Ukrainian companies need to boldly experiment with artificial intelligence (AI). Success will belong not to those with the most powerful model, but to those who integrate it most effectively into their processes. This was discussed during a panel at this year\u2019s Forbes Tech 2025, according to the press service of Metinvest.<\/p>\n
The discussion featured Oleksii Molchanovskyi (Ukrainian Catholic University) and Oleksandr Krakovetskyi (DevRain, Microsoft AI MVP), and was moderated by Maksym Balaniuk, Director of the Innovation Center at Metinvest Digital. Participants debated whether AI-driven business transformation is a sprint or a marathon and reached several key conclusions.<\/p>\n
Experts emphasized that AI is not a suddenly new technology, but an evolution that has been ongoing since the 1950s. Therefore, the key question for companies is not \u201cwhether to use AI,\u201d but \u201chow exactly to integrate it into their processes.\u201d<\/p>\n
\u201cOne of the most notable trends is the shift in roles: the era of prompt engineering is coming to an end, as modern models are capable of understanding imperfect queries and working with them. Context engineering is taking its place. Companies need to build infrastructure with clean, well-structured data that gives models an understanding of real business context. Without this, AI remains a \u2018smart encyclopedia\u2019 that cannot effectively solve applied business tasks,\u201d Balaniuk said.<\/p>\n
Speakers also paid particular attention to the issue of responsibility. Even when AI makes mistakes, responsibility for decisions always lies with humans. In business processes, the human-in-the-loop principle remains fundamental, so companies must manage risks rather than avoid technology out of fear of errors.<\/p>\n
Discussing the pace of development, participants agreed that businesses need to operate on two levels simultaneously: rapidly testing solutions while building long-term infrastructure, Balaniuk noted. The industry is moving exponentially, with market leaders already working with multi-agent systems in which different AI models interact to find optimal solutions.<\/p>\n
\u201cUkrainian companies need to boldly experiment with AI, invest in data cleanliness and structuring, develop a culture of responsibility, and engage experts. The winner is not the one with the most powerful model, but the one who integrates it best into their processes. AI is no longer a tool of the future\u2014it is already a core element of competitiveness today,\u201d Balaniuk concluded.<\/p>\n","protected":false},"featured_media":150837,"menu_order":0,"template":"","newscat":[9],"newstag":[],"issues":[],"class_list":["post-150836","news","type-news","status-publish","has-post-thumbnail","hentry","newscat-novosti"],"_links":{"self":[{"href":"https:\/\/ldaily.ua\/en\/wp-json\/wp\/v2\/news\/150836","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ldaily.ua\/en\/wp-json\/wp\/v2\/news"}],"about":[{"href":"https:\/\/ldaily.ua\/en\/wp-json\/wp\/v2\/types\/news"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ldaily.ua\/en\/wp-json\/wp\/v2\/media\/150837"}],"wp:attachment":[{"href":"https:\/\/ldaily.ua\/en\/wp-json\/wp\/v2\/media?parent=150836"}],"wp:term":[{"taxonomy":"newscat","embeddable":true,"href":"https:\/\/ldaily.ua\/en\/wp-json\/wp\/v2\/newscat?post=150836"},{"taxonomy":"newstag","embeddable":true,"href":"https:\/\/ldaily.ua\/en\/wp-json\/wp\/v2\/newstag?post=150836"},{"taxonomy":"issues","embeddable":true,"href":"https:\/\/ldaily.ua\/en\/wp-json\/wp\/v2\/issues?post=150836"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}