{"id":12898,"date":"2026-01-22T05:00:00","date_gmt":"2026-01-22T13:00:00","guid":{"rendered":"https:\/\/www.salesforce.com\/?p=12898"},"modified":"2026-01-27T17:44:16","modified_gmt":"2026-01-27T12:14:16","slug":"preparing-for-multi-agent-systems","status":"publish","type":"post","link":"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/","title":{"rendered":"Multi-Agent AI Is Coming Fast. Here\u2019s How to Prepare"},"content":{"rendered":"\n<div class=\"wp-block-group is-style-shadow-box is-style-takeaways\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-black-color has-text-color has-link-color wp-elements-471ecb11ca02c2e7ea813f9dd3857484\" id=\"h-key-takeaways\">Key Takeaways<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em>The next phase of AI will involve multi-agent systems interacting to perform complex, automated tasks across organizational boundaries.<\/em><\/li>\n\n\n\n<li><em>This shift creates significant governance challenges, such as a &#8220;trust bubble&#8221; where agents may struggle with loyalty, verification, and conflicting objectives.<\/em><\/li>\n\n\n\n<li><em>To succeed, enterprises must invest in orchestration, governance frameworks, and data harmonization now, rather than waiting for the technology to fully mature.<\/em><\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p>Within enterprises,<strong><em> <\/em><\/strong><a href=\"https:\/\/www.salesforce.com\/in\/agentforce\/ai-agents\/?d=cta-body-promo-8\" target=\"_blank\" rel=\"noreferrer noopener\">AI agents<\/a> have moved from prototype to production \u2014 <a href=\"https:\/\/www.salesforce.com\/customer-stories\/remarkable\/\" target=\"_blank\" rel=\"noreferrer noopener\">answering customer queries<\/a>, generating code, and tracking inventory, among other tasks.<\/p>\n\n\n\n<p>But single agents are just the beginning. The next phase will see the orchestration of multiple agents to perform complex, automated tasks both inside companies and across organizational boundaries with customers and partners. That shift creates new governance challenges around visibility, coordination, accountability, and trust.&nbsp;<\/p>\n\n\n\n<p>Legal battles over the effects even single agents can have on a business or business model are already brewing, because when agents start acting on behalf of customers, companies lose the ability to monetize those relationships. In November, for example, <a href=\"https:\/\/www.reuters.com\/business\/retail-consumer\/perplexity-receives-legal-threat-amazon-over-agentic-ai-shopping-tool-2025-11-04\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">Amazon sued Perplexity<\/a> over its shopping agent, alleging the startup covertly accessed customer accounts and disguised AI activity as human browsing. But single agents are just the first wave. Multi-agent systems, in which specialized agents with different objectives interact with each other, raise far more complex governance challenges. The Amazon lawsuit is an early signal of the coming battles over customer relationships, platform control, and the rules governing agent-to-agent commerce.&nbsp;<\/p>\n\n\n\n<p>When multiple agents interact \u2014 when a procurement agent for one company negotiates with a sales agent for another, say, or an agent for a logistics provider coordinates deliveries with multiple vendors \u2014 it&#8217;s easy to see how conflicts can escalate. If one agent misrepresents pricing data during negotiations, the resulting agreement can\u2019t be trusted. Or if a delivery coordination between two agents exposes proprietary shipping patterns with competitors, who is liable?&nbsp;<\/p>\n\n\n\n<p>The payoff for successfully navigating the shift to multi-agent systems, however, will be enormous. Multi-agent systems will fundamentally restructure how enterprises operate, <a href=\"https:\/\/www.salesforce.com\/news\/stories\/how-agents-can-reshape-modern-enterprise\/\" target=\"_blank\" rel=\"noreferrer noopener\">enabling new levels of coordination across departments<\/a> and across different businesses that humans would find challenging or impossible. Enterprises that invest now in elements like robust governance frameworks, <a href=\"https:\/\/www.salesforce.com\/data\/connectivity\/data-harmonization\/\" target=\"_blank\" rel=\"noreferrer noopener\">data harmonization<\/a>, and orchestration capabilities will be positioned to lead. Those that delay risk operating under rules and infrastructure established by first movers, and they may find themselves relegated to commodity status in ecosystems they no longer control.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-slowly-and-then-all-at-once\"><strong>Slowly and Then All at Once<\/strong><\/h2>\n\n\n\n<p>Companies are currently deploying agents with ambitious goals, but most implementations remain focused on specific use cases. Right now, the demand for multi-agent architecture may not seem pressing to companies that are still rolling out an employee help desk agent.&nbsp;<\/p>\n\n\n\n<p>Even companies with single agent deployments can get mired in what The Verge\u2019s Nilay Patel calls the \u201c<a href=\"https:\/\/www.theverge.com\/podcast\/823909\/the-doordash-problem-ai-agents-web-amazon-perplexity-lawsuit\" target=\"_blank\" rel=\"noreferrer noopener\">DoorDash problem<\/a>.\u201d When AI agents insert themselves between businesses and customers, companies risk losing the ability to monetize through ads, loyalty programs, upsells, and partnerships. They become commodity providers competing on price alone. But single-agent disruption is just the opening act. When agents start negotiating with other agents on behalf of competing or even partner organizations, the governance challenges become far more acute.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Because AI models are trained to be accommodating, two agents interacting can fall into a feedback loop of endless agreement that undermines the objectives of their owners.<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>These technological inflection points follow a long-established pattern, but each cycle moves faster than the last. Mobile was a curiosity until it became so central that business models needed to be rethought. <a href=\"https:\/\/www.salesforce.com\/platform\/cloud-computing\/\" target=\"_blank\" rel=\"noreferrer noopener\">Cloud computing<\/a> proved no different; resisters who insisted on-premise forever were suddenly scrambling to catch up. Multi-agent systems are still emerging, but the transition to widespread adoption could compress the timeline further. The window to prepare deliberately rather than react desperately is likely shorter than most executives assume.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-trust-bubble\"><strong>The Trust Bubble<\/strong><\/h2>\n\n\n\n<p>Before enterprises can prepare, they need to understand what they\u2019re actually preparing for. Developers initially assumed a single, sufficiently capable agent could handle everything within an organization. But in practice, performance degrades when one system tries to juggle too much specialized knowledge and too many competing priorities. Multi-agent systems solve this through specialization. A marketing agent negotiates resource allocation with sales and product development agents or a finance agent evaluates proposals from the operations agent. Or agents represent different organizations entirely.&nbsp;<br><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Data infrastructure work is unglamorous, but it\u2019s foundational.&nbsp;<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>When organizations deploy multi-agent systems with potentially competing objectives, they\u2019ll hit a fundamental problem: the \u201ctrust bubble.\u201d An organization may assume agents will remain aligned with its objectives and that interactions between agents will be straightforward. But in reality, competing parties haggle over prices, dispute contract clauses, and balance short-term gains against long-term relationships. How does one agent verify another agent\u2019s claims? How do agents exercise the judgment and intuition that human negotiators bring to complex negotiations? How do you establish credentials when agents negotiate without human oversight? How will an agent know when to hold firm in a negotiation and when to compromise \u2014 without getting exploited in the process?<\/p>\n\n\n\n<p>Researchers have already identified unexpected problems, like &#8220;<a href=\"https:\/\/arxiv.org\/html\/2511.09710v2\" target=\"_blank\" rel=\"noreferrer noopener\">echoing<\/a>.&#8221; Because AI models are trained to be accommodating, two agents interacting can fall into a feedback loop of endless agreement that undermines the objectives of their owners. One <a href=\"https:\/\/www.salesforce.com\/blog\/agent-to-agent-interaction\/\" target=\"_blank\" rel=\"noreferrer noopener\">case study from Salesforce AI Research<\/a> examined what happens when a customer\u2019s agent seeks to return ill-fitting shoes to a retailer\u2019s service agent. The exchange ended with both agents agreeing that the customer would keep the shoes, pay a 25% restocking fee, and consider buying a second pair out of appreciation for the retailer\u2019s \u201cfair policies.\u201d When agents represent opposing interests, ensuring they remain loyal to the organizations they serve cannot be assumed \u2014 it must be engineered into the system.<\/p>\n\n\n\n<p>That infrastructure barely exists today. How do you ensure agents remain loyal to their owners when they\u2019re also trained to be cooperative? How do you balance the need for agents to reach agreements with the imperative to advocate forcefully? How do you verify that an agent didn&#8217;t abandon its owner\u2019s interests mid-negotiation? AI developers are still working through these fundamental questions about verification and accountability when agents represent competing interests.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-to-prepare\"><strong>How to Prepare<\/strong><\/h2>\n\n\n\n<p>While technologists build out this infrastructure, enterprises can\u2019t afford to wait. The transition to multi-agent systems requires deliberate preparation across three critical dimensions.<\/p>\n\n\n\n<p><strong>Integration foundation: <\/strong>In a multi-vendor ecosystem, integration is no longer just about moving data; it is the fundamental &#8220;connective tissue&#8221; of the Agentic Enterprise. Successful multi-agent systems require an API-driven architecture that allows agents to fluidly access and take action across a sprawling landscape of <a href=\"https:\/\/www.salesforce.com\/news\/stories\/connectivity-report-announcement-2025\/\" target=\"_blank\" rel=\"noreferrer noopener\">nearly 900 different enterprise applications<\/a>. Without this seamless connectivity, agents remain trapped in silos, unable to share context or collaborate on end-to-end complex tasks.<\/p>\n\n\n\n<p><strong>Governance frameworks:<\/strong> While researchers work on the technical challenges of agent loyalty and verification, enterprises must establish their own governance frameworks that define boundaries and accountability before agents begin making autonomous decisions. Which decisions require human approval and which can proceed autonomously? What can agents negotiate on the organization\u2019s behalf and what remains off-limits? Equally critical: Which external agents will your systems trust? How will you audit agent-to-agent transactions? What credentials and validation processes will you require? Building these frameworks now while stakes are relatively low is easier than retrofitting them later when agent-to-agent commerce is routine.<\/p>\n\n\n\n<p><strong>Orchestration.<\/strong> Multi-agent orchestration means coordinating how specialized agents interact and hand off tasks to achieve business goals.<strong> <\/strong>It means optimizing across the enterprise rather than within departments. Organizing around the stages of the customer journey created vertical silos with separate budgets, tech stacks, and incentives. Multi-agent systems enable horizontal optimization, making trade-offs across functions to achieve business outcomes rather than departmental metrics. This is the real transformation: not just efficiency but systemic coordination.<\/p>\n\n\n\n<p><strong>Data harmonization<\/strong>. Years of vertical optimization produced isolated functions, incompatible systems, and customer data that doesn\u2019t align. The same customer may appear as a \u201cpremium member\u201d in service records, &#8220;Account #47382&#8221; in billing, and an email address in marketing \u2014 three disconnected identities that agents can\u2019t reconcile without harmonized data. Multi-agent coordination can\u2019t function without shared understanding across domains. Data infrastructure work is unglamorous, but it\u2019s foundational.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-window-is-open-now\"><strong>The Window Is Open Now<\/strong><\/h2>\n\n\n\n<p>The technical challenges around multi-agent systems remain partially unsolved, but enterprises that invest now in working through these problems \u2014 building governance frameworks, solving for data harmonization, developing orchestration capabilities \u2014 will write the rules for agent-to-agent commerce. The window for deliberate preparation is open now. Done right, multi-agent systems will enable enterprises to collaborate and integrate with partners, suppliers, and customers in ways that today&#8217;s manual processes and rigid APIs never could. The organizations building these capabilities now are creating the foundation for that future.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-read-more-nbsp\"><strong>Read more:&nbsp;<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Learn about MuleSoft Agent Fabric and its new <a href=\"https:\/\/www.salesforce.com\/news\/stories\/mulesoft-agent-fabric-automated-agent-discovery\/\" target=\"_blank\" rel=\"noreferrer noopener\">automated agent discovery capabilities<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.mulesoft.com\/lp\/ebook\/mulesoft-agent-fabric-technical-overview\" target=\"_blank\" rel=\"noreferrer noopener\">Dive deep into the technical foundation of MuleSoft Agent Fabric<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Key Takeaways Within enterprises, AI agents have moved from prototype to production \u2014 answering customer queries, generating code, and tracking inventory, among other tasks. But single agents are just the beginning. The next phase will see the orchestration of multiple agents to perform complex, automated tasks both inside companies and across organizational boundaries with customers [&hellip;]<\/p>\n","protected":false},"author":763,"featured_media":12897,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"sf_subhead":"","sf_i18n_disclaimer":true,"_jetpack_memberships_contains_paid_content":false,"alternateThumbnailId":0,"sf_product_cta_id":0,"footnotes":""},"categories":[],"tags":[],"sf_content_type":[],"sf_theme":[],"sf_topic":[2802],"sf_product":[],"sf_industry":[],"sf_role":[],"sf_multimedia_asset":[],"sf_location":[1189],"sf_collection":[],"sf_visibility":[1522],"coauthors":[2838],"class_list":["post-12898","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","sf_topic-agents","sf_location-apac"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.2 (Yoast SEO v27.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Multi-Agent AI Is Coming Fast. Here\u2019s How to Prepare - Salesforce<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Multi-Agent AI Is Coming Fast. Here\u2019s How to Prepare\" \/>\n<meta property=\"og:description\" content=\"Key Takeaways Within enterprises, AI agents have moved from prototype to production \u2014 answering customer queries, generating code, and tracking inventory, among other tasks. But single agents are just the beginning. The next phase will see the orchestration of multiple agents to perform complex, automated tasks both inside companies and across organizational boundaries with customers [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/\" \/>\n<meta property=\"og:site_name\" content=\"Salesforce\" \/>\n<meta property=\"article:published_time\" content=\"2026-01-22T13:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-27T12:14:16+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.salesforce.com\/in\/news\/wp-content\/uploads\/sites\/20\/2026\/01\/Beyond-Single-Agents_-Preparing-for-Multi-Agent-Systems.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"675\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"NewsArticle\",\"@id\":\"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/\"},\"author\":[{\"@id\":\"https:\/\/www.salesforce.com\/in\/news\/#\/schema\/person\/c6183ae5ada57df0dcbe7a9f23ea41e7\"}],\"headline\":\"Multi-Agent AI Is Coming Fast. Here\u2019s How to Prepare\",\"datePublished\":\"2026-01-22T13:00:00+00:00\",\"dateModified\":\"2026-01-27T12:14:16+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/\"},\"wordCount\":1497,\"image\":{\"@id\":\"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.salesforce.com\/in\/news\/wp-content\/uploads\/sites\/20\/2026\/01\/Beyond-Single-Agents_-Preparing-for-Multi-Agent-Systems.png\",\"inLanguage\":\"en-IN\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/\",\"url\":\"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/\",\"name\":\"Multi-Agent AI Is Coming Fast. Here\u2019s How to Prepare - Salesforce\",\"isPartOf\":{\"@id\":\"https:\/\/www.salesforce.com\/in\/news\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.salesforce.com\/in\/news\/wp-content\/uploads\/sites\/20\/2026\/01\/Beyond-Single-Agents_-Preparing-for-Multi-Agent-Systems.png\",\"datePublished\":\"2026-01-22T13:00:00+00:00\",\"dateModified\":\"2026-01-27T12:14:16+00:00\",\"author\":{\"@id\":\"https:\/\/www.salesforce.com\/in\/news\/#\/schema\/person\/c6183ae5ada57df0dcbe7a9f23ea41e7\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/#breadcrumb\"},\"inLanguage\":\"en-IN\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-IN\",\"@id\":\"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/#primaryimage\",\"url\":\"https:\/\/www.salesforce.com\/in\/news\/wp-content\/uploads\/sites\/20\/2026\/01\/Beyond-Single-Agents_-Preparing-for-Multi-Agent-Systems.png\",\"contentUrl\":\"https:\/\/www.salesforce.com\/in\/news\/wp-content\/uploads\/sites\/20\/2026\/01\/Beyond-Single-Agents_-Preparing-for-Multi-Agent-Systems.png\",\"width\":1200,\"height\":675,\"caption\":\"Multi-Agent AI Is Coming Fast. Here\u2019s How to Prepare\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.salesforce.com\/in\/news\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Multi-Agent AI Is Coming Fast. Here\u2019s How to Prepare\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.salesforce.com\/in\/news\/#website\",\"url\":\"https:\/\/www.salesforce.com\/in\/news\/\",\"name\":\"Salesforce\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.salesforce.com\/in\/news\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-IN\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.salesforce.com\/in\/news\/#\/schema\/person\/c6183ae5ada57df0dcbe7a9f23ea41e7\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-IN\",\"@id\":\"https:\/\/secure.gravatar.com\/avatar\/3742724942006311e7323017c2b7cb63dd636b6658933b35adb18a2163222edd?s=96&d=mm&r=g0da4d047110d58ad6074751d9b90b048\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/3742724942006311e7323017c2b7cb63dd636b6658933b35adb18a2163222edd?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/3742724942006311e7323017c2b7cb63dd636b6658933b35adb18a2163222edd?s=96&d=mm&r=g\"},\"url\":\"https:\/\/www.salesforce.com\/in\/news\/stories\/author\/mcastelluccisalesforce-com\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Multi-Agent AI Is Coming Fast. Here\u2019s How to Prepare - Salesforce","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/","og_type":"article","og_title":"Multi-Agent AI Is Coming Fast. Here\u2019s How to Prepare","og_description":"Key Takeaways Within enterprises, AI agents have moved from prototype to production \u2014 answering customer queries, generating code, and tracking inventory, among other tasks. But single agents are just the beginning. The next phase will see the orchestration of multiple agents to perform complex, automated tasks both inside companies and across organizational boundaries with customers [&hellip;]","og_url":"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/","og_site_name":"Salesforce","article_published_time":"2026-01-22T13:00:00+00:00","article_modified_time":"2026-01-27T12:14:16+00:00","og_image":[{"width":1200,"height":675,"url":"https:\/\/www.salesforce.com\/in\/news\/wp-content\/uploads\/sites\/20\/2026\/01\/Beyond-Single-Agents_-Preparing-for-Multi-Agent-Systems.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_misc":{"Written by":"","Est. reading time":"7 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/#article","isPartOf":{"@id":"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/"},"author":[{"@id":"https:\/\/www.salesforce.com\/in\/news\/#\/schema\/person\/c6183ae5ada57df0dcbe7a9f23ea41e7"}],"headline":"Multi-Agent AI Is Coming Fast. Here\u2019s How to Prepare","datePublished":"2026-01-22T13:00:00+00:00","dateModified":"2026-01-27T12:14:16+00:00","mainEntityOfPage":{"@id":"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/"},"wordCount":1497,"image":{"@id":"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/#primaryimage"},"thumbnailUrl":"https:\/\/www.salesforce.com\/in\/news\/wp-content\/uploads\/sites\/20\/2026\/01\/Beyond-Single-Agents_-Preparing-for-Multi-Agent-Systems.png","inLanguage":"en-IN"},{"@type":"WebPage","@id":"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/","url":"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/","name":"Multi-Agent AI Is Coming Fast. Here\u2019s How to Prepare - Salesforce","isPartOf":{"@id":"https:\/\/www.salesforce.com\/in\/news\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/#primaryimage"},"image":{"@id":"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/#primaryimage"},"thumbnailUrl":"https:\/\/www.salesforce.com\/in\/news\/wp-content\/uploads\/sites\/20\/2026\/01\/Beyond-Single-Agents_-Preparing-for-Multi-Agent-Systems.png","datePublished":"2026-01-22T13:00:00+00:00","dateModified":"2026-01-27T12:14:16+00:00","author":{"@id":"https:\/\/www.salesforce.com\/in\/news\/#\/schema\/person\/c6183ae5ada57df0dcbe7a9f23ea41e7"},"breadcrumb":{"@id":"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/#breadcrumb"},"inLanguage":"en-IN","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/"]}]},{"@type":"ImageObject","inLanguage":"en-IN","@id":"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/#primaryimage","url":"https:\/\/www.salesforce.com\/in\/news\/wp-content\/uploads\/sites\/20\/2026\/01\/Beyond-Single-Agents_-Preparing-for-Multi-Agent-Systems.png","contentUrl":"https:\/\/www.salesforce.com\/in\/news\/wp-content\/uploads\/sites\/20\/2026\/01\/Beyond-Single-Agents_-Preparing-for-Multi-Agent-Systems.png","width":1200,"height":675,"caption":"Multi-Agent AI Is Coming Fast. Here\u2019s How to Prepare"},{"@type":"BreadcrumbList","@id":"https:\/\/www.salesforce.com\/in\/news\/stories\/preparing-for-multi-agent-systems\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.salesforce.com\/in\/news\/"},{"@type":"ListItem","position":2,"name":"Multi-Agent AI Is Coming Fast. Here\u2019s How to Prepare"}]},{"@type":"WebSite","@id":"https:\/\/www.salesforce.com\/in\/news\/#website","url":"https:\/\/www.salesforce.com\/in\/news\/","name":"Salesforce","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.salesforce.com\/in\/news\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-IN"},{"@type":"Person","@id":"https:\/\/www.salesforce.com\/in\/news\/#\/schema\/person\/c6183ae5ada57df0dcbe7a9f23ea41e7","image":{"@type":"ImageObject","inLanguage":"en-IN","@id":"https:\/\/secure.gravatar.com\/avatar\/3742724942006311e7323017c2b7cb63dd636b6658933b35adb18a2163222edd?s=96&d=mm&r=g0da4d047110d58ad6074751d9b90b048","url":"https:\/\/secure.gravatar.com\/avatar\/3742724942006311e7323017c2b7cb63dd636b6658933b35adb18a2163222edd?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/3742724942006311e7323017c2b7cb63dd636b6658933b35adb18a2163222edd?s=96&d=mm&r=g"},"url":"https:\/\/www.salesforce.com\/in\/news\/stories\/author\/mcastelluccisalesforce-com\/"}]}},"jetpack_featured_media_url":"https:\/\/www.salesforce.com\/in\/news\/wp-content\/uploads\/sites\/20\/2026\/01\/Beyond-Single-Agents_-Preparing-for-Multi-Agent-Systems.png","jetpack_sharing_enabled":true,"distributor_meta":false,"distributor_terms":false,"distributor_media":false,"distributor_original_site_name":"Salesforce","distributor_original_site_url":"https:\/\/www.salesforce.com\/in\/news","push-errors":false,"_links":{"self":[{"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/posts\/12898","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/users\/763"}],"replies":[{"embeddable":true,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/comments?post=12898"}],"version-history":[{"count":2,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/posts\/12898\/revisions"}],"predecessor-version":[{"id":12925,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/posts\/12898\/revisions\/12925"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/media\/12897"}],"wp:attachment":[{"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/media?parent=12898"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/categories?post=12898"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/tags?post=12898"},{"taxonomy":"sf_content_type","embeddable":true,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/sf_content_type?post=12898"},{"taxonomy":"sf_theme","embeddable":true,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/sf_theme?post=12898"},{"taxonomy":"sf_topic","embeddable":true,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/sf_topic?post=12898"},{"taxonomy":"sf_product","embeddable":true,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/sf_product?post=12898"},{"taxonomy":"sf_industry","embeddable":true,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/sf_industry?post=12898"},{"taxonomy":"sf_role","embeddable":true,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/sf_role?post=12898"},{"taxonomy":"sf_multimedia_asset","embeddable":true,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/sf_multimedia_asset?post=12898"},{"taxonomy":"sf_location","embeddable":true,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/sf_location?post=12898"},{"taxonomy":"sf_collection","embeddable":true,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/sf_collection?post=12898"},{"taxonomy":"sf_visibility","embeddable":true,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/sf_visibility?post=12898"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.salesforce.com\/in\/news\/wp-json\/wp\/v2\/coauthors?post=12898"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}