{"id":7590,"date":"2026-10-12T14:58:29","date_gmt":"2026-10-12T14:58:29","guid":{"rendered":"https:\/\/asugoconsulting.com\/?p=7590"},"modified":"2026-10-12T15:06:16","modified_gmt":"2026-10-12T15:06:16","slug":"dreamforce-2026-from-agentic-ai-to-real-business-impact","status":"publish","type":"post","link":"https:\/\/asugoconsulting.com\/fr\/dreamforce-2026-from-agentic-ai-to-real-business-impact\/","title":{"rendered":"Dreamforce 2026: From Agentic AI to Real Business Impact"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1310.4px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-blend:overlay;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:0px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:0px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>Introduction<\/strong><\/h2><\/div><div class=\"fusion-text fusion-text-1\" style=\"--awb-font-size:19px;--awb-line-height:1.8em;\"><p data-pm-slice=\"1 1 &#091;&#093;\"><strong><span style=\"color: #00bad7;\">Dreamforce 2026 marked another important step in the evolution of enterprise AI<\/span>.<\/strong> While previous editions focused on demonstrating the potential of the Agentic Enterprise, this year the conversation shifted towards making AI agents part of everyday business operations \u2013 with better context, stronger governance and measurable results.<\/p>\n<p>Our Managing Directors, <span style=\"color: #00bad7;\"><strong>Julien Blaise and Ga\u00ebtan Mondet<\/strong><\/span>, represented asUgo at Dreamforce, joining the global Salesforce community to explore the latest innovations and discuss what they mean for businesses across Europe.<\/p>\n<p>Back at asUgo, they shared their observations with the team. Beyond the impressive demonstrations and announcements, one message stood out: <span style=\"color: #00bad7;\"><strong>the future isn&rsquo;t about deploying more AI agents. It&rsquo;s about connecting people, data and processes to create real business value.<\/strong><\/span><\/p>\n<p>Here are the developments that caught our attention.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>Salesforce Is Becoming More Than a CRM Interface<\/strong><\/h2><\/div><div class=\"fusion-text fusion-text-2\" style=\"--awb-font-size:19px;--awb-line-height:1.8em;\"><p data-pm-slice=\"1 1 &#091;&#093;\">One of the most significant shifts presented at Dreamforce is the evolution of Salesforce from a traditional CRM interface towards a trusted foundation for enterprise data, business processes and AI.<\/p>\n<p>With integrations involving <span style=\"color: #00bad7;\"><strong>Claude and Microsoft Teams<\/strong>,<\/span> employees can increasingly interact with Salesforce without opening its familiar interface.<\/p>\n<p>Imagine a salesperson updating an opportunity directly from a Teams conversation or asking an AI assistant to retrieve customer information, identify priority accounts and trigger the next action.<\/p>\n<p>For organisations, this could fundamentally change how employees interact with their CRM.<\/p>\n<p><span style=\"color: #00bad7;\"><strong>The focus is shifting from building screens to building business capabilities that can be accessed wherever people work.<\/strong><\/span><\/p>\n<p>For asUgo, this opens new opportunities to simplify processes, improve user adoption and create more connected employee and customer experiences.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>Agentforce: From AI Experiments to AI Colleagues<\/strong><\/h2><\/div><div class=\"fusion-text fusion-text-3\" style=\"--awb-font-size:19px;--awb-line-height:1.8em;\"><p>Agentforce continues to evolve beyond individual AI assistants towards specialised agents capable of supporting complete business processes.<\/p>\n<p>At Dreamforce, Salesforce showcased developments such as <span style=\"color: #00bad7;\"><strong>Agentforce Coworker<\/strong>,<\/span> alongside specialised sales agents including Piper and Hunter.<\/p>\n<p>These capabilities illustrate how AI can support lead nurturing, sales development, customer service and recurring operational activities.<\/p>\n<p>But the most interesting development isn&rsquo;t necessarily the individual agents. It&rsquo;s how they can work together, access business information and execute tasks across different systems.<\/p>\n<p>The evolution of <span style=\"color: #00bad7;\"><strong>Agentforce Skills, Agent Script and Observability<\/strong><\/span> also brings greater reusability, control and visibility into how agents operate.<\/p>\n<p>At asUgo, we see this as an important step towards making AI a practical part of everyday operations rather than a collection of disconnected experiments.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>Get Your Data AI-Ready<\/strong><\/h2><\/div><div class=\"fusion-text fusion-text-4\" style=\"--awb-font-size:19px;--awb-line-height:1.8em;\"><p data-pm-slice=\"1 1 &#091;&#093;\">One of the clearest messages Julien and Ga\u00ebtan brought back from Dreamforce was the importance of preparing data for AI.<\/p>\n<p><span style=\"color: #00bad7;\"><strong>Even the most advanced AI agent cannot deliver reliable results without the right business context and trusted information.<\/strong><\/span><\/p>\n<p>For many organisations, data remains fragmented across CRM, ERP, marketing and other enterprise systems.<\/p>\n<p>Solutions such as <span style=\"color: #00bad7;\"><strong>Salesforce Data 360 and MuleSoft<\/strong><\/span> can help connect these environments and make relevant information accessible to AI-powered processes.<\/p>\n<p>However, getting AI-ready doesn&rsquo;t necessarily mean transforming every dataset at once.<\/p>\n<p>The pragmatic approach is to start with the business process: identify which information matters, assess its quality and address the most important gaps.<\/p>\n<p>For our clients, this means focusing data investments on the areas where AI can create the greatest impact.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>Build Skills, Not Just Screens<\/strong><\/h2><\/div><div class=\"fusion-text fusion-text-5\" style=\"--awb-font-size:19px;--awb-line-height:1.8em;\"><p data-pm-slice=\"1 1 &#091;&#093;\">As Salesforce becomes increasingly accessible through different applications and AI interfaces, the way organisations design and implement solutions is also changing.<\/p>\n<p>Traditionally, CRM projects have focused heavily on configuration, workflows and user interfaces.<\/p>\n<p>With AI, organisations can increasingly develop <span style=\"color: #00bad7;\"><strong>reusable business capabilities that support both employees and intelligent agents<\/strong>.<\/span><\/p>\n<p>This also creates new opportunities for consultants, developers and business analysts.<\/p>\n<p>Instead of simply configuring applications, teams can focus more on designing processes, defining agent behaviour and combining human expertise with AI capabilities.<\/p>\n<p>At asUgo, we already see how this evolution is influencing the way we approach innovation and delivery.<\/p>\n<p>The objective remains the same: creating solutions that solve real business problems. The tools and possibilities are becoming more powerful.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>Trust, Security and Governance Take Centre Stage<\/strong><\/h2><\/div><div class=\"fusion-text fusion-text-6\" style=\"--awb-font-size:19px;--awb-line-height:1.8em;\"><p data-pm-slice=\"1 1 &#091;&#093;\">As AI agents gain more autonomy, organisations need greater control over how they access information and execute actions.<\/p>\n<p>Dreamforce highlighted additional developments in <span style=\"color: #00bad7;\"><strong>agent monitoring, permissions, security and orchestration<\/strong><\/span>, including capabilities around MuleSoft Agent Fabric.<\/p>\n<p>For businesses, this raises important questions: What information can an agent access? Which actions can it perform? When is human validation required? And how can its performance be monitored?<\/p>\n<p>These questions are particularly relevant for European organisations, where data protection, regulatory requirements and digital sovereignty remain important considerations.<\/p>\n<p><span style=\"color: #00bad7;\"><strong>AI governance is no longer something to add after implementation. It needs to be designed into the solution from the beginning.<\/strong><\/span><\/p>\n<p>At asUgo, we believe trusted data, strong integrations and clear governance are essential foundations for scaling AI responsibly.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>A Growing AI Ecosystem: Salesforce, Claude and Beyond<\/strong><\/h2><\/div><div class=\"fusion-text fusion-text-7\" style=\"--awb-font-size:19px;--awb-line-height:1.8em;\"><p>Another interesting development around Dreamforce was the strengthening collaboration between Salesforce and Anthropic.<\/p>\n<p>For asUgo, this coincides with an important milestone: <span style=\"color: #00bad7;\"><strong>our confirmation as an official Anthropic partner<\/strong>.<\/span><\/p>\n<p>This creates additional opportunities to develop expertise around Claude and explore how AI capabilities can support Salesforce and broader enterprise processes.<\/p>\n<p>However, our approach remains technology-agnostic.<\/p>\n<p>We believe organisations should be able to select the models, platforms and integrations that best fit their business needs, security requirements and existing technology landscape.<\/p>\n<p>The future of enterprise AI is unlikely to depend on a single model or interface. <span style=\"color: #00bad7;\"><strong>Interoperability, flexibility and the ability to connect different technologies will be increasingly important.<\/strong><\/span><\/p>\n<\/div><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>From AI Investment to Measurable ROI<\/strong><\/h2><\/div><div class=\"fusion-text fusion-text-8\" style=\"--awb-font-size:19px;--awb-line-height:1.8em;\"><p data-pm-slice=\"1 1 &#091;&#093;\">Perhaps the most important takeaway from Dreamforce 2026 is the growing focus on measurable business outcomes.<\/p>\n<p>Deploying an AI agent is not a measure of success.<\/p>\n<p>What matters is whether that agent helps employees save time, reduces operational inefficiencies, improves customer experiences or creates new business opportunities.<\/p>\n<p>As AI becomes more deeply integrated into enterprise operations, organisations must also consider new cost structures, including consumption-based pricing, token usage and ongoing monitoring.<\/p>\n<p><span style=\"color: #00bad7;\"><strong>The challenge is moving from demonstrating what AI can do to proving the value it delivers.<\/strong><\/span><\/p>\n<p>For asUgo, this means connecting every AI initiative to a clear business objective, defining relevant KPIs and continuously evaluating its impact.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>What&rsquo;s Next? Four Priorities for Organisations<\/strong><\/h2><\/div><div class=\"fusion-text fusion-text-9\" style=\"--awb-font-size:19px;--awb-line-height:1.8em;\"><p>Four priorities stand out for organisations preparing for the next phase of enterprise AI:<\/p>\n<ul data-spread=\"false\">\n<li><span style=\"color: #00bad7;\"><strong>Get your data AI-ready.<\/strong><\/span> Focus on the information and integrations needed to support your most valuable business processes.<\/li>\n<li><strong><span style=\"color: #00bad7;\">Design permissions and governance<\/span>.<\/strong> Establish clear rules for data access, agent autonomy, monitoring and human oversight.<\/li>\n<li><span style=\"color: #00bad7;\"><strong>Build skills, not just screens.<\/strong><\/span> Develop reusable capabilities that can support people and AI agents across applications.<\/li>\n<li><span style=\"color: #00bad7;\"><strong>Measure business value.<\/strong><\/span> Track productivity, efficiency, adoption and AI consumption to understand the real return on investment.<\/li>\n<\/ul>\n<p>These priorities provide a practical starting point for moving from AI experimentation towards sustainable business transformation.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-10 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><strong>From Dreamforce to Real Business Impact<\/strong><\/h2><\/div><div class=\"fusion-text fusion-text-10\" style=\"--awb-font-size:19px;--awb-line-height:1.8em;\"><p data-pm-slice=\"1 1 &#091;&#093;\">Dreamforce 2026 offered an exciting glimpse into the next chapter of Salesforce and enterprise AI.<\/p>\n<p>For Julien and Ga\u00ebtan, it was also an opportunity to exchange ideas with the international Salesforce ecosystem and bring new perspectives back to our European team and clients.<\/p>\n<p>At asUgo, we&rsquo;re already exploring how these developments can support our projects and help organisations make better use of their technology investments.<\/p>\n<p>Because <span style=\"color: #00bad7;\"><strong>the future of enterprise AI isn&rsquo;t simply about having more intelligent agents. It&rsquo;s about making people, processes, data and technology work better together.<\/strong><\/span><\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-blend:overlay;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:0px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:0px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-11 fusion-text-no-margin\" style=\"--awb-font-size:19px;--awb-line-height:1.8em;--awb-margin-bottom:10px;\"><p><strong>Author: <\/strong>Julien Blaise &amp; Ga\u00ebtan Mondet<span class=\"OYPEnA font-feature-liga-off font-feature-clig-off font-feature-calt-off text-decoration-none text-strikethrough-none\">, Managing Directors<\/span><span class=\"OYPEnA font-feature-liga-off font-feature-clig-off font-feature-calt-off text-decoration-none text-strikethrough-none\">,\u00a0<a href=\"https:\/\/asugoconsulting.com\/\">asUgo<\/a><\/span><\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container has-pattern-background has-mask-background fusion-parallax-none nonhundred-percent-fullwidth non-hundred-percent-height-scrolling lazyload\" 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);margin-right: calc(-30px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:15px;--awb-margin-bottom-large:20px;--awb-spacing-left-large:15px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:15px;--awb-spacing-left-medium:15px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:15px;--awb-spacing-left-small:15px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-separator fusion-no-medium-visibility fusion-no-large-visibility fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:20px;margin-bottom:20px;width:100%;\"><\/div><div class=\"fusion-title title fusion-title-11 fusion-sep-none fusion-title-text 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auto;margin-top:20px;margin-bottom:20px;width:100%;\"><\/div><\/div><\/div><\/div><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":7591,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[76,133],"tags":[183,134],"class_list":["post-7590","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-ai","category-salesforce-events","tag-df26","tag-dreamforce"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>asUgo | Dreamforce 2026: Key Salesforce &amp; AI Takeaways<\/title>\n<meta name=\"description\" content=\"Discover asUgo&#039;s key takeaways from Dreamforce 2026, including Salesforce Agentforce, AI agents, data governance and real business impact.\" \/>\n<meta name=\"robots\" content=\"index, follow, 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