Microsoft Azure AI Foundry Consulting | CPI Consulting<\/title>\n <link rel=\"preconnect\" href=\"https:\/\/fonts.googleapis.com\">\n <link href=\"https:\/\/fonts.googleapis.com\/css2?family=DM+Sans:ital,opsz,wght@0,9..40,300;0,9..40,400;0,9..40,500;0,9..40,600;0,9..40,700;1,9..40,400&family=Playfair+Display:wght@600;700&display=swap\" rel=\"stylesheet\">\n <style>\n :root {\n --navy: #0B1D3A;\n --navy-light: #112B55;\n --blue: #2563EB;\n --blue-light: #3B82F6;\n --sky: #E8F1FD;\n --gold: #D4A843;\n --gold-light: #E8C76A;\n --white: #FFFFFF;\n --gray-50: #F8FAFC;\n --gray-100: #F1F5F9;\n --gray-200: #E2E8F0;\n --gray-400: #94A3B8;\n --gray-500: #64748B;\n --gray-600: #475569;\n --gray-700: #334155;\n --gray-800: #1E293B;\n --red: #DC2626;\n --green: #059669;\n --font-body: 'DM Sans', -apple-system, sans-serif;\n --font-display: 'Playfair Display', Georgia, serif;\n }\n\n \/* Force full width - break out of WordPress\/Divi container *\/\n .cpi-page-wrapper {\n width: 100vw !important;\n 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rgba(255,255,255,0.7) !important;\n line-height: 1.6;\n }\n\n \/* ============================================ *\/\n \/* CTA SECTION *\/\n \/* ============================================ *\/\n .cta-section {\n background: var(--gray-50);\n padding: 80px 24px;\n text-align: center;\n }\n\n .cta-inner {\n max-width: 640px;\n margin: 0 auto;\n }\n\n .cta-section .section-title {\n margin-bottom: 16px;\n }\n\n .cta-section p {\n font-size: 17px;\n color: var(--gray-600);\n line-height: 1.7;\n margin-bottom: 36px;\n }\n\n .cta-buttons {\n display: flex;\n flex-wrap: wrap;\n justify-content: center;\n gap: 16px;\n }\n\n .btn-cta-primary {\n display: inline-flex;\n align-items: center;\n gap: 8px;\n background: var(--navy);\n color: var(--white);\n font-weight: 600;\n font-size: 16px;\n padding: 16px 36px;\n border-radius: 8px;\n text-decoration: none;\n transition: all 0.25s ease;\n }\n\n .btn-cta-primary:hover {\n background: var(--navy-light);\n transform: translateY(-2px);\n box-shadow: 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640px) {\n .hero { padding: 60px 20px 70px; }\n .section { padding: 60px 20px; }\n .service-block { padding: 28px; }\n .step { flex-direction: column; gap: 16px; }\n .trust-inner { gap: 20px; }\n .why-grid { grid-template-columns: repeat(2, 1fr); gap: 16px; }\n .use-case-grid { grid-template-columns: 1fr; }\n .hero-cta-row { flex-direction: column; }\n .btn-primary, .btn-secondary { width: 100%; justify-content: center; }\n }\n <\/style>\n<\/head>\n<body>\n<div class=\"cpi-page-wrapper\">\n\n \n <section class=\"hero\">\n <div class=\"hero-inner\">\n <div class=\"hero-badge\">\n <span class=\"dot\"><\/span>\n Azure AI Foundry • AI Agents • Enterprise Architecture\n <\/div>\n <h1>Microsoft <span>Azure AI Foundry<\/span><br>Consulting & Architecture<\/h1>\n <p class=\"hero-sub\">CPI Consulting is a specialist Azure AI Foundry consultancy helping Australian enterprises deploy AI agents and foundation models in production. We design enterprise-grade architecture for Foundry workloads \u2014 using proven design patterns built for scale, security, and operational excellence.<\/p>\n <div class=\"hero-cta-row\">\n <a href=\"https:\/\/forms.office.com\/pages\/responsepage.aspx?id=w5g4zWUQs0q0RKOAr0mKxMeLlQ3fFSNOhYiH0Jo7YztUQUhNOTgwN0VRUkZGNlQ3VkJNMFRNTzhWNS4u&route=shorturl\" class=\"btn-primary\">Book a Foundry Strategy Session →<\/a>\n <a href=\"#services\" class=\"btn-secondary\">See Our Foundry Services<\/a>\n <\/div>\n <\/div>\n <\/section>\n\n \n <section class=\"trust-bar\">\n <div class=\"trust-inner\">\n <div class=\"trust-item\">\n <div class=\"trust-icon\">\n <svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#2563EB\" stroke-width=\"2\"><path d=\"M12 2L2 7l10 5 10-5-10-5z\"\/><path d=\"M2 17l10 5 10-5\"\/><path d=\"M2 12l10 5 10-5\"\/><\/svg>\n <\/div>\n Microsoft Partner\n <\/div>\n <div class=\"trust-item\">\n <div class=\"trust-icon\">\n <svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#2563EB\" stroke-width=\"2\"><rect x=\"2\" y=\"3\" width=\"20\" height=\"14\" rx=\"2\"\/><line x1=\"8\" y1=\"21\" x2=\"16\" y2=\"21\"\/><line x1=\"12\" y1=\"17\" x2=\"12\" y2=\"21\"\/><\/svg>\n <\/div>\n Azure AI Foundry Specialists\n <\/div>\n <div class=\"trust-item\">\n <div class=\"trust-icon\">\n <svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#2563EB\" stroke-width=\"2\"><path d=\"M4 19.5A2.5 2.5 0 016.5 17H20\"\/><path d=\"M6.5 2H20v20H6.5A2.5 2.5 0 014 19.5v-15A2.5 2.5 0 016.5 2z\"\/><\/svg>\n <\/div>\n 5x Published Author\n <\/div>\n <div class=\"trust-item\">\n <div class=\"trust-icon\">\n <svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#2563EB\" stroke-width=\"2\"><path d=\"M12 22s8-4 8-10V5l-8-3-8 3v7c0 6 8 10 8 10z\"\/><\/svg>\n <\/div>\n NV-1 Security Clearance\n <\/div>\n <div class=\"trust-item\">\n <div class=\"trust-icon\">\n <svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#2563EB\" stroke-width=\"2\"><circle cx=\"12\" cy=\"12\" r=\"10\"\/><path d=\"M2 12h20\"\/><path d=\"M12 2a15.3 15.3 0 014 10 15.3 15.3 0 01-4 10 15.3 15.3 0 01-4-10 15.3 15.3 0 014-10z\"\/><\/svg>\n <\/div>\n Australia & International\n <\/div>\n <\/div>\n <\/section>\n\n \n <section class=\"section problems\">\n <div class=\"section-inner\">\n <div class=\"section-label\">The Challenge<\/div>\n <h2 class=\"section-title\">Sound Familiar?<\/h2>\n <p class=\"section-subtitle\">These are the most common challenges we see when enterprises come to us looking to run AI workloads on Azure AI Foundry.<\/p>\n <div class=\"problem-grid\">\n <div class=\"problem-card\">\n <div class=\"problem-icon\">\u26a0\ufe0f<\/div>\n <h3>No Foundry Strategy<\/h3>\n <p>Your organisation knows AI matters but there’s no clear plan for how Azure AI Foundry fits into your architecture. Teams are experimenting in silos with no unified approach to model deployment, agents, or data grounding.<\/p>\n <\/div>\n <div class=\"problem-card\">\n <div class=\"problem-icon\">\ud83e\uddea<\/div>\n <h3>POC Stuck in the Playground<\/h3>\n <p>You’ve built demos in the Foundry playground that impressed stakeholders, but the gap between a working prototype and a production-grade deployment with proper networking, monitoring, and CI\/CD is proving larger than expected.<\/p>\n <\/div>\n <div class=\"problem-card\">\n <div class=\"problem-icon\">\ud83d\udd00<\/div>\n <h3>Complex Multi-Model Architecture<\/h3>\n <p>You need to orchestrate multiple models \u2014 GPT-4o for reasoning, embeddings for search, Phi or Mistral for lightweight tasks \u2014 but don’t know how to design the routing, fallback, and cost control patterns at production scale.<\/p>\n <\/div>\n <div class=\"problem-card\">\n <div class=\"problem-icon\">\ud83e\udd16<\/div>\n <h3>Agent Deployment is Hard<\/h3>\n <p>You want autonomous AI agents in production but struggle with tool integration, enterprise data grounding, safety guardrails, evaluation frameworks, and the operational complexity of running agents at scale.<\/p>\n <\/div>\n <div class=\"problem-card\">\n <div class=\"problem-icon\">\ud83d\udd12<\/div>\n <h3>Governance & Compliance Gaps<\/h3>\n <p>Data sovereignty, responsible AI, RBAC, private networking, content filtering \u2014 Foundry has the controls but they need proper architecture. You can’t afford to get security wrong on AI workloads handling sensitive data.<\/p>\n <\/div>\n <div class=\"problem-card\">\n <div class=\"problem-icon\">\ud83d\udc64<\/div>\n <h3>No In-House Foundry Expertise<\/h3>\n <p>Your team knows Azure but hasn’t operationalised Foundry for real workloads. You need architecture-level guidance from someone who has designed and shipped production Foundry deployments.<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n \n <section id=\"services\" class=\"section services\">\n <div class=\"section-inner\">\n <div class=\"section-label\">What We Deliver<\/div>\n <h2 class=\"section-title\">Azure AI Foundry Consulting Services<\/h2>\n <p class=\"section-subtitle\">We don’t just advise \u2014 we architect, build, and deploy. Every engagement is hands-on, production-focused, and aligned to your business objectives.<\/p>\n\n <div class=\"service-block\">\n <div class=\"service-header\">\n <div class=\"service-icon\">\ud83c\udfd7\ufe0f<\/div>\n <div>\n <h3>Foundry Strategy & Architecture Design<\/h3>\n <span class=\"service-tag\">From Vision to Production Blueprint<\/span>\n <\/div>\n <\/div>\n <p>We work with your technical and business teams to design a Foundry-native architecture \u2014 model selection, project structure, hub and project topology, networking, identity, and cost controls. You get an actionable production blueprint, not a slide deck.<\/p>\n <ul class=\"service-list\">\n <li>Foundry readiness assessment<\/li>\n <li>Hub & project topology design<\/li>\n <li>Model catalog evaluation & selection<\/li>\n <li>Networking & private endpoint architecture<\/li>\n <li>Identity, RBAC & data governance<\/li>\n <li>Cost modelling & token budget planning<\/li>\n <li>Responsible AI & content safety configuration<\/li>\n <li>Multi-region & disaster recovery planning<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"service-block\">\n <div class=\"service-header\">\n <div class=\"service-icon\">\ud83e\udd16<\/div>\n <div>\n <h3>AI Agent Development & Deployment<\/h3>\n <span class=\"service-tag\">Autonomous Agents on Azure AI Foundry<\/span>\n <\/div>\n <\/div>\n <p>We design and build production AI agents in Foundry \u2014 grounded in your enterprise data, integrated with your tools, and evaluated against real-world scenarios. From single-turn assistants to multi-step autonomous agents that reason, call APIs, and complete complex workflows.<\/p>\n <ul class=\"service-list\">\n <li>Foundry Agent Service design & deployment<\/li>\n <li>Grounding with Azure AI Search & enterprise data<\/li>\n <li>Tool-use & function calling integration<\/li>\n <li>Multi-agent orchestration patterns<\/li>\n <li>Human-in-the-loop controls<\/li>\n <li>Prompt flow pipelines<\/li>\n <li>Agent evaluation & red-teaming<\/li>\n <li>Monitoring, tracing & observability<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"service-block\">\n <div class=\"service-header\">\n <div class=\"service-icon\">\u26a1<\/div>\n <div>\n <h3>Model Deployment & Management<\/h3>\n <span class=\"service-tag\">Production-Grade Model Operations<\/span>\n <\/div>\n <\/div>\n <p>We deploy and manage foundation models in Foundry \u2014 whether it’s Azure OpenAI models, open-source models from the model catalog, or fine-tuned variants. Proper provisioning, scaling, versioning, and cost management from day one.<\/p>\n <ul class=\"service-list\">\n <li>Azure OpenAI model deployment (GPT-4o, o-series)<\/li>\n <li>Model catalog deployment (Phi, Mistral, Llama, Cohere)<\/li>\n <li>Serverless vs. managed compute selection<\/li>\n <li>Fine-tuning & distillation workflows<\/li>\n <li>Model versioning & blue-green deployment<\/li>\n <li>Throughput provisioning & autoscaling<\/li>\n <li>Token usage monitoring & cost optimisation<\/li>\n <li>Multi-model routing & fallback strategies<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"service-block\">\n <div class=\"service-header\">\n <div class=\"service-icon\">\u2601\ufe0f<\/div>\n <div>\n <h3>Enterprise Integration & Platform Engineering<\/h3>\n <span class=\"service-tag\">Foundry as an Enterprise AI Platform<\/span>\n <\/div>\n <\/div>\n <p>We integrate Foundry into your broader Azure ecosystem \u2014 connecting to your data platform, CI\/CD pipelines, monitoring tools, and governance frameworks. Your AI platform is not a silo; it’s a governed, observable, integrated part of your enterprise architecture.<\/p>\n <ul class=\"service-list\">\n <li>Azure AI Search & vector index integration<\/li>\n <li>Data pipeline & ETL orchestration<\/li>\n <li>CI\/CD for prompt flows & agent deployments<\/li>\n <li>Azure Monitor, App Insights & tracing<\/li>\n <li>Private networking & VNet integration<\/li>\n <li>Key Vault & managed identity configuration<\/li>\n <li>API Management integration<\/li>\n <li>Compliance & audit logging<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/section>\n\n \n <section class=\"section use-cases\">\n <div class=\"section-inner\">\n <div class=\"section-label\">Core Use Cases<\/div>\n <h2 class=\"section-title\">What We Help You Build on Foundry<\/h2>\n <p class=\"section-subtitle\">These are the production AI workloads we design and deploy for enterprises on Azure AI Foundry \u2014 architecture patterns proven at scale.<\/p>\n <div class=\"use-case-grid\">\n <div class=\"use-case-card\">\n <span class=\"use-case-emoji\">\ud83d\udcac<\/span>\n <h4>Employee-Facing Conversational AI<\/h4>\n <p>Enable employees to interact with AI agents through natural language \u2014 integrated into your enterprise applications, internal portals, and business workflows for real productivity gains.<\/p>\n <\/div>\n <div class=\"use-case-card\">\n <span class=\"use-case-emoji\">\ud83d\udd0d<\/span>\n <h4>RAG Over Domain-Specific Knowledge<\/h4>\n <p>Ground AI responses in your company-specific data by fetching relevant information from internal repositories, SharePoint, databases, and document stores before generating answers.<\/p>\n <\/div>\n <div class=\"use-case-card\">\n <span class=\"use-case-emoji\">\ud83d\udd04<\/span>\n <h4>Agentic Orchestration<\/h4>\n <p>Build long-lived agents that orchestrate multi-step interactions, call tools, access knowledge sources, and manage conversation state over time \u2014 going far beyond simple chat.<\/p>\n <\/div>\n <div class=\"use-case-card\">\n <span class=\"use-case-emoji\">\ud83d\udee1\ufe0f<\/span>\n <h4>Secure Enterprise Deployment<\/h4>\n <p>Deploy AI workloads with private networking, identity-based access, zone redundancy, disaster recovery, and governance controls built for compliance-heavy environments.<\/p>\n <\/div>\n <div class=\"use-case-card\">\n <span class=\"use-case-emoji\">\ud83d\udcc8<\/span>\n <h4>Scalable Model Inference<\/h4>\n <p>Use Azure OpenAI GPT models as the reasoning backbone with provisioned throughput, traffic spillover patterns, and cost management strategies designed for production scale.<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n \n <section class=\"section why-cpi\">\n <div class=\"section-inner\">\n <div class=\"section-label\">Why CPI Consulting<\/div>\n <h2 class=\"section-title\">The Numbers Behind the Expertise<\/h2>\n <p class=\"section-subtitle\">We bring senior architecture-level capability to every Foundry engagement. This isn’t a generic cloud consultancy \u2014 it’s enterprise AI architecture from a published expert.<\/p>\n <div class=\"why-grid\">\n <div class=\"why-item\">\n <div class=\"why-number\">20<span>+<\/span><\/div>\n <div class=\"why-label\">Years Experience<\/div>\n <div class=\"why-desc\">Enterprise IT & AI architecture<\/div>\n <\/div>\n <div class=\"why-item\">\n <div class=\"why-number\">5<\/div>\n <div class=\"why-label\">Published Books<\/div>\n <div class=\"why-desc\">Technical books on cloud & IT<\/div>\n <\/div>\n <div class=\"why-item\">\n <div class=\"why-number\">20<span>+<\/span><\/div>\n <div class=\"why-label\">Certifications<\/div>\n <div class=\"why-desc\">Microsoft, AI & Cloud platforms<\/div>\n <\/div>\n <div class=\"why-item\">\n <div class=\"why-number\">NV-1<\/div>\n <div class=\"why-label\">Security Clearance<\/div>\n <div class=\"why-desc\">Australian Government<\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n \n <section class=\"section approach\">\n <div class=\"section-inner\">\n <div class=\"section-label\">How We Work<\/div>\n <h2 class=\"section-title\">Our Foundry Engagement Process<\/h2>\n <p class=\"section-subtitle\">Every Foundry engagement follows a structured, transparent process. No black boxes, no vague deliverables \u2014 just production-ready AI architecture.<\/p>\n <div class=\"step-list\">\n <div class=\"step\">\n <div class=\"step-num\">1<\/div>\n <div>\n <h3>Discovery & Architecture Assessment<\/h3>\n <p>We review your current Azure environment, AI use cases, data landscape, and organisational readiness. You get a prioritised list of Foundry opportunities ranked by business impact, feasibility, and time to value.<\/p>\n <\/div>\n <\/div>\n <div class=\"step\">\n <div class=\"step-num\">2<\/div>\n <div>\n <h3>Foundry Architecture Design<\/h3>\n <p>We design the hub and project topology, model selection, networking, identity, data grounding strategy, and agent architecture. You receive a production-ready technical blueprint covering data flows, security boundaries, cost projections, and performance targets.<\/p>\n <\/div>\n <\/div>\n <div class=\"step\">\n <div class=\"step-num\">3<\/div>\n <div>\n <h3>Build & Deploy<\/h3>\n <p>We implement the Foundry architecture hands-on \u2014 deploy models, build agents, configure prompt flows, integrate data sources, and validate against real workloads with your team before go-live.<\/p>\n <\/div>\n <\/div>\n <div class=\"step\">\n <div class=\"step-num\">4<\/div>\n <div>\n <h3>Operationalise & Scale<\/h3>\n <p>Your Foundry platform goes into production with proper monitoring, cost controls, CI\/CD pipelines, and guardrails. We provide documentation, knowledge transfer, and ongoing support as your AI capabilities mature.<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n \n <section id=\"contact\" class=\"cta-section\">\n <div class=\"cta-inner\">\n <div class=\"section-label\">Get Started<\/div>\n <h2 class=\"section-title\">Ready to Build on Azure AI Foundry?<\/h2>\n <p>Book a free 30-minute Foundry strategy session to discuss your use cases, architecture challenges, and goals. No obligation, no sales pitch \u2014 just a straight conversation about how Azure AI Foundry can power your enterprise AI workloads.<\/p>\n <div class=\"cta-buttons\">\n <a href=\"https:\/\/forms.office.com\/pages\/responsepage.aspx?id=w5g4zWUQs0q0RKOAr0mKxMeLlQ3fFSNOhYiH0Jo7YztUQUhNOTgwN0VRUkZGNlQ3VkJNMFRNTzhWNS4u&route=shorturl\" class=\"btn-cta-primary\">Book a Free Foundry Strategy Session →<\/a>\n <a href=\"https:\/\/www.cloudproinc.com.au\/index.php\/about\/\" class=\"btn-cta-secondary\">Learn More About CPI<\/a>\n <\/div>\n <\/div>\n <\/section>\n\n \n <section class=\"footer-note\">\n <p><strong>CPI Consulting Pty Ltd<\/strong> trading as CloudPro Inc • Microsoft Partner • Azure AI Foundry • Melbourne, Australia • ABN available on request<\/p>\n <\/section>\n\n<\/div>\n<\/body>\n<\/html>\n","protected":false},"excerpt":{"rendered":"<p>Microsoft Azure AI Foundry Consulting | CPI Consulting Azure AI Foundry • AI Agents • Enterprise Architecture Microsoft Azure AI FoundryConsulting & Architecture CPI Consulting is a specialist Azure AI Foundry consultancy helping Australian enterprises deploy AI agents and foundation models in production. We design enterprise-grade architecture for Foundry workloads \u2014 using proven design patterns […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_yoast_wpseo_focuskw":"","_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"","_yoast_wpseo_opengraph-title":"","_yoast_wpseo_opengraph-description":"","_yoast_wpseo_twitter-title":"","_yoast_wpseo_twitter-description":"","_et_pb_use_builder":"off","_et_pb_old_content":"","_et_gb_content_width":"1080","footnotes":""},"class_list":["post-57284","page","type-page","status-publish","hentry"],"yoast_head":"\n<title>Microsoft Foundry - CPI Consulting<\/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.cloudproinc.com.au\/index.php\/microsoft-foundry\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Microsoft Foundry\" \/>\n<meta property=\"og:description\" content=\"Microsoft Azure AI Foundry Consulting | CPI Consulting Azure AI Foundry • AI Agents • Enterprise Architecture Microsoft Azure AI FoundryConsulting & Architecture CPI Consulting is a specialist Azure AI Foundry consultancy helping Australian enterprises deploy AI agents and foundation models in production. 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{"id":57284,"date":"2026-03-16T13:15:59","date_gmt":"2026-03-16T03:15:59","guid":{"rendered":"https:\/\/www.cloudproinc.com.au\/?page_id=57284"},"modified":"2026-03-16T13:16:02","modified_gmt":"2026-03-16T03:16:02","slug":"microsoft-foundry","status":"publish","type":"page","link":"https:\/\/cloudproinc.azurewebsites.net\/index.php\/microsoft-foundry\/","title":{"rendered":"Microsoft Foundry"},"content":{"rendered":"\n\n\n\n \n \n \n Microsoft Azure AI Foundry Consulting | CPI Consulting<\/title>\n <link rel=\"preconnect\" href=\"https:\/\/fonts.googleapis.com\">\n <link href=\"https:\/\/fonts.googleapis.com\/css2?family=DM+Sans:ital,opsz,wght@0,9..40,300;0,9..40,400;0,9..40,500;0,9..40,600;0,9..40,700;1,9..40,400&family=Playfair+Display:wght@600;700&display=swap\" rel=\"stylesheet\">\n <style>\n :root {\n --navy: #0B1D3A;\n --navy-light: #112B55;\n --blue: #2563EB;\n --blue-light: #3B82F6;\n --sky: #E8F1FD;\n --gold: #D4A843;\n --gold-light: #E8C76A;\n --white: #FFFFFF;\n --gray-50: 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class=\"hero-badge\">\n <span class=\"dot\"><\/span>\n Azure AI Foundry • AI Agents • Enterprise Architecture\n <\/div>\n <h1>Microsoft <span>Azure AI Foundry<\/span><br>Consulting & Architecture<\/h1>\n <p class=\"hero-sub\">CPI Consulting is a specialist Azure AI Foundry consultancy helping Australian enterprises deploy AI agents and foundation models in production. We design enterprise-grade architecture for Foundry workloads \u2014 using proven design patterns built for scale, security, and operational excellence.<\/p>\n <div class=\"hero-cta-row\">\n <a href=\"https:\/\/forms.office.com\/pages\/responsepage.aspx?id=w5g4zWUQs0q0RKOAr0mKxMeLlQ3fFSNOhYiH0Jo7YztUQUhNOTgwN0VRUkZGNlQ3VkJNMFRNTzhWNS4u&route=shorturl\" class=\"btn-primary\">Book a Foundry Strategy Session →<\/a>\n <a href=\"#services\" class=\"btn-secondary\">See Our Foundry Services<\/a>\n <\/div>\n <\/div>\n <\/section>\n\n \n <section class=\"trust-bar\">\n <div class=\"trust-inner\">\n <div class=\"trust-item\">\n <div class=\"trust-icon\">\n <svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#2563EB\" stroke-width=\"2\"><path d=\"M12 2L2 7l10 5 10-5-10-5z\"\/><path d=\"M2 17l10 5 10-5\"\/><path d=\"M2 12l10 5 10-5\"\/><\/svg>\n <\/div>\n Microsoft Partner\n <\/div>\n <div class=\"trust-item\">\n <div class=\"trust-icon\">\n <svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#2563EB\" stroke-width=\"2\"><rect x=\"2\" y=\"3\" width=\"20\" height=\"14\" rx=\"2\"\/><line x1=\"8\" y1=\"21\" x2=\"16\" y2=\"21\"\/><line x1=\"12\" y1=\"17\" x2=\"12\" y2=\"21\"\/><\/svg>\n <\/div>\n Azure AI Foundry Specialists\n <\/div>\n <div class=\"trust-item\">\n <div class=\"trust-icon\">\n <svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#2563EB\" stroke-width=\"2\"><path d=\"M4 19.5A2.5 2.5 0 016.5 17H20\"\/><path d=\"M6.5 2H20v20H6.5A2.5 2.5 0 014 19.5v-15A2.5 2.5 0 016.5 2z\"\/><\/svg>\n <\/div>\n 5x Published Author\n <\/div>\n <div class=\"trust-item\">\n <div class=\"trust-icon\">\n <svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#2563EB\" stroke-width=\"2\"><path d=\"M12 22s8-4 8-10V5l-8-3-8 3v7c0 6 8 10 8 10z\"\/><\/svg>\n <\/div>\n NV-1 Security Clearance\n <\/div>\n <div class=\"trust-item\">\n <div class=\"trust-icon\">\n <svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#2563EB\" stroke-width=\"2\"><circle cx=\"12\" cy=\"12\" r=\"10\"\/><path d=\"M2 12h20\"\/><path d=\"M12 2a15.3 15.3 0 014 10 15.3 15.3 0 01-4 10 15.3 15.3 0 01-4-10 15.3 15.3 0 014-10z\"\/><\/svg>\n <\/div>\n Australia & International\n <\/div>\n <\/div>\n <\/section>\n\n \n <section class=\"section problems\">\n <div class=\"section-inner\">\n <div class=\"section-label\">The Challenge<\/div>\n <h2 class=\"section-title\">Sound Familiar?<\/h2>\n <p class=\"section-subtitle\">These are the most common challenges we see when enterprises come to us looking to run AI workloads on Azure AI Foundry.<\/p>\n <div class=\"problem-grid\">\n <div class=\"problem-card\">\n <div class=\"problem-icon\">\u26a0\ufe0f<\/div>\n <h3>No Foundry Strategy<\/h3>\n <p>Your organisation knows AI matters but there’s no clear plan for how Azure AI Foundry fits into your architecture. Teams are experimenting in silos with no unified approach to model deployment, agents, or data grounding.<\/p>\n <\/div>\n <div class=\"problem-card\">\n <div class=\"problem-icon\">\ud83e\uddea<\/div>\n <h3>POC Stuck in the Playground<\/h3>\n <p>You’ve built demos in the Foundry playground that impressed stakeholders, but the gap between a working prototype and a production-grade deployment with proper networking, monitoring, and CI\/CD is proving larger than expected.<\/p>\n <\/div>\n <div class=\"problem-card\">\n <div class=\"problem-icon\">\ud83d\udd00<\/div>\n <h3>Complex Multi-Model Architecture<\/h3>\n <p>You need to orchestrate multiple models \u2014 GPT-4o for reasoning, embeddings for search, Phi or Mistral for lightweight tasks \u2014 but don’t know how to design the routing, fallback, and cost control patterns at production scale.<\/p>\n <\/div>\n <div class=\"problem-card\">\n <div class=\"problem-icon\">\ud83e\udd16<\/div>\n <h3>Agent Deployment is Hard<\/h3>\n <p>You want autonomous AI agents in production but struggle with tool integration, enterprise data grounding, safety guardrails, evaluation frameworks, and the operational complexity of running agents at scale.<\/p>\n <\/div>\n <div class=\"problem-card\">\n <div class=\"problem-icon\">\ud83d\udd12<\/div>\n <h3>Governance & Compliance Gaps<\/h3>\n <p>Data sovereignty, responsible AI, RBAC, private networking, content filtering \u2014 Foundry has the controls but they need proper architecture. You can’t afford to get security wrong on AI workloads handling sensitive data.<\/p>\n <\/div>\n <div class=\"problem-card\">\n <div class=\"problem-icon\">\ud83d\udc64<\/div>\n <h3>No In-House Foundry Expertise<\/h3>\n <p>Your team knows Azure but hasn’t operationalised Foundry for real workloads. You need architecture-level guidance from someone who has designed and shipped production Foundry deployments.<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n \n <section id=\"services\" class=\"section services\">\n <div class=\"section-inner\">\n <div class=\"section-label\">What We Deliver<\/div>\n <h2 class=\"section-title\">Azure AI Foundry Consulting Services<\/h2>\n <p class=\"section-subtitle\">We don’t just advise \u2014 we architect, build, and deploy. Every engagement is hands-on, production-focused, and aligned to your business objectives.<\/p>\n\n <div class=\"service-block\">\n <div class=\"service-header\">\n <div class=\"service-icon\">\ud83c\udfd7\ufe0f<\/div>\n <div>\n <h3>Foundry Strategy & Architecture Design<\/h3>\n <span class=\"service-tag\">From Vision to Production Blueprint<\/span>\n <\/div>\n <\/div>\n <p>We work with your technical and business teams to design a Foundry-native architecture \u2014 model selection, project structure, hub and project topology, networking, identity, and cost controls. You get an actionable production blueprint, not a slide deck.<\/p>\n <ul class=\"service-list\">\n <li>Foundry readiness assessment<\/li>\n <li>Hub & project topology design<\/li>\n <li>Model catalog evaluation & selection<\/li>\n <li>Networking & private endpoint architecture<\/li>\n <li>Identity, RBAC & data governance<\/li>\n <li>Cost modelling & token budget planning<\/li>\n <li>Responsible AI & content safety configuration<\/li>\n <li>Multi-region & disaster recovery planning<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"service-block\">\n <div class=\"service-header\">\n <div class=\"service-icon\">\ud83e\udd16<\/div>\n <div>\n <h3>AI Agent Development & Deployment<\/h3>\n <span class=\"service-tag\">Autonomous Agents on Azure AI Foundry<\/span>\n <\/div>\n <\/div>\n <p>We design and build production AI agents in Foundry \u2014 grounded in your enterprise data, integrated with your tools, and evaluated against real-world scenarios. From single-turn assistants to multi-step autonomous agents that reason, call APIs, and complete complex workflows.<\/p>\n <ul class=\"service-list\">\n <li>Foundry Agent Service design & deployment<\/li>\n <li>Grounding with Azure AI Search & enterprise data<\/li>\n <li>Tool-use & function calling integration<\/li>\n <li>Multi-agent orchestration patterns<\/li>\n <li>Human-in-the-loop controls<\/li>\n <li>Prompt flow pipelines<\/li>\n <li>Agent evaluation & red-teaming<\/li>\n <li>Monitoring, tracing & observability<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"service-block\">\n <div class=\"service-header\">\n <div class=\"service-icon\">\u26a1<\/div>\n <div>\n <h3>Model Deployment & Management<\/h3>\n <span class=\"service-tag\">Production-Grade Model Operations<\/span>\n <\/div>\n <\/div>\n <p>We deploy and manage foundation models in Foundry \u2014 whether it’s Azure OpenAI models, open-source models from the model catalog, or fine-tuned variants. Proper provisioning, scaling, versioning, and cost management from day one.<\/p>\n <ul class=\"service-list\">\n <li>Azure OpenAI model deployment (GPT-4o, o-series)<\/li>\n <li>Model catalog deployment (Phi, Mistral, Llama, Cohere)<\/li>\n <li>Serverless vs. managed compute selection<\/li>\n <li>Fine-tuning & distillation workflows<\/li>\n <li>Model versioning & blue-green deployment<\/li>\n <li>Throughput provisioning & autoscaling<\/li>\n <li>Token usage monitoring & cost optimisation<\/li>\n <li>Multi-model routing & fallback strategies<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"service-block\">\n <div class=\"service-header\">\n <div class=\"service-icon\">\u2601\ufe0f<\/div>\n <div>\n <h3>Enterprise Integration & Platform Engineering<\/h3>\n <span class=\"service-tag\">Foundry as an Enterprise AI Platform<\/span>\n <\/div>\n <\/div>\n <p>We integrate Foundry into your broader Azure ecosystem \u2014 connecting to your data platform, CI\/CD pipelines, monitoring tools, and governance frameworks. Your AI platform is not a silo; it’s a governed, observable, integrated part of your enterprise architecture.<\/p>\n <ul class=\"service-list\">\n <li>Azure AI Search & vector index integration<\/li>\n <li>Data pipeline & ETL orchestration<\/li>\n <li>CI\/CD for prompt flows & agent deployments<\/li>\n <li>Azure Monitor, App Insights & tracing<\/li>\n <li>Private networking & VNet integration<\/li>\n <li>Key Vault & managed identity configuration<\/li>\n <li>API Management integration<\/li>\n <li>Compliance & audit logging<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/section>\n\n \n <section class=\"section use-cases\">\n <div class=\"section-inner\">\n <div class=\"section-label\">Core Use Cases<\/div>\n <h2 class=\"section-title\">What We Help You Build on Foundry<\/h2>\n <p class=\"section-subtitle\">These are the production AI workloads we design and deploy for enterprises on Azure AI Foundry \u2014 architecture patterns proven at scale.<\/p>\n <div class=\"use-case-grid\">\n <div class=\"use-case-card\">\n <span class=\"use-case-emoji\">\ud83d\udcac<\/span>\n <h4>Employee-Facing Conversational AI<\/h4>\n <p>Enable employees to interact with AI agents through natural language \u2014 integrated into your enterprise applications, internal portals, and business workflows for real productivity gains.<\/p>\n <\/div>\n <div class=\"use-case-card\">\n <span class=\"use-case-emoji\">\ud83d\udd0d<\/span>\n <h4>RAG Over Domain-Specific Knowledge<\/h4>\n <p>Ground AI responses in your company-specific data by fetching relevant information from internal repositories, SharePoint, databases, and document stores before generating answers.<\/p>\n <\/div>\n <div class=\"use-case-card\">\n <span class=\"use-case-emoji\">\ud83d\udd04<\/span>\n <h4>Agentic Orchestration<\/h4>\n <p>Build long-lived agents that orchestrate multi-step interactions, call tools, access knowledge sources, and manage conversation state over time \u2014 going far beyond simple chat.<\/p>\n <\/div>\n <div class=\"use-case-card\">\n <span class=\"use-case-emoji\">\ud83d\udee1\ufe0f<\/span>\n <h4>Secure Enterprise Deployment<\/h4>\n <p>Deploy AI workloads with private networking, identity-based access, zone redundancy, disaster recovery, and governance controls built for compliance-heavy environments.<\/p>\n <\/div>\n <div class=\"use-case-card\">\n <span class=\"use-case-emoji\">\ud83d\udcc8<\/span>\n <h4>Scalable Model Inference<\/h4>\n <p>Use Azure OpenAI GPT models as the reasoning backbone with provisioned throughput, traffic spillover patterns, and cost management strategies designed for production scale.<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n \n <section class=\"section why-cpi\">\n <div class=\"section-inner\">\n <div class=\"section-label\">Why CPI Consulting<\/div>\n <h2 class=\"section-title\">The Numbers Behind the Expertise<\/h2>\n <p class=\"section-subtitle\">We bring senior architecture-level capability to every Foundry engagement. This isn’t a generic cloud consultancy \u2014 it’s enterprise AI architecture from a published expert.<\/p>\n <div class=\"why-grid\">\n <div class=\"why-item\">\n <div class=\"why-number\">20<span>+<\/span><\/div>\n <div class=\"why-label\">Years Experience<\/div>\n <div class=\"why-desc\">Enterprise IT & AI architecture<\/div>\n <\/div>\n <div class=\"why-item\">\n <div class=\"why-number\">5<\/div>\n <div class=\"why-label\">Published Books<\/div>\n <div class=\"why-desc\">Technical books on cloud & IT<\/div>\n <\/div>\n <div class=\"why-item\">\n <div class=\"why-number\">20<span>+<\/span><\/div>\n <div class=\"why-label\">Certifications<\/div>\n <div class=\"why-desc\">Microsoft, AI & Cloud platforms<\/div>\n <\/div>\n <div class=\"why-item\">\n <div class=\"why-number\">NV-1<\/div>\n <div class=\"why-label\">Security Clearance<\/div>\n <div class=\"why-desc\">Australian Government<\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n \n <section class=\"section approach\">\n <div class=\"section-inner\">\n <div class=\"section-label\">How We Work<\/div>\n <h2 class=\"section-title\">Our Foundry Engagement Process<\/h2>\n <p class=\"section-subtitle\">Every Foundry engagement follows a structured, transparent process. No black boxes, no vague deliverables \u2014 just production-ready AI architecture.<\/p>\n <div class=\"step-list\">\n <div class=\"step\">\n <div class=\"step-num\">1<\/div>\n <div>\n <h3>Discovery & Architecture Assessment<\/h3>\n <p>We review your current Azure environment, AI use cases, data landscape, and organisational readiness. You get a prioritised list of Foundry opportunities ranked by business impact, feasibility, and time to value.<\/p>\n <\/div>\n <\/div>\n <div class=\"step\">\n <div class=\"step-num\">2<\/div>\n <div>\n <h3>Foundry Architecture Design<\/h3>\n <p>We design the hub and project topology, model selection, networking, identity, data grounding strategy, and agent architecture. You receive a production-ready technical blueprint covering data flows, security boundaries, cost projections, and performance targets.<\/p>\n <\/div>\n <\/div>\n <div class=\"step\">\n <div class=\"step-num\">3<\/div>\n <div>\n <h3>Build & Deploy<\/h3>\n <p>We implement the Foundry architecture hands-on \u2014 deploy models, build agents, configure prompt flows, integrate data sources, and validate against real workloads with your team before go-live.<\/p>\n <\/div>\n <\/div>\n <div class=\"step\">\n <div class=\"step-num\">4<\/div>\n <div>\n <h3>Operationalise & Scale<\/h3>\n <p>Your Foundry platform goes into production with proper monitoring, cost controls, CI\/CD pipelines, and guardrails. We provide documentation, knowledge transfer, and ongoing support as your AI capabilities mature.<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n \n <section id=\"contact\" class=\"cta-section\">\n <div class=\"cta-inner\">\n <div class=\"section-label\">Get Started<\/div>\n <h2 class=\"section-title\">Ready to Build on Azure AI Foundry?<\/h2>\n <p>Book a free 30-minute Foundry strategy session to discuss your use cases, architecture challenges, and goals. No obligation, no sales pitch \u2014 just a straight conversation about how Azure AI Foundry can power your enterprise AI workloads.<\/p>\n <div class=\"cta-buttons\">\n <a href=\"https:\/\/forms.office.com\/pages\/responsepage.aspx?id=w5g4zWUQs0q0RKOAr0mKxMeLlQ3fFSNOhYiH0Jo7YztUQUhNOTgwN0VRUkZGNlQ3VkJNMFRNTzhWNS4u&route=shorturl\" class=\"btn-cta-primary\">Book a Free Foundry Strategy Session →<\/a>\n <a href=\"https:\/\/www.cloudproinc.com.au\/index.php\/about\/\" class=\"btn-cta-secondary\">Learn More About CPI<\/a>\n <\/div>\n <\/div>\n <\/section>\n\n \n <section class=\"footer-note\">\n <p><strong>CPI Consulting Pty Ltd<\/strong> trading as CloudPro Inc • Microsoft Partner • Azure AI Foundry • Melbourne, Australia • ABN available on request<\/p>\n <\/section>\n\n<\/div>\n<\/body>\n<\/html>\n","protected":false},"excerpt":{"rendered":"<p>Microsoft Azure AI Foundry Consulting | CPI Consulting Azure AI Foundry • AI Agents • Enterprise Architecture Microsoft Azure AI FoundryConsulting & Architecture CPI Consulting is a specialist Azure AI Foundry consultancy helping Australian enterprises deploy AI agents and foundation models in production. We design enterprise-grade architecture for Foundry workloads \u2014 using proven design patterns […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_yoast_wpseo_focuskw":"","_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"","_yoast_wpseo_opengraph-title":"","_yoast_wpseo_opengraph-description":"","_yoast_wpseo_twitter-title":"","_yoast_wpseo_twitter-description":"","_et_pb_use_builder":"off","_et_pb_old_content":"","_et_gb_content_width":"1080","footnotes":""},"class_list":["post-57284","page","type-page","status-publish","hentry"],"yoast_head":"\n<title>Microsoft Foundry - CPI Consulting<\/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.cloudproinc.com.au\/index.php\/microsoft-foundry\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Microsoft Foundry\" \/>\n<meta property=\"og:description\" content=\"Microsoft Azure AI Foundry Consulting | CPI Consulting Azure AI Foundry • AI Agents • Enterprise Architecture Microsoft Azure AI FoundryConsulting & Architecture CPI Consulting is a specialist Azure AI Foundry consultancy helping Australian enterprises deploy AI agents and foundation models in production. 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