{"id":57797,"date":"2026-07-07T14:29:38","date_gmt":"2026-07-07T04:29:38","guid":{"rendered":"https:\/\/www.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/"},"modified":"2026-07-07T14:31:16","modified_gmt":"2026-07-07T04:31:16","slug":"hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business","status":"publish","type":"post","link":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/","title":{"rendered":"Hub and Spoke Architecture for AI Multi Agent Systems in Business"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">In this blog post Hub and Spoke Architecture for AI Multi Agent Systems in Business we will explain how a central AI \u201chub\u201d can coordinate multiple specialist AI agents, reduce risk, control cost, and make AI easier to govern as it moves from pilot projects into real business workflows.<\/p>\n\n\n\n<!--more-->\n\n\n\n<p class=\"wp-block-paragraph\">Many organisations are now past the \u201clet\u2019s try ChatGPT\u201d stage. Teams are building agents that can summarise documents, answer customer questions, analyse spreadsheets, raise tickets, search SharePoint, and update business systems. That sounds useful until every department starts building its own agent in a different way.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Before long, you have five agents reading the same data, three different approval processes, no clear audit trail, and nobody quite sure which agent is allowed to do what. That is where hub-and-spoke architecture becomes important.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What hub-and-spoke means in plain English<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A hub-and-spoke architecture is a simple design pattern. The hub is the central control point. The spokes are the specialist agents, systems, tools, and data sources that connect to it.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Think of an airport. Not every regional flight connects directly to every other regional destination. Many routes go through a main airport, where passengers are checked, routed, monitored, and moved safely to the next destination.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI agents need the same thinking. Instead of letting every agent talk directly to every system, a central hub decides what should happen, which agent should handle it, what data is allowed, and whether a human needs to approve the action.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is especially useful for businesses with 50 to 500 staff, where AI is useful enough to justify investment but IT teams are usually too lean to manage uncontrolled complexity.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Why multi-agent AI gets messy fast<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A single AI agent is already more than a chatbot. It can use tools, search company data, remember context, and take action. A multi-agent system adds several agents that work together, each with a specific role.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example, a customer service workflow might include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n <li>A triage agent that understands the request.<\/li>\n <li>A knowledge agent that searches policies and past tickets.<\/li>\n <li>A finance agent that checks invoice or account details.<\/li>\n <li>A drafting agent that prepares a response.<\/li>\n <li>A human approval step before anything is sent.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This can save hours of manual work. But without clear design, it can also create duplicate effort, inconsistent answers, privacy issues, and unexpected AI usage costs.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">We covered broader orchestration options in AI Agent Orchestration Patterns Explained for Business Leaders. Hub-and-spoke is one of the most practical patterns when you need central control, repeatable governance, and room to grow.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The business problem hub-and-spoke solves<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The real issue is not whether AI agents can do useful work. They can. The problem is whether they can do it safely, consistently, and at a cost the business understands.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In a flat design, every agent may connect to every system. Sales agents connect to CRM. Support agents connect to SharePoint. Finance agents connect to billing tools. Operations agents connect to ticketing systems. Security teams then need to review each connection one by one.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That model does not scale well. It also makes compliance harder, because it becomes difficult to prove who accessed what, why they accessed it, and whether the action was appropriate.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hub-and-spoke creates a cleaner model. The hub becomes the place where identity, permissions, logging, policy checks, cost controls, and routing decisions are managed.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What sits in the hub<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The hub is not just one piece of software. It is a controlled layer that coordinates the AI environment.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In an Azure-based design, the hub may include Microsoft Azure AI Foundry, Azure OpenAI, Microsoft Agent Framework, identity controls through Microsoft Entra ID, monitoring through Application Insights, secrets stored in Key Vault, and network controls such as private endpoints.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In plain English, that means the hub decides who can use AI, what data AI can access, which agent should handle a task, what actions need approval, and how activity is recorded for review.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For organisations already using Microsoft 365, Azure, Defender, and Intune, this approach usually fits better than building a separate AI platform from scratch. Intune, for example, manages and secures company devices, which matters if staff are accessing AI tools from laptops, phones, or remote locations.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What sits in the spokes<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The spokes are the specialist parts of the system. Each spoke should have a narrow job and limited access.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Examples include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n <li>A HR policy agent that can answer questions from approved HR documents.<\/li>\n <li>A finance agent that can read invoice status but cannot change bank details.<\/li>\n <li>A cyber risk agent that checks Defender and Wiz findings and explains them in plain English.<\/li>\n <li>A sales agent that drafts CRM updates but requires approval before saving them.<\/li>\n <li>A compliance agent that maps evidence to Essential 8 requirements.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Essential 8 is the Australian government\u2019s cybersecurity framework that many organisations are now required or expected to follow. For AI systems, the same principle applies: limit access, patch regularly, control privileges, and keep evidence.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The technology behind the pattern<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">At the centre of a hub-and-spoke AI architecture is orchestration. Orchestration simply means deciding which agent does what, in what order, and under what rules.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Modern agent frameworks can route tasks between agents, keep track of state, call business tools, and record what happened. Microsoft Agent Framework, for example, is designed for building production-grade agents and multi-agent workflows across .NET and Python. Azure AI Foundry provides a managed platform for building, deploying, evaluating, and monitoring AI agents.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Agent-to-agent communication is also becoming more important. Standards such as A2A, short for Agent2Agent, help different agents communicate even if they were built using different tools or frameworks. For business leaders, the key point is simple: you want flexibility without losing control.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A practical hub-and-spoke model often includes these layers:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n <li><strong>Identity:<\/strong> Who or what is allowed to request work?<\/li>\n <li><strong>Routing:<\/strong> Which agent is best suited to the task?<\/li>\n <li><strong>Policy:<\/strong> Is this request allowed under company rules?<\/li>\n <li><strong>Data access:<\/strong> What information can the agent read?<\/li>\n <li><strong>Action control:<\/strong> Can the agent make changes, or only draft recommendations?<\/li>\n <li><strong>Logging:<\/strong> Can you see what happened later?<\/li>\n <li><strong>Cost control:<\/strong> Are expensive models used only when needed?<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">A simple example of hub routing<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The routing logic does not have to be complicated at the start. The hub can begin with clear business rules and become more advanced over time.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n &quot;request&quot;: &quot;Customer says their invoice is wrong&quot;,\n &quot;hub_decision&quot;: {\n &quot;route_to&quot;: [&quot;customer_service_agent&quot;, &quot;finance_agent&quot;],\n &quot;allowed_data&quot;: [&quot;customer_record&quot;, &quot;invoice_summary&quot;, &quot;support_history&quot;],\n &quot;blocked_data&quot;: [&quot;bank_account_details&quot;, &quot;payroll_data&quot;],\n &quot;human_approval_required&quot;: true,\n &quot;maximum_ai_cost_per_request&quot;: &quot;low&quot;\n }\n}<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">This is not production code, but it shows the idea. The hub decides which agents are involved, what data is allowed, what is blocked, whether a person must approve the result, and how much AI spend is acceptable for the task.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That is much safer than giving every agent broad access and hoping for the best.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Real-world scenario where this matters<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Consider a 180-person professional services firm with offices in Melbourne and Sydney. The leadership team wants AI to reduce admin time across client service, finance, HR, and IT support.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Without a hub, each department might build its own agent. HR uploads policy documents into one tool. Finance connects another agent to invoice data. IT builds a support bot. Client service starts using a separate AI assistant to draft emails.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">At first, everyone is excited. Then the questions arrive. Who approved access to sensitive documents? Why are AI costs rising? Which agent gave the wrong answer to a client? Can the organisation prove that private data was not exposed?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">With a hub-and-spoke design, the firm can start with one controlled AI hub. Each department gets specialist spokes, but identity, access, logging, approvals, and cost controls are managed centrally.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The business outcome is practical: fewer duplicated tools, lower security risk, clearer compliance evidence, and faster rollout of new AI use cases.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Five benefits for CIOs and CTOs<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. Lower risk through central control<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The hub becomes the policy checkpoint. It can stop an agent from accessing data it should not see or taking an action that needs human approval.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is particularly important for Australian organisations dealing with customer records, employee information, financial data, or regulated workloads.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Better cost management<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Not every task needs the most powerful AI model. The hub can route simple tasks to lower-cost models and reserve premium models for complex reasoning.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Over time, this can make the difference between a useful AI investment and an unpleasant monthly bill.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Faster rollout of new agents<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Once the hub is in place, new spokes can be added more safely. You do not need to redesign identity, monitoring, networking, and approvals every time a department wants a new use case.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is where AI starts to move from isolated experiments to repeatable business capability.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. Cleaner compliance evidence<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Boards and auditors do not want vague explanations. They want evidence.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A hub-and-spoke model can help show which agents exist, what they can access, who approved them, what actions they took, and how exceptions were handled. That supports better governance and aligns well with Essential 8 thinking.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. Less vendor lock-in<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A good hub should not assume every agent will use the same model forever. Some workloads may suit Azure OpenAI. Others may use Claude. Some may use smaller models for cost or privacy reasons.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The architecture should let the business choose the right model for the job while keeping governance consistent.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Where security needs to be designed in<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Security cannot be bolted on after the agents are live. The hub needs to be designed with controls from the start.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That includes role-based access, private networking where appropriate, audit logging, data loss controls, model evaluation, and continuous monitoring. Microsoft Defender can help detect threats across Microsoft environments, while Wiz gives security teams visibility across cloud risk, misconfigurations, and workload exposure.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As a Microsoft Partner and Wiz Security Integrator, CloudProInc often looks at AI architecture through both lenses: how do we make the workflow useful, and how do we stop it becoming a new security blind spot?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If you want to go deeper on the secure infrastructure side, our earlier post on Designing Secure AI Agent Infrastructure on Azure covers the foundations in more detail.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Common mistakes to avoid<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n <li><strong>Letting every agent connect everywhere:<\/strong> This creates a security and support problem quickly.<\/li>\n <li><strong>Skipping human approval:<\/strong> Agents should not make sensitive business changes without clear controls.<\/li>\n <li><strong>Ignoring cost routing:<\/strong> Premium AI models are useful, but they should not be the default for every task.<\/li>\n <li><strong>Building without logs:<\/strong> If you cannot explain what happened, you cannot govern it.<\/li>\n <li><strong>Treating prototypes as production:<\/strong> A demo that works for ten users may fail badly when rolled out to 300 staff.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">These are the same traps we see when organisations move agents from experiment to business system. We covered that transition in How to Move AI Agents From Prototype to Production Without Chaos.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">A practical starting roadmap<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">You do not need to build the perfect AI platform on day one. A sensible roadmap is usually better.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n <li><strong>Pick one high-value workflow:<\/strong> Choose a process with clear pain, measurable effort, and manageable risk.<\/li>\n <li><strong>Map the agents:<\/strong> Decide which specialist agents are needed and what each one is allowed to do.<\/li>\n <li><strong>Design the hub controls:<\/strong> Define identity, routing, approvals, logging, data access, and cost limits.<\/li>\n <li><strong>Start read-only:<\/strong> Let agents recommend and draft before allowing them to update systems.<\/li>\n <li><strong>Measure outcomes:<\/strong> Track time saved, errors reduced, response speed, user adoption, and AI cost.<\/li>\n <li><strong>Expand by spokes:<\/strong> Add new departments or use cases once the hub is stable.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">The bottom line<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Hub-and-spoke architecture gives AI agents structure. It helps stop AI from becoming a collection of disconnected tools and turns it into a governed business capability.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For CIOs, CTOs, and IT leaders, the value is not just technical elegance. It is lower risk, clearer accountability, better cost control, and faster delivery of useful AI services to the business.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CloudProInc is based in Melbourne and works with organisations across Australia and internationally. With 20+ years of enterprise IT experience across Azure, Microsoft 365, Intune, Windows 365, OpenAI, Claude, Defender, and Wiz, we help businesses design AI systems that are practical, secure, and manageable.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If you are planning multi-agent AI and are not sure whether your current architecture will scale safely, we are happy to take a look. No pressure, no jargon, just a practical conversation about what will work for your business.<\/p>\n\n\n","protected":false},"excerpt":{"rendered":"<p>AI agents can quickly become expensive and risky without structure. A hub-and-spoke architecture gives leaders a safer way to scale multi-agent AI across the business.<\/p>\n","protected":false},"author":1,"featured_media":57799,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_opengraph-title":"Hub-and-Spoke Architecture for AI Agent Systems","_yoast_wpseo_opengraph-description":"Learn how hub-and-spoke architecture helps businesses coordinate AI agents, reduce risk, control costs, and govern workflows as pilots move into production.","_yoast_wpseo_twitter-title":"Hub-and-Spoke Architecture for AI Agent Systems","_yoast_wpseo_twitter-description":"Learn how hub-and-spoke architecture helps businesses coordinate AI agents, reduce risk, control costs, and govern workflows as pilots move into production.","_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[13],"tags":[],"class_list":["post-57797","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.9) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Hub-and-Spoke Architecture for AI Agent Systems<\/title>\n<meta name=\"description\" content=\"Learn how hub-and-spoke architecture helps businesses coordinate AI agents, reduce risk, control costs, and govern workflows as pilots move into production.\" \/>\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.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Hub-and-Spoke Architecture for AI Agent Systems\" \/>\n<meta property=\"og:description\" content=\"Learn how hub-and-spoke architecture helps businesses coordinate AI agents, reduce risk, control costs, and govern workflows as pilots move into production.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/\" \/>\n<meta property=\"og:site_name\" content=\"CPI Consulting\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-07T04:29:38+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-07T04:31:16+00:00\" \/>\n<meta name=\"author\" content=\"CPI Staff\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Hub-and-Spoke Architecture for AI Agent Systems\" \/>\n<meta name=\"twitter:description\" content=\"Learn how hub-and-spoke architecture helps businesses coordinate AI agents, reduce risk, control costs, and govern workflows as pilots move into production.\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"CPI Staff\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"10 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.cloudproinc.com.au\\\/index.php\\\/2026\\\/07\\\/07\\\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.cloudproinc.com.au\\\/index.php\\\/2026\\\/07\\\/07\\\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\\\/\"},\"author\":{\"name\":\"CPI Staff\",\"@id\":\"https:\\\/\\\/cloudproinc.azurewebsites.net\\\/#\\\/schema\\\/person\\\/192eeeb0ce91062126ce3822ae88fe6e\"},\"headline\":\"Hub and Spoke Architecture for AI Multi Agent Systems in Business\",\"datePublished\":\"2026-07-07T04:29:38+00:00\",\"dateModified\":\"2026-07-07T04:31:16+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.cloudproinc.com.au\\\/index.php\\\/2026\\\/07\\\/07\\\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\\\/\"},\"wordCount\":2025,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/cloudproinc.azurewebsites.net\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.cloudproinc.com.au\\\/index.php\\\/2026\\\/07\\\/07\\\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\\\/#primaryimage\"},\"thumbnailUrl\":\"\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business.png\",\"articleSection\":[\"Blog\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.cloudproinc.com.au\\\/index.php\\\/2026\\\/07\\\/07\\\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.cloudproinc.com.au\\\/index.php\\\/2026\\\/07\\\/07\\\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\\\/\",\"url\":\"https:\\\/\\\/www.cloudproinc.com.au\\\/index.php\\\/2026\\\/07\\\/07\\\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\\\/\",\"name\":\"Hub-and-Spoke Architecture for AI Agent Systems\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/cloudproinc.azurewebsites.net\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.cloudproinc.com.au\\\/index.php\\\/2026\\\/07\\\/07\\\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.cloudproinc.com.au\\\/index.php\\\/2026\\\/07\\\/07\\\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\\\/#primaryimage\"},\"thumbnailUrl\":\"\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business.png\",\"datePublished\":\"2026-07-07T04:29:38+00:00\",\"dateModified\":\"2026-07-07T04:31:16+00:00\",\"description\":\"Learn how hub-and-spoke architecture helps businesses coordinate AI agents, reduce risk, control costs, and govern workflows as pilots move into production.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.cloudproinc.com.au\\\/index.php\\\/2026\\\/07\\\/07\\\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.cloudproinc.com.au\\\/index.php\\\/2026\\\/07\\\/07\\\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.cloudproinc.com.au\\\/index.php\\\/2026\\\/07\\\/07\\\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\\\/#primaryimage\",\"url\":\"\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business.png\",\"contentUrl\":\"\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business.png\",\"width\":1536,\"height\":1024},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.cloudproinc.com.au\\\/index.php\\\/2026\\\/07\\\/07\\\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/cloudproinc.azurewebsites.net\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Hub and Spoke Architecture for AI Multi Agent Systems in Business\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/cloudproinc.azurewebsites.net\\\/#website\",\"url\":\"https:\\\/\\\/cloudproinc.azurewebsites.net\\\/\",\"name\":\"Cloud Pro Inc - CPI Consulting Pty Ltd\",\"description\":\"Cloud, AI &amp; Cybersecurity Consulting | Melbourne\",\"publisher\":{\"@id\":\"https:\\\/\\\/cloudproinc.azurewebsites.net\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/cloudproinc.azurewebsites.net\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/cloudproinc.azurewebsites.net\\\/#organization\",\"name\":\"Cloud Pro Inc - Cloud Pro Inc - CPI Consulting Pty Ltd\",\"url\":\"https:\\\/\\\/cloudproinc.azurewebsites.net\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/cloudproinc.azurewebsites.net\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"\\\/wp-content\\\/uploads\\\/2022\\\/01\\\/favfinalfile.png\",\"contentUrl\":\"\\\/wp-content\\\/uploads\\\/2022\\\/01\\\/favfinalfile.png\",\"width\":500,\"height\":500,\"caption\":\"Cloud Pro Inc - Cloud Pro Inc - CPI Consulting Pty Ltd\"},\"image\":{\"@id\":\"https:\\\/\\\/cloudproinc.azurewebsites.net\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/cloudproinc.azurewebsites.net\\\/#\\\/schema\\\/person\\\/192eeeb0ce91062126ce3822ae88fe6e\",\"name\":\"CPI Staff\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/2d96eeb53b791d92c8c50dd667e3beec92c93253bb6ff21c02cfa8ca73665c70?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/2d96eeb53b791d92c8c50dd667e3beec92c93253bb6ff21c02cfa8ca73665c70?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/2d96eeb53b791d92c8c50dd667e3beec92c93253bb6ff21c02cfa8ca73665c70?s=96&d=mm&r=g\",\"caption\":\"CPI Staff\"},\"sameAs\":[\"http:\\\/\\\/www.cloudproinc.com.au\"],\"url\":\"https:\\\/\\\/cloudproinc.azurewebsites.net\\\/index.php\\\/author\\\/cpiadmin\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Hub-and-Spoke Architecture for AI Agent Systems","description":"Learn how hub-and-spoke architecture helps businesses coordinate AI agents, reduce risk, control costs, and govern workflows as pilots move into production.","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.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/","og_locale":"en_US","og_type":"article","og_title":"Hub-and-Spoke Architecture for AI Agent Systems","og_description":"Learn how hub-and-spoke architecture helps businesses coordinate AI agents, reduce risk, control costs, and govern workflows as pilots move into production.","og_url":"https:\/\/www.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/","og_site_name":"CPI Consulting","article_published_time":"2026-07-07T04:29:38+00:00","article_modified_time":"2026-07-07T04:31:16+00:00","author":"CPI Staff","twitter_card":"summary_large_image","twitter_title":"Hub-and-Spoke Architecture for AI Agent Systems","twitter_description":"Learn how hub-and-spoke architecture helps businesses coordinate AI agents, reduce risk, control costs, and govern workflows as pilots move into production.","twitter_misc":{"Written by":"CPI Staff","Est. reading time":"10 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/#article","isPartOf":{"@id":"https:\/\/www.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/"},"author":{"name":"CPI Staff","@id":"https:\/\/cloudproinc.azurewebsites.net\/#\/schema\/person\/192eeeb0ce91062126ce3822ae88fe6e"},"headline":"Hub and Spoke Architecture for AI Multi Agent Systems in Business","datePublished":"2026-07-07T04:29:38+00:00","dateModified":"2026-07-07T04:31:16+00:00","mainEntityOfPage":{"@id":"https:\/\/www.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/"},"wordCount":2025,"commentCount":0,"publisher":{"@id":"https:\/\/cloudproinc.azurewebsites.net\/#organization"},"image":{"@id":"https:\/\/www.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/#primaryimage"},"thumbnailUrl":"\/wp-content\/uploads\/2026\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business.png","articleSection":["Blog"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/","url":"https:\/\/www.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/","name":"Hub-and-Spoke Architecture for AI Agent Systems","isPartOf":{"@id":"https:\/\/cloudproinc.azurewebsites.net\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/#primaryimage"},"image":{"@id":"https:\/\/www.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/#primaryimage"},"thumbnailUrl":"\/wp-content\/uploads\/2026\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business.png","datePublished":"2026-07-07T04:29:38+00:00","dateModified":"2026-07-07T04:31:16+00:00","description":"Learn how hub-and-spoke architecture helps businesses coordinate AI agents, reduce risk, control costs, and govern workflows as pilots move into production.","breadcrumb":{"@id":"https:\/\/www.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/#primaryimage","url":"\/wp-content\/uploads\/2026\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business.png","contentUrl":"\/wp-content\/uploads\/2026\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business.png","width":1536,"height":1024},{"@type":"BreadcrumbList","@id":"https:\/\/www.cloudproinc.com.au\/index.php\/2026\/07\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/cloudproinc.azurewebsites.net\/"},{"@type":"ListItem","position":2,"name":"Hub and Spoke Architecture for AI Multi Agent Systems in Business"}]},{"@type":"WebSite","@id":"https:\/\/cloudproinc.azurewebsites.net\/#website","url":"https:\/\/cloudproinc.azurewebsites.net\/","name":"Cloud Pro Inc - CPI Consulting Pty Ltd","description":"Cloud, AI &amp; Cybersecurity Consulting | Melbourne","publisher":{"@id":"https:\/\/cloudproinc.azurewebsites.net\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/cloudproinc.azurewebsites.net\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/cloudproinc.azurewebsites.net\/#organization","name":"Cloud Pro Inc - Cloud Pro Inc - CPI Consulting Pty Ltd","url":"https:\/\/cloudproinc.azurewebsites.net\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/cloudproinc.azurewebsites.net\/#\/schema\/logo\/image\/","url":"\/wp-content\/uploads\/2022\/01\/favfinalfile.png","contentUrl":"\/wp-content\/uploads\/2022\/01\/favfinalfile.png","width":500,"height":500,"caption":"Cloud Pro Inc - Cloud Pro Inc - CPI Consulting Pty Ltd"},"image":{"@id":"https:\/\/cloudproinc.azurewebsites.net\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/cloudproinc.azurewebsites.net\/#\/schema\/person\/192eeeb0ce91062126ce3822ae88fe6e","name":"CPI Staff","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/2d96eeb53b791d92c8c50dd667e3beec92c93253bb6ff21c02cfa8ca73665c70?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/2d96eeb53b791d92c8c50dd667e3beec92c93253bb6ff21c02cfa8ca73665c70?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/2d96eeb53b791d92c8c50dd667e3beec92c93253bb6ff21c02cfa8ca73665c70?s=96&d=mm&r=g","caption":"CPI Staff"},"sameAs":["http:\/\/www.cloudproinc.com.au"],"url":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/author\/cpiadmin\/"}]}},"jetpack_featured_media_url":"\/wp-content\/uploads\/2026\/07\/hub-and-spoke-architecture-for-ai-multi-agent-systems-in-business.png","jetpack-related-posts":[{"id":53359,"url":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/2025\/05\/05\/customizing-a-blazor-9-web-app-add-a-logo-and-change-the-sidebar-color\/","url_meta":{"origin":57797,"position":0},"title":"Customizing a Blazor 9 Web App: Add a Logo and Change the Sidebar Color","author":"CPI Staff","date":"May 5, 2025","format":false,"excerpt":"Blazor 9 introduces a powerful, component-driven architecture that makes it easier than ever to build interactive and modern web applications using .NET. In this tutorial, we'll walk you through how to personalize your Blazor web app by adding a custom logo and changing the sidebar color to give your app\u2026","rel":"","context":"In &quot;.NET&quot;","block_context":{"text":".NET","link":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/category\/net\/"},"img":{"alt_text":"","src":"\/wp-content\/uploads\/2025\/05\/Add-bootstrap-logo.png","width":350,"height":200,"srcset":"\/wp-content\/uploads\/2025\/05\/Add-bootstrap-logo.png 1x, \/wp-content\/uploads\/2025\/05\/Add-bootstrap-logo.png 1.5x, \/wp-content\/uploads\/2025\/05\/Add-bootstrap-logo.png 2x, \/wp-content\/uploads\/2025\/05\/Add-bootstrap-logo.png 3x, \/wp-content\/uploads\/2025\/05\/Add-bootstrap-logo.png 4x"},"classes":[]},{"id":53066,"url":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/2025\/01\/23\/enable-microsoft-365-insider-using-intune\/","url_meta":{"origin":57797,"position":1},"title":"Enable Microsoft 365 Insider Using Intune","author":"CPI Staff","date":"January 23, 2025","format":false,"excerpt":"In this blog post, we will show you how to set up Microsoft 365 Insider using Microsoft Intune. Estimated reading time: 4 minutes Table of contentsEnable Microsoft 365 Insider Using IntuneSync and Check VersionSimilar Posts This process will guide you through creating and assigning a configuration profile that changes the\u2026","rel":"","context":"In &quot;Blog&quot;","block_context":{"text":"Blog","link":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/category\/blog\/"},"img":{"alt_text":"","src":"\/wp-content\/uploads\/2025\/01\/Enable-Microsoft-365-Insider-Using-Intune.webp","width":350,"height":200,"srcset":"\/wp-content\/uploads\/2025\/01\/Enable-Microsoft-365-Insider-Using-Intune.webp 1x, \/wp-content\/uploads\/2025\/01\/Enable-Microsoft-365-Insider-Using-Intune.webp 1.5x, \/wp-content\/uploads\/2025\/01\/Enable-Microsoft-365-Insider-Using-Intune.webp 2x"},"classes":[]},{"id":327,"url":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/2024\/07\/03\/configure-email-security-quarantine-policy-in-microsoft-365\/","url_meta":{"origin":57797,"position":2},"title":"Configure Email Security Quarantine Policy in Microsoft 365","author":"CPI Staff","date":"July 3, 2024","format":false,"excerpt":"In this Microsoft 365 Security blog post, we will explain how to configure email security quarantine policy in Microsoft 365. Microsoft 365 email quarantine is a security feature that isolates suspicious emails detected by spam filters and phishing detectors from passing in. Once an email is detected and isolated, it\u2026","rel":"","context":"In &quot;Blog&quot;","block_context":{"text":"Blog","link":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/category\/blog\/"},"img":{"alt_text":"","src":"\/wp-content\/uploads\/2024\/07\/Configure-Email-Security-Quarantine-Policy-in-Microsoft-365.webp","width":350,"height":200,"srcset":"\/wp-content\/uploads\/2024\/07\/Configure-Email-Security-Quarantine-Policy-in-Microsoft-365.webp 1x, \/wp-content\/uploads\/2024\/07\/Configure-Email-Security-Quarantine-Policy-in-Microsoft-365.webp 1.5x, \/wp-content\/uploads\/2024\/07\/Configure-Email-Security-Quarantine-Policy-in-Microsoft-365.webp 2x"},"classes":[]},{"id":53293,"url":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/2025\/04\/25\/openai-gpt-image-1-blazor-net-image-generator-web-app\/","url_meta":{"origin":57797,"position":3},"title":"OpenAI GPT-Image-1 Blazor .NET Image Generator Web App","author":"CPI Staff","date":"April 25, 2025","format":false,"excerpt":"In this blog post, we will present the OpenAI GPT-Image-1 Blazor .NET Image Generator Web App, a tool designed to demonstrate the capabilities of OpenAI's latest image generation API. \u00a0What Does the Web App Do? This Blazor-based web application leverages OpenAI's GPT-Image-1 model to generate stunning, high-quality images based on\u2026","rel":"","context":"In &quot;.NET&quot;","block_context":{"text":".NET","link":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/category\/net\/"},"img":{"alt_text":"","src":"\/wp-content\/uploads\/2025\/04\/OpenAI-GPT-image-1-image-API.png","width":350,"height":200,"srcset":"\/wp-content\/uploads\/2025\/04\/OpenAI-GPT-image-1-image-API.png 1x, \/wp-content\/uploads\/2025\/04\/OpenAI-GPT-image-1-image-API.png 1.5x, \/wp-content\/uploads\/2025\/04\/OpenAI-GPT-image-1-image-API.png 2x"},"classes":[]},{"id":53390,"url":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/2025\/05\/18\/add-an-eye-catching-pop-up-to-your-sharepoint-online-site\/","url_meta":{"origin":57797,"position":4},"title":"Add an Eye-Catching Pop-Up to Your SharePoint Online Site","author":"CPI Staff","date":"May 18, 2025","format":false,"excerpt":"In this SharePoint Online blog post we will show how to Add an Eye-Catching Pop-Up to Your SharePoint Online Site. Looking for a simple way to draw attention to important messages on your SharePoint Online site? Whether you're launching a new tool, announcing a policy change, or just want to\u2026","rel":"","context":"In &quot;Blog&quot;","block_context":{"text":"Blog","link":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/category\/blog\/"},"img":{"alt_text":"","src":"\/wp-content\/uploads\/2025\/05\/Show-SharePoint-Online-popup-message.png","width":350,"height":200,"srcset":"\/wp-content\/uploads\/2025\/05\/Show-SharePoint-Online-popup-message.png 1x, \/wp-content\/uploads\/2025\/05\/Show-SharePoint-Online-popup-message.png 1.5x, \/wp-content\/uploads\/2025\/05\/Show-SharePoint-Online-popup-message.png 2x"},"classes":[]},{"id":56828,"url":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/2025\/11\/26\/customise-voice-synthesis-with-azure-speech-and-ssml\/","url_meta":{"origin":57797,"position":5},"title":"Customise Voice Synthesis With Azure Speech And SSML","author":"CPI Staff","date":"November 26, 2025","format":false,"excerpt":"Learn how to customise synthetic voices using Azure Cognitive Services and SSML to deliver clearer, more natural text-to-speech experiences in your applications.","rel":"","context":"In &quot;Azure AI Services&quot;","block_context":{"text":"Azure AI Services","link":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/category\/azure-ai-services\/"},"img":{"alt_text":"","src":"\/wp-content\/uploads\/2025\/11\/customise-voice-synthesis-with-azure-speech-and-ssml.png","width":350,"height":200,"srcset":"\/wp-content\/uploads\/2025\/11\/customise-voice-synthesis-with-azure-speech-and-ssml.png 1x, \/wp-content\/uploads\/2025\/11\/customise-voice-synthesis-with-azure-speech-and-ssml.png 1.5x, \/wp-content\/uploads\/2025\/11\/customise-voice-synthesis-with-azure-speech-and-ssml.png 2x, \/wp-content\/uploads\/2025\/11\/customise-voice-synthesis-with-azure-speech-and-ssml.png 3x, \/wp-content\/uploads\/2025\/11\/customise-voice-synthesis-with-azure-speech-and-ssml.png 4x"},"classes":[]}],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/wp-json\/wp\/v2\/posts\/57797","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/wp-json\/wp\/v2\/comments?post=57797"}],"version-history":[{"count":1,"href":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/wp-json\/wp\/v2\/posts\/57797\/revisions"}],"predecessor-version":[{"id":57798,"href":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/wp-json\/wp\/v2\/posts\/57797\/revisions\/57798"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/wp-json\/wp\/v2\/media\/57799"}],"wp:attachment":[{"href":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/wp-json\/wp\/v2\/media?parent=57797"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/wp-json\/wp\/v2\/categories?post=57797"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/wp-json\/wp\/v2\/tags?post=57797"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}