementor-widget-text-editor\" data-id=\"c98dec7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The next phase of AI in libraries is taking shape around three distinct roles: libraries as educators helping users navigate AI critically, as personalisation platforms that anticipate user needs, and as active partners in the research process. Each represents a meaningful shift in how libraries define their value. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-06cad9c elementor-widget elementor-widget-heading\" data-id=\"06cad9c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Libraries as AI Educators<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8c7f899 elementor-widget elementor-widget-text-editor\" data-id=\"8c7f899\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"332\" data-end=\"634\">If there is one emerging role that distinguishes the library from any other access point, it is teaching people how to engage with AI critically. Commercial platforms have an interest in users who trust without questioning. Libraries have a historical mandate to do the opposite.  <\/p><p data-start=\"332\" data-end=\"634\">Guides on using generative AI responsibly, workshops on detecting AI-generated misinformation, courses on evaluating synthetic sources \u2014 these are the new forms of information literacy that libraries are developing. The University of Leeds, for example, launched a comprehensive digital transformation initiative aligned with its<a href=\"https:\/\/library.leeds.ac.uk\/news\/article\/1000\/library\/192\/knowledge-for-all-our-vision-for-2030\" target=\"_blank\" rel=\"noopener\"> Knowledge for All 2030<\/a> vision, with digital and AI literacy as a core strategic priority. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b11d04 elementor-widget elementor-widget-heading\" data-id=\"5b11d04\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Personalisation at Scale<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-97067ff elementor-widget elementor-widget-text-editor\" data-id=\"97067ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">The idea of a library that anticipates what a user wants to read next, adapts how information is presented to individual learning styles, and surfaces materials before the user knows to ask \u2014 is technically within reach.<\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">The tension is straightforward. Deep personalisation requires deep data. And detailed data on reading habits is precisely what libraries have historically refused to collect. How institutions balance personalisation against privacy will be one of the defining questions of the next decade.   <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d1ac05d elementor-widget elementor-widget-heading\" data-id=\"d1ac05d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">AI as a Research Partner<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ffec4c elementor-widget elementor-widget-text-editor\" data-id=\"1ffec4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">In academic and research libraries, AI is becoming embedded in the scientific process itself. Automated literature reviews, research gap identification, trend analysis across large publication sets, and methodology suggestions based on historical patterns are increasingly part of how researchers work. <\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">The academic librarian&#8217;s role, in this context, shifts toward methodological partnership \u2014 understanding not only where information lives, but how algorithms shape what researchers find, what questions they think to ask, and which perspectives get amplified or ignored.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e87104f elementor-widget elementor-widget-image\" data-id=\"e87104f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"534\" src=\"https:\/\/www.bibliotheca.com\/wp-content\/uploads\/NYPL-1024x683.webp\" class=\"attachment-large size-large wp-image-121539\" alt=\"\" srcset=\"https:\/\/www.bibliotheca.com\/wp-content\/uploads\/NYPL-1024x683.webp 1024w, https:\/\/www.bibliotheca.com\/wp-content\/uploads\/NYPL-300x200.webp 300w, https:\/\/www.bibliotheca.com\/wp-content\/uploads\/NYPL-768x512.webp 768w, https:\/\/www.bibliotheca.com\/wp-content\/uploads\/NYPL-1536x1024.webp 1536w, https:\/\/www.bibliotheca.com\/wp-content\/uploads\/NYPL.webp 1920w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5194d40 elementor-widget elementor-widget-text-editor\" data-id=\"5194d40\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"font-size: 14px; text-align: left;\">Libraries like the New York Public Library are integrating AI literacy into workshops and digital education initiatives.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61d54ee elementor-widget elementor-widget-menu-anchor\" data-id=\"61d54ee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"conclusion\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c2a77ae elementor-widget elementor-widget-heading\" data-id=\"c2a77ae\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusion<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-01b2440 elementor-widget-divider--view-line elementor-invisible elementor-widget elementor-widget-divider\" data-id=\"01b2440\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d3e6a8 elementor-widget elementor-widget-text-editor\" data-id=\"4d3e6a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Artificial intelligence did not arrive in libraries as an external disruption. It emerged from a decades-long trajectory of progressive automation, each phase expanding what systems could do and raising new questions about what institutions should do. <\/p><p>What distinguishes the current phase is scale and interpretive capacity. AI and advanced algorithmic systems now shape how information is discovered, accessed, and evaluated. For users, that often means faster and more accessible services. For professionals, it means less time on repetitive workflows and more on judgment-intensive work.   <\/p><p>As AI systems become more capable, the demand for human oversight and contextual expertise grows alongside them. Libraries that started with a clear problem to solve \u2014 reducing cataloguing time, extending service hours, improving discovery \u2014 are advancing more deliberately than those that started with the technology. <\/p><p>With more than 100 countries already in some stage of AI adoption, the field is no longer debating whether to engage. The work now is building the institutional capacity to do it well. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eee4b5f elementor-widget elementor-widget-menu-anchor\" data-id=\"eee4b5f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"references\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c7492ed elementor-widget elementor-widget-heading\" data-id=\"c7492ed\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Key References<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-184e9d0 elementor-widget elementor-widget-text-editor\" data-id=\"184e9d0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The field has developed a core set of documents that any library professional working with AI should know. The following are organised by area. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dbfbef2 elementor-widget elementor-widget-text-editor\" data-id=\"dbfbef2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4>Ethics and Institutional Positioning<\/h4><p><a href=\"https:\/\/www.ala.org\/acrl\/standards\/ai\" target=\"_blank\" rel=\"noopener\">ACRL \u2014 AI Competencies for Academic Library Workers (2025)<\/a><br\/>A competency framework defining what library workers need to know about AI, from basic use to critical evaluation and advocacy. Approved by the ACRL Board of Directors in October 2025. <br><br\/><a href=\"https:\/\/www.arl.org\/resources\/research-libraries-guiding-principles-for-artificial-intelligence\/\" target=\"_blank\" rel=\"noopener\">ARL \u2014 Guiding Principles for Artificial Intelligence (2024)<\/a><br\/>Orienting principles for research libraries in the United States. Covers governance, algorithmic equity, and the librarian&#8217;s role as a responsible mediator.<br\/><br\/><a href=\"https:\/\/repository.ifla.org\/items\/8c05d706-498b-42c2-a93a-3d47f69f7646\" target=\"_blank\" rel=\"noopener\">IFLA \u2014 Statement on Libraries and Artificial Intelligence (2020)<\/a><br\/>The foundational ethical document for libraries engaging with AI. Defines principles of intellectual freedom, privacy, equity, and transparency. A necessary starting point for any internal policy.   <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8f9e611 elementor-widget elementor-widget-text-editor\" data-id=\"8f9e611\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4>Discovery, Search, and Operational Intelligence<\/h4>\n\n<p>\n\n<a href=\"https:\/\/www.bibliotheca.com\/en-gb\/libraryconnect-link\/\" target=\"_blank\" rel=\"noopener\">Bibliotheca \u2014 libraryConnect LINK (AI-based Insights)<\/a>\n<br\/>AI-based operational intelligence integrated into LINK. Staff can ask natural-language questions about device and usage data and receive visual dashboards and comparative reports, supporting evidence-based planning and system oversight. \n<\/p>\n\n<p>\n\n<a href=\"https:\/\/about.ebsco.com\/artificial-intelligence\/products\/ai-insights\" target=\"_blank\" rel=\"noopener\">EBSCO \u2014 AI Insights: Library Research Platforms<\/a>\n<br\/>Findings from EBSCO&#8217;s AI pilot program, including data on natural language search, per-document summaries, and research efficiency.\n<\/p>\n\n<p>\n\n<a href=\"https:\/\/exlibrisgroup.com\/announcement\/ex-libris-primo-research-assistant-is-now-available-for-primo-institutions\/\" target=\"_blank\" rel=\"noopener\">Ex Libris \u2014 Primo Research Assistant<\/a>\n<br\/>A generative AI assistant integrated into Primo. A concrete example of how AI can be embedded in discovery tools already in use at academic libraries. \n<\/p>\n\n<p>\n\n<a href=\"https:\/\/niso.org\/publications\/odi-ai-survey-report\" target=\"_blank\" rel=\"noopener\">NISO ODI \u2014 Generative AI and Web-Scale Discovery (2025)<\/a>\n<br\/>Examines the tensions and expectations that generative AI creates in discovery systems. NISO positions the current moment as comparable in disruption to the arrival of web-scale discovery in 2010. \n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d8fbd4f elementor-widget elementor-widget-text-editor\" data-id=\"d8fbd4f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4>Implementation<\/h4>\n\n<p>\n\n<a href=\"https:\/\/alastore.ala.org\/genaipol\" target=\"_blank\" rel=\"noopener\">ALA \u2014 Creating Generative AI Policies: A Guide for Public and Academic Libraries<\/a>\n<br\/>A practical guide for developing generative AI policies. Covers scope of use, data privacy, user communication, and review processes. \n<\/p>\n\n<p>\n\n<a href=\"https:\/\/hangingtogether.org\/implementing-an-ai-reference-chatbot-at-the-university-of-calgary-library\/\" target=\"_blank\" rel=\"noopener\">OCLC \/ University of Calgary \u2014 Implementing an AI Reference Chatbot (Hanging Together, 2024)<\/a>\n<br\/>One of the most detailed available accounts of implementing a reference chatbot in an academic library. Covers lessons learned, escalation protocols, and how to measure success. \n<\/p>\n\n<p>\n\n<a href=\"https:\/\/www.loc.gov\/aba\/pcc\/taskgroup\/AI-and-Machine-Learning-TG-final-report.pdf\" target=\"_blank\" rel=\"noopener\">PCC (Library of Congress) \u2014 Task Group on AI and Machine Learning for Cataloging and Metadata \u2014 Final Report<\/a>\n<br\/>The official report on how AI and machine learning are being integrated into cataloguing and metadata processes in the United States. Institutional and standardisation perspective. \n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11459f5 elementor-widget elementor-widget-heading\" data-id=\"11459f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">References<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d497c9 elementor-widget elementor-widget-text-editor\" data-id=\"9d497c9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Aharony, N., &#038; Ben-Baruch, G. (2019). Chatbots in academic libraries: An exploratory study. Journal of Academic Librarianship, 45(6), 102113.<\/p><p>Association of College and Research Libraries. (2025). AI competencies for academic library workers.<\/p><p>Bibliotheca. (2001). The Tattler (Winter 2001).<\/p><p>Borgman, C. L. (1996). Why are online catalogs still hard to use? Journal of the American Society for Information Science.  <\/p><p>Breeding, M. (2009). Next-generation library catalogues. <\/p><p>Breeding, M. (2015). Library services platforms. <\/p><p>Chauhan, S. P. S. (2024). Enhancing accessibility in special libraries. <\/p><p>Clarivate. (2025). Pulse of the Library 2025 report.<\/p><p>Cox, A. M. (2023). How libraries can respond to generative AI. <\/p><p>Cox, A. M., &#038; Mazumdar, S. (2024). Defining artificial intelligence for librarians. Journal of Librarianship and Information Science, 56(2), 330\u2013340.  <\/p><p>Crompton, H., &#038; Burke, D. (2023). Artificial intelligence in higher education: The state of the field. International Journal of Educational Technology in Higher Education, 20(1).  <\/p><p>Haider, J., &#038; Sundin, O. (2019). Invisible search and online search engines: The ubiquity of search in everyday life. Routledge.  <\/p><p>Kautonen, H., &#038; Gasparini, A. A. (2024). B-Wheel: Building AI competences in academic libraries. Journal of Academic Librarianship, 50(3).  <\/p><p>Lund, B. D., &#038; Wang, T. (2023). Chatting about ChatGPT. <\/p><p>Manning, C. D., Raghavan, P., &#038; Sch\u00fctze, H. (2008). Introduction to information retrieval. <\/p><p>National Information Standards Organization. (2012). 50 years of MARC.<\/p><p>Rosenheck, J. (1997). The development of the Online Computer Library Center. <\/p><p>Shal, T., Ghamrawi, N., &#038; Naccache, H. (2024). Leadership styles and AI acceptance in academic libraries in higher education. The Journal of Academic Librarianship, 50(2), Article 102849.<\/p><p>Tedd, L. A. (2007). The use of barcodes in libraries. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f7e6123 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"7f7e6123\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3305ed2c elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"3305ed2c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Spread the Word<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5baf718f elementor-share-buttons--view-icon elementor-share-buttons--skin-minimal elementor-share-buttons--color-custom e-transform elementor-share-buttons--shape-square elementor-grid-0 elementor-invisible elementor-widget elementor-widget-share-buttons\" data-id=\"5baf718f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_transform_rotateZ_effect&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]},&quot;_transform_rotateZ_effect_tablet&quot;:{&quot;unit&quot;:&quot;deg&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_rotateZ_effect_mobile&quot;:{&quot;unit&quot;:&quot;deg&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-grid\" role=\"list\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_linkedin\" role=\"button\" tabindex=\"0\" aria-label=\"Share on linkedin\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-linkedin\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_facebook\" role=\"button\" tabindex=\"0\" aria-label=\"Share on facebook\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-facebook\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_twitter\" role=\"button\" tabindex=\"0\" aria-label=\"Share on twitter\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-twitter\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_email\" role=\"button\" tabindex=\"0\" aria-label=\"Share on email\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fas fa-envelope\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_whatsapp\" role=\"button\" tabindex=\"0\" aria-label=\"Share on whatsapp\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-whatsapp\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-59e4bbbe elementor-section-full_width content-icon-sub-header bt-thick elementor-section-height-default elementor-section-height-default\" data-id=\"59e4bbbe\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[{&quot;jet_parallax_layout_image&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;_id&quot;:&quot;023c89a&quot;,&quot;jet_parallax_layout_image_tablet&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;jet_parallax_layout_image_mobile&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;jet_parallax_layout_speed&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:50,&quot;sizes&quot;:[]},&quot;jet_parallax_layout_type&quot;:&quot;scroll&quot;,&quot;jet_parallax_layout_direction&quot;:&quot;1&quot;,&quot;jet_parallax_layout_fx_direction&quot;:null,&quot;jet_parallax_layout_z_index&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_x&quot;:50,&quot;jet_parallax_layout_bg_x_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_x_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_y&quot;:50,&quot;jet_parallax_layout_bg_y_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_y_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_size&quot;:&quot;auto&quot;,&quot;jet_parallax_layout_bg_size_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_size_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_animation_prop&quot;:&quot;transform&quot;,&quot;jet_parallax_layout_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;]}]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3b5d168a\" data-id=\"3b5d168a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-192b55be elementor-widget elementor-widget-image\" data-id=\"192b55be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.bibliotheca.com\/wp-content\/uploads\/icon-open-book.svg\" title=\"icon-open-book\" alt=\"icon-open-book\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b0c0f71 elementor-widget elementor-widget-heading\" data-id=\"5b0c0f71\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">You may also Like<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8c8861 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"8c8861\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[{&quot;_id&quot;:&quot;023c89a&quot;,&quot;jet_parallax_layout_image&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;jet_parallax_layout_image_tablet&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;jet_parallax_layout_image_mobile&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;jet_parallax_layout_speed&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:50,&quot;sizes&quot;:[]},&quot;jet_parallax_layout_type&quot;:&quot;scroll&quot;,&quot;jet_parallax_layout_direction&quot;:&quot;1&quot;,&quot;jet_parallax_layout_fx_direction&quot;:null,&quot;jet_parallax_layout_z_index&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_x&quot;:50,&quot;jet_parallax_layout_bg_x_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_x_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_y&quot;:50,&quot;jet_parallax_layout_bg_y_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_y_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_size&quot;:&quot;auto&quot;,&quot;jet_parallax_layout_bg_size_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_size_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_animation_prop&quot;:&quot;transform&quot;,&quot;jet_parallax_layout_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;]}]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4589f42e\" data-id=\"4589f42e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-60e40392 heading-offset elementor-widget elementor-widget-heading\" data-id=\"60e40392\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Insights and trends<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>From MARC records to generative models, library systems have evolved for decades. We trace what\u2019s changed for users and staff \u2014 and what libraries must govern next. <\/p>\n","protected":false},"author":27,"featured_media":121540,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[198,212],"tags":[],"class_list":["post-121541","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-library-strategy"],"_links":{"self":[{"href":"https:\/\/www.bibliotheca.com\/en-gb\/wp-json\/wp\/v2\/posts\/121541","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.bibliotheca.com\/en-gb\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.bibliotheca.com\/en-gb\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.bibliotheca.com\/en-gb\/wp-json\/wp\/v2\/users\/27"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bibliotheca.com\/en-gb\/wp-json\/wp\/v2\/comments?post=121541"}],"version-history":[{"count":1,"href":"https:\/\/www.bibliotheca.com\/en-gb\/wp-json\/wp\/v2\/posts\/121541\/revisions"}],"predecessor-version":[{"id":121543,"href":"https:\/\/www.bibliotheca.com\/en-gb\/wp-json\/wp\/v2\/posts\/121541\/revisions\/121543"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.bibliotheca.com\/en-gb\/wp-json\/wp\/v2\/media\/121540"}],"wp:attachment":[{"href":"https:\/\/www.bibliotheca.com\/en-gb\/wp-json\/wp\/v2\/media?parent=121541"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bibliotheca.com\/en-gb\/wp-json\/wp\/v2\/categories?post=121541"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.bibliotheca.com\/en-gb\/wp-json\/wp\/v2\/tags?post=121541"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}