{"id":70148,"date":"2026-03-20T15:42:01","date_gmt":"2026-03-20T14:42:01","guid":{"rendered":"https:\/\/bpcc.org.pl\/?post_type=mec-events&#038;p=70148"},"modified":"2026-05-27T09:26:58","modified_gmt":"2026-05-27T07:26:58","slug":"from-pilot-to-production-trust-implementing-ai-products-in-regulated-enterprise","status":"publish","type":"mec-events","link":"https:\/\/dev2.bpcc.org.pl\/pl\/events\/from-pilot-to-production-trust-implementing-ai-products-in-regulated-enterprise\/","title":{"rendered":"From Pilot to Production Trust: Implementing AI Products in Regulated Enterprise."},"content":{"rendered":"<p>The <span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">British Polish Chamber of Commerce<\/span><\/span>, in partnership with <span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">VML<\/span><\/span>, is pleased to invite you to a webinar exploring the full journey of implementing AI products in enterprise environments \u2013 from identifying genuine business needs and delivering a meaningful MVP, to scaling solutions across local and global teams, while building trust in systems where accuracy, reliability and practical value matter far more than hype.<\/p>\n<p>This\u00a0webinar\u00a0covers the end-to-end journey of implementing AI products in enterprise environments,\u00a0from understanding what the client\u00a0actually needs, through MVP delivery, to scaling across global and local teams. Drawing on real experience as a Product Manager at\u00a0Brand Guardian, the session addresses why most enterprise AI initiatives stall after the pilot (hint: it&#8217;s not the technology) and what it takes to build lasting trust with users who are\u00a0sceptical, busy, and measured on accuracy,\u00a0not innovation.<\/p>\n<h3><strong>What the audience will learn<\/strong><\/h3>\n<ul>\n<li><strong>AI limitations are a feature, not a\u00a0bug<\/strong>&#8211;\u00a0how to set honest expectations about what AI can and cannot do, and why that honesty is the foundation of every successful program.<\/li>\n<li><strong>Process first, AI\u00a0second<\/strong>&#8211;\u00a0before automating anything, you need to understand the client&#8217;s current workflow. What are the key factors for selecting the right processes to automate? What makes a process\u00a0a good candidate\u00a0vs. a bad one?<\/li>\n<li><strong>The three layers of\u00a0accuracy<\/strong>&#8211;\u00a0a practical framework:\n<ul>\n<li><em>Technical\u00a0accuracy<\/em>&#8211;\u00a0model-level metrics (precision, recall, F1).<\/li>\n<li><em>Business-level\u00a0accuracy<\/em>&#8211;\u00a0does the output match the business rules and domain expectations?<\/li>\n<li><em>User-perceived\u00a0accuracy<\/em>&#8211;\u00a0does the end user trust what they see? One bad result can undo 99 good ones.<\/li>\n<\/ul>\n<\/li>\n<li><strong>The deterministic\u00a0challenge<\/strong>&#8211;\u00a0AI is probabilistic; enterprise processes expect determinism. How to compose automations from simple (rule-based, deterministic) to complex (LLM-driven, probabilistic) and layer them so that trust builds gradually.<\/li>\n<li><strong>Feedback loops that\u00a0actually\u00a0work<\/strong>&#8211;\u00a0how to design, manage, and scale a feedback loop that improves the product over time without overwhelming the user.<\/li>\n<li><strong>Roles for\u00a0success<\/strong>&#8211;\u00a0what roles need to exist on both the vendor and client side for an MVP and later phases (product, engineering, QA, domain SME, change champion).<\/li>\n<li><strong>Client\u00a0communication<\/strong>&#8211;\u00a0how to talk about AI with stakeholders who\u00a0don&#8217;t\u00a0care about models but care deeply about cost, accuracy, and risk.<\/li>\n<li><strong>The over-promise\u00a0trap<\/strong>&#8211;\u00a0what happens when competitors or internal teams claim full automation at low cost, and how to position an honest, accuracy-first approach against that narrative.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3>Speaker:<\/h3>\n<p><strong>Bartosz Dolata<\/strong><\/p>\n<p>Product Manager of Brand Guardian at VML. Over 15 years in technology, from front-end development through creative technology leadership to AI product management. Previously Creative Technology Director at Wunderman Thompson \/ Gorilla Group, where he led European creative technology teams. Now focused on building and scaling AI-powered review products for regulated enterprise clients. Passionate about technology, AI, and turning both into\u00a0real business\u00a0value. Creative at heart.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The British Polish Chamber of Commerce, in partnership with VML, is pleased to invite you to a webinar exploring the full journey of implementing AI products in enterprise environments \u2013 from identifying genuine business needs and delivering a meaningful MVP, to scaling solutions across local and global teams, while building trust in systems where accuracy, [&hellip;]<\/p>\n","protected":false},"author":55,"featured_media":34407,"comment_status":"closed","ping_status":"closed","template":"","tags":[],"mec_category":[343],"mec_speaker":[],"mec_sponsor":[],"class_list":["post-70148","mec-events","type-mec-events","status-publish","has-post-thumbnail","hentry","mec_category-events"],"acf":[],"_links":{"self":[{"href":"https:\/\/dev2.bpcc.org.pl\/pl\/wp-json\/wp\/v2\/mec-events\/70148","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dev2.bpcc.org.pl\/pl\/wp-json\/wp\/v2\/mec-events"}],"about":[{"href":"https:\/\/dev2.bpcc.org.pl\/pl\/wp-json\/wp\/v2\/types\/mec-events"}],"author":[{"embeddable":true,"href":"https:\/\/dev2.bpcc.org.pl\/pl\/wp-json\/wp\/v2\/users\/55"}],"replies":[{"embeddable":true,"href":"https:\/\/dev2.bpcc.org.pl\/pl\/wp-json\/wp\/v2\/comments?post=70148"}],"version-history":[{"count":6,"href":"https:\/\/dev2.bpcc.org.pl\/pl\/wp-json\/wp\/v2\/mec-events\/70148\/revisions"}],"predecessor-version":[{"id":70828,"href":"https:\/\/dev2.bpcc.org.pl\/pl\/wp-json\/wp\/v2\/mec-events\/70148\/revisions\/70828"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dev2.bpcc.org.pl\/pl\/wp-json\/wp\/v2\/media\/34407"}],"wp:attachment":[{"href":"https:\/\/dev2.bpcc.org.pl\/pl\/wp-json\/wp\/v2\/media?parent=70148"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dev2.bpcc.org.pl\/pl\/wp-json\/wp\/v2\/tags?post=70148"},{"taxonomy":"mec_category","embeddable":true,"href":"https:\/\/dev2.bpcc.org.pl\/pl\/wp-json\/wp\/v2\/mec_category?post=70148"},{"taxonomy":"mec_speaker","embeddable":true,"href":"https:\/\/dev2.bpcc.org.pl\/pl\/wp-json\/wp\/v2\/mec_speaker?post=70148"},{"taxonomy":"mec_sponsor","embeddable":true,"href":"https:\/\/dev2.bpcc.org.pl\/pl\/wp-json\/wp\/v2\/mec_sponsor?post=70148"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}