{"id":35791,"date":"2026-06-26T07:19:24","date_gmt":"2026-06-26T14:19:24","guid":{"rendered":"https:\/\/essential.construction\/news\/beyond-the-pilot-how-aec-firms-scale-ai-adoption\/"},"modified":"2026-06-26T07:19:24","modified_gmt":"2026-06-26T14:19:24","slug":"beyond-the-pilot-how-aec-firms-scale-ai-adoption","status":"publish","type":"post","link":"https:\/\/essential.construction\/news\/beyond-the-pilot-how-aec-firms-scale-ai-adoption\/","title":{"rendered":"Beyond the Pilot: How AEC Firms Scale AI Adoption"},"content":{"rendered":"<p> [ad_1]<br \/>\n<\/p>\n<div>\n<p class=\"wp-block-paragraph\">In <a rel=\"nofollow\" href=\"#podcast\">this episode<\/a> of the AEC Business Podcast, <strong>Aarni Heiskanen<\/strong> talks with <strong>Adeline Chan,<\/strong> CEO and co-founder of Hong Kong-based <strong>AAL Innovation<\/strong>, about how AEC companies can move AI adoption beyond isolated pilots and into real organizational change.<\/p>\n<p class=\"wp-block-paragraph\">Adeline describes how her firm\u2019s consultancy, academy, and creative studio support real estate developers, engineering consultancies, and contractors through AI transformation. She explains why successful companies build internal template libraries rather than relying on isolated \u201cAI champions\u201d and outlines a traffic-light governance framework for managing risk as AI agents and tools spread across an organization.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/aec-business.com\/wp-content\/uploads\/2026\/06\/AAL-Team-Photo.jpeg\" alt=\"-\" class=\"wp-image-4018561 lazyload\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"896\" src=\"https:\/\/aec-business.com\/wp-content\/uploads\/2026\/06\/AAL-Team-Photo.jpeg\" alt=\"-\" class=\"wp-image-4018561 lazyload\" srcset=\"https:\/\/aec-business.com\/wp-content\/uploads\/2026\/06\/AAL-Team-Photo.jpeg 1200w, https:\/\/aec-business.com\/wp-content\/uploads\/2026\/06\/AAL-Team-Photo-768x573.jpeg 768w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\"><figcaption class=\"wp-element-caption\">The AAL Leader Team<\/figcaption><\/figure>\n<p class=\"wp-block-paragraph\">The conversation covers the long-running debate on data readiness for AI, with concrete examples including an 80% reduction in man-hours on a Shanghai state grid BIM project and a rule-based generative workflow used for KFC store rollouts in China. Adeline also shares her view on measuring AI ROI responsibly, why pre-AI performance metrics should not carry over to post-AI evaluation, and how Chinese AEC tech firms differ from their Western counterparts in pricing, data infrastructure, and market strategy.<\/p>\n<p class=\"wp-block-paragraph\">The episode closes with her outlook on the next five years of AI adoption in AEC, including the risk of \u201cintent drift\u201d across chains of AI agents.<\/p>\n<p class=\"wp-block-paragraph\">Connect with Adeline <a rel=\"noreferrer noopener nofollow\" href=\"https:\/\/www.linkedin.com\/in\/adelinechanhokming\/\" target=\"_blank\">on LinkedIn<\/a> and visit <a rel=\"noreferrer noopener nofollow\" href=\"https:\/\/aalinnovationai.com\/\" target=\"_blank\">AAL Innovation<\/a> to learn more.<\/p>\n<p class=\"wp-block-paragraph\"><a rel=\"nofollow noopener\" href=\"https:\/\/youtu.be\/Py44pMFQEv8\" target=\"_blank\">Watch the interview on YouTube.<\/a><\/p>\n<h2 id=\"podcast\" class=\"wp-block-heading\">Listen and subscribe on Apple, Spotify, and other platforms<\/h2>\n<p class=\"powerpress_links powerpress_links_mp3\" style=\"margin-bottom: 1px !important;\">Podcast: <a rel=\"nofollow noopener\" href=\"https:\/\/media.blubrry.com\/aecbusiness\/aec-business.s3.amazonaws.com\/Adeline-Chan-Interview.mp3\" class=\"powerpress_link_pinw\" target=\"_blank\" title=\"Play in new window\" onclick=\"return powerpress_pinw(&#039;https:\/\/aec-business.com\/?powerpress_pinw=4018557-podcast&#039;);\">Play in new window<\/a> | <a rel=\"nofollow noopener\" href=\"https:\/\/media.blubrry.com\/aecbusiness\/aec-business.s3.amazonaws.com\/Adeline-Chan-Interview.mp3\" class=\"powerpress_link_d\" title=\"Download\" download=\"Adeline-Chan-Interview.mp3\" target=\"_blank\">Download<\/a><\/p>\n<p class=\"powerpress_links powerpress_subscribe_links\">Subscribe: <\/p>\n<p><!--powerpress_player--><\/div>\n<p>[ad_2]<br \/>\n<br \/><a href=\"https:\/\/aec-business.com\/beyond-the-pilot-how-aec-firms-scale-ai-adoption\/\" rel=\"nofollow noopener\" target=\"_blank\">This article was originally posted at Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>[ad_1] In this episode of the AEC Business Podcast, Aarni Heiskanen talks with Adeline Chan, CEO and co-founder of Hong &#8230; <a title=\"Beyond the Pilot: How AEC Firms Scale AI Adoption\" class=\"read-more\" href=\"https:\/\/essential.construction\/news\/beyond-the-pilot-how-aec-firms-scale-ai-adoption\/\" aria-label=\"Read more about Beyond the Pilot: How AEC Firms Scale AI Adoption\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1062,1066],"tags":[1303],"class_list":["post-35791","post","type-post","status-publish","format-standard","hentry","category-aec-business","category-all-posts","tag-artificial-intelligence","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-33"],"_links":{"self":[{"href":"https:\/\/essential.construction\/news\/wp-json\/wp\/v2\/posts\/35791","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/essential.construction\/news\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/essential.construction\/news\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/essential.construction\/news\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/essential.construction\/news\/wp-json\/wp\/v2\/comments?post=35791"}],"version-history":[{"count":0,"href":"https:\/\/essential.construction\/news\/wp-json\/wp\/v2\/posts\/35791\/revisions"}],"wp:attachment":[{"href":"https:\/\/essential.construction\/news\/wp-json\/wp\/v2\/media?parent=35791"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/essential.construction\/news\/wp-json\/wp\/v2\/categories?post=35791"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/essential.construction\/news\/wp-json\/wp\/v2\/tags?post=35791"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}