{"id":46075,"date":"2025-07-05T21:14:49","date_gmt":"2025-07-05T21:14:49","guid":{"rendered":"https:\/\/www.mon-agent-ia.fr\/blog\/?p=46075"},"modified":"2025-07-05T21:14:50","modified_gmt":"2025-07-05T21:14:50","slug":"dataiku-proves-the-harmonization-between-control-and-artificial-intelligence","status":"publish","type":"post","link":"https:\/\/www.mon-agent-ia.fr\/blog\/en\/dataiku-proves-the-harmonization-between-control-and-artificial-intelligence\/","title":{"rendered":"Dataiku proves the harmonization between control and artificial intelligence"},"content":{"rendered":"<p class=\"wp-block-paragraph\">As we enter an era where technology and innovation are rapidly shaping the future of businesses, the quest for a balance between control and artificial intelligence is becoming crucial. <strong>Dataiku<\/strong>, a major player in the field of data science, perfectly illustrates this dynamic by offering robust solutions that ensure rigorous governance of AI projects. During a recent conference in Seoul, co-founder and CTO Inklement Stenac highlighted the challenges of adopting multi-agent AI agents, tools necessary to combine creativity and security, while preserving the integrity of business processes.<\/p>\n\n<h2 class=\"wp-block-heading\">The Challenge of Artificial Intelligence in Modern Business<\/h2>\n\n<p class=\"wp-block-paragraph\">In recent years, artificial intelligence has emerged as a key driver of transformation for various sectors. Initially perceived as a simple creation tool, AI must now evolve into a more structured framework. In 2025, businesses face a dual challenge: maximizing the potential of this technology while integrating control mechanisms to prevent abuses. Growing Governance Expectations<\/p>\n\n<h3 class=\"wp-block-heading\">AI governance generates considerable expectations. Companies must not only develop AI applications, but also ensure they comply with ethical and regulatory standards. To this end, several key points are essential:<\/h3>\n\n<p class=\"wp-block-paragraph\">Regulatory Compliance:<\/p>\n\n<ul class=\"wp-block-list\"><li><strong>Organizations must comply with constantly evolving regulations, such as the GDPR in Europe.<\/strong> Ethics:<\/li><li><strong>Companies must address ethical issues related to the use of data and AI agents.<\/strong> Transparency:<\/li><li><strong>AI processes must be transparent and understandable to users.<\/strong> Accountability:<\/li><li><strong>Taking responsibility for AI decisions is now imperative.<\/strong> Evolution of AI Management Tools<\/li><\/ul>\n\n<h3 class=\"wp-block-heading\">In this quest to balance control and innovation, Dataiku stands out with its multi-agent platform. Users can create these agents through an intuitive interface, without requiring programming skills. Advanced technologies, such as LangChain, also allow technical users to integrate complex logic. Platform features include:<\/h3>\n\n<p class=\"wp-block-paragraph\">Tool <strong>Description<\/strong>Agent Connect<\/p>\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>Centralizes and coordinates access to multiple agents in a single point.<\/th>\n<th>LLM Mesh<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Solution for controlling requests to language models.<\/td>\n<td>Trace Explorer<\/td>\n<\/tr>\n<tr>\n<td>Tool for visualizing and debugging agent execution paths.<\/td>\n<td>Quality and Cost Guard<\/td>\n<\/tr>\n<tr>\n<td>Monitors the quality and costs associated with model usage.<\/td>\n<td>These tools offer companies an effective way to manage the risks associated with integrating AI agents. Inklement Stenac also reiterated that this ecosystem aims to be both secure and compatible with the ethical values \u200b\u200bthat every organization must promote.<\/td>\n<\/tr>\n<tr>\n<td>The inspiring example of the Roche Group<\/td>\n<td>A notable application of these solutions is that of the Roche Group, a leader in the pharmaceutical sector. When the company had to analyze approximately 40,000 patent files, it faced a monumental challenge. This traditionally laborious process required the intervention of several lawyers to sort and manage this data. By implementing AI agents via Dataiku, Roche transformed this complex task into an agile process. Simply asking questions in natural language was enough to synthesize and analyze the relevant case law.<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n<p class=\"wp-block-paragraph\">This initiative generated substantial savings estimated at between $100,000 and $250,000 per year in labor costs. This impressive figure underscores the importance of the efficiencies AI brings to the modern world. But beyond savings, as noted by Jed Doherty, Vice President of Platform Strategy at Dataiku, it&rsquo;s also about implementing rigorous control mechanisms. This ability to balance innovation and management is what defines business success in 2025.<\/p>\n\n<h2 class=\"wp-block-heading\">Collaborative Environment and Advanced Technology<\/h2>\n\n<p class=\"wp-block-paragraph\">Digitized transformation and the need for AI agencies require platforms that foster collaboration. Companies must not only implement technologies but also integrate them into their processes in a way that fosters a culture of collaboration. The benefits of such an environment include:<\/p>\n\n<p class=\"wp-block-paragraph\">Process Improvement:<\/p>\n\n<h3 class=\"wp-block-heading\">Integration of AI tools helps optimize workflows. Accessibility:<\/h3>\n\n<p class=\"wp-block-paragraph\">AI agents make data and analytics more accessible to a wider range of users.<\/p>\n\n<ul class=\"wp-block-list\"><li><strong>Continuous innovation:<\/strong> A collaborative framework encourages the constant evolution of practices and knowledge.<\/li><li><strong>Easy adoption:<\/strong> Employees adapt more easily to intuitive and visual tools.<\/li><li><strong>It is imperative that companies collaborate effectively while adapting to increasing compliance requirements. The path to successful integration requires collective learning, team energization, and the establishment of robust governance.<\/strong> The role of major AI players in this landscape:<\/li><li><strong>Companies such as<\/strong> IBM<\/li><\/ul>\n\n<p class=\"wp-block-paragraph\">,<\/p>\n\n<h2 class=\"wp-block-heading\">Microsoft<\/h2>\n\n<p class=\"wp-block-paragraph\">, <strong>SAS<\/strong>, <strong>Tableau<\/strong>, <strong>Google Cloud<\/strong>, <strong>AWS<\/strong>, <strong>TIBCO<\/strong>, <strong>Alteryx<\/strong>, and <strong>Qlik<\/strong>play a key role in how organizations adopt AI. Each of these companies offers diverse solutions that, while competing, complement each other in their approach to data governance and management. <strong>Convergence of Technologies and Governance<\/strong> For AI to be adopted securely, it is necessary to establish an ecosystem in which different stakeholders collaborate. For example, Dataiku and IBM recently announced a joint initiative to increase transparency in the use of AI models. This partnership highlights the need for a collective approach to ethical and methodological challenges. <strong>Businesses must remember that tools and technologies, while important, cannot replace common sense and responsibility. Organizations must maintain a critical awareness of AI to maximize its benefits while maintaining security and ethics. Enterprise<\/strong> Solutions Offered<\/p>\n\n<h3 class=\"wp-block-heading\">Focused on<\/h3>\n\n<p class=\"wp-block-paragraph\">IBM<\/p>\n\n<p class=\"wp-block-paragraph\">Watson, AI API<\/p>\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>Predictive Analytics<\/th>\n<th>Microsoft<\/th>\n<th>Azure AI<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Cloud Infrastructure<\/td>\n<td>SAS<\/td>\n<td>Analytics Solutions<\/td>\n<\/tr>\n<tr>\n<td>Data Science<\/td>\n<td>Tableau<\/td>\n<td>Data Visualization<\/td>\n<\/tr>\n<tr>\n<td>Analytics<\/td>\n<td>Google Cloud<\/td>\n<td>AI Build and Deploy<\/td>\n<\/tr>\n<tr>\n<td>Scalability<\/td>\n<td>AWS<\/td>\n<td>Machine Learning Services<\/td>\n<\/tr>\n<tr>\n<td>Flexibility<\/td>\n<td>TIBCO<\/td>\n<td>Data Connectivity<\/td>\n<\/tr>\n<tr>\n<td>Integration<\/td>\n<td>Alteryx<\/td>\n<td>Analytics Automation<\/td>\n<\/tr>\n<tr>\n<td>Operational Efficiency<\/td>\n<td>Qlik<\/td>\n<td>Business Intelligence<\/td>\n<\/tr>\n<tr>\n<td>Data Exploration<\/td>\n<td>Unveiling the Future of AI<\/td>\n<td>As AI becomes increasingly important, it is essential that organizations take a proactive approach to governance. Industry-leading companies, such as Dataiku, are role models for implementing tools that balance innovation and control.<\/td>\n<\/tr>\n<tr>\n<td>As we move forward in this new era of AI, the organizations that are most adept at balancing creativity and traceability will be the ones that will reap the most benefits from this technological revolution. Stay tuned for changes and prepare to embrace this era of AI agents with a robust framework that preserves the integrity of business operations.<\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n<h3 class=\"wp-block-heading\"><\/h3>\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n","protected":false},"excerpt":{"rendered":"<p>As we enter an era where technology and innovation are rapidly shaping the future of businesses, the quest for a balance between control and artificial intelligence is becoming crucial. Dataiku, a major player in the field of data science, perfectly illustrates this dynamic by offering robust solutions that ensure rigorous governance of AI projects. During [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":46063,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[41],"tags":[149,43422,79904,79907,79910],"class_list":["post-46075","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-non-classe-en","tag-artificial-intelligence-en","tag-control-en","tag-data-science-en","tag-dataiku-en","tag-harmonization-en"],"_links":{"self":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/46075","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/comments?post=46075"}],"version-history":[{"count":1,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/46075\/revisions"}],"predecessor-version":[{"id":46076,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/46075\/revisions\/46076"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/media\/46063"}],"wp:attachment":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/media?parent=46075"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/categories?post=46075"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/tags?post=46075"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}